# HG changeset patch # User fubar # Date 1420529686 18000 # Node ID d6fbd1cf7768c88cc2f19286ab386b8d84277b52 # Parent 0de9466084233ca499c8579383b6ea8066661595 Uploaded diff -r 0de946608423 -r d6fbd1cf7768 rgToolFactory.py --- a/rgToolFactory.py Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,638 +0,0 @@ -# rgToolFactory.py -# see https://bitbucket.org/fubar/galaxytoolfactory/wiki/Home -# -# copyright ross lazarus (ross stop lazarus at gmail stop com) May 2012 -# -# all rights reserved -# Licensed under the LGPL -# suggestions for improvement and bug fixes welcome at https://bitbucket.org/fubar/galaxytoolfactory/wiki/Home -# -# march 2014 -# added ghostscript and graphicsmagick as dependencies -# fixed a wierd problem where gs was trying to use the new_files_path from universe (database/tmp) as ./database/tmp -# errors ensued -# -# august 2013 -# found a problem with GS if $TMP or $TEMP missing - now inject /tmp and warn -# -# july 2013 -# added ability to combine images and individual log files into html output -# just make sure there's a log file foo.log and it will be output -# together with all images named like "foo_*.pdf -# otherwise old format for html -# -# January 2013 -# problem pointed out by Carlos Borroto -# added escaping for <>$ - thought I did that ages ago... -# -# August 11 2012 -# changed to use shell=False and cl as a sequence - -# This is a Galaxy tool factory for simple scripts in python, R or whatever ails ye. -# It also serves as the wrapper for the new tool. -# -# you paste and run your script -# Only works for simple scripts that read one input from the history. -# Optionally can write one new history dataset, -# and optionally collect any number of outputs into links on an autogenerated HTML page. - -# DO NOT install on a public or important site - please. - -# installed generated tools are fine if the script is safe. -# They just run normally and their user cannot do anything unusually insecure -# but please, practice safe toolshed. -# Read the fucking code before you install any tool -# especially this one - -# After you get the script working on some test data, you can -# optionally generate a toolshed compatible gzip file -# containing your script safely wrapped as an ordinary Galaxy script in your local toolshed for -# safe and largely automated installation in a production Galaxy. - -# If you opt for an HTML output, you get all the script outputs arranged -# as a single Html history item - all output files are linked, thumbnails for all the pdfs. -# Ugly but really inexpensive. -# -# Patches appreciated please. -# -# -# long route to June 2012 product -# Behold the awesome power of Galaxy and the toolshed with the tool factory to bind them -# derived from an integrated script model -# called rgBaseScriptWrapper.py -# Note to the unwary: -# This tool allows arbitrary scripting on your Galaxy as the Galaxy user -# There is nothing stopping a malicious user doing whatever they choose -# Extremely dangerous!! -# Totally insecure. So, trusted users only -# -# preferred model is a developer using their throw away workstation instance - ie a private site. -# no real risk. The universe_wsgi.ini admin_users string is checked - only admin users are permitted to run this tool. -# - -import sys -import shutil -import subprocess -import os -import time -import tempfile -import optparse -import tarfile -import re -import shutil -import math - -progname = os.path.split(sys.argv[0])[1] -myversion = 'V001.1 March 2014' -verbose = False -debug = False -toolFactoryURL = 'https://bitbucket.org/fubar/galaxytoolfactory' - -def timenow(): - """return current time as a string - """ - return time.strftime('%d/%m/%Y %H:%M:%S', time.localtime(time.time())) - -html_escape_table = { - "&": "&", - ">": ">", - "<": "<", - "$": "\$" - } - -def html_escape(text): - """Produce entities within text.""" - return "".join(html_escape_table.get(c,c) for c in text) - -def cmd_exists(cmd): - return subprocess.call("type " + cmd, shell=True, - stdout=subprocess.PIPE, stderr=subprocess.PIPE) == 0 - - -class ScriptRunner: - """class is a wrapper for an arbitrary script - """ - - def __init__(self,opts=None,treatbashSpecial=True): - """ - cleanup inputs, setup some outputs - - """ - self.useGM = cmd_exists('gm') - self.useIM = cmd_exists('convert') - self.useGS = cmd_exists('gs') - self.temp_warned = False # we want only one warning if $TMP not set - self.treatbashSpecial = treatbashSpecial - if opts.output_dir: # simplify for the tool tarball - os.chdir(opts.output_dir) - self.thumbformat = 'png' - self.opts = opts - self.toolname = re.sub('[^a-zA-Z0-9_]+', '', opts.tool_name) # a sanitizer now does this but.. - self.toolid = self.toolname - self.myname = sys.argv[0] # get our name because we write ourselves out as a tool later - self.pyfile = self.myname # crude but efficient - the cruft won't hurt much - self.xmlfile = '%s.xml' % self.toolname - s = open(self.opts.script_path,'r').readlines() - s = [x.rstrip() for x in s] # remove pesky dos line endings if needed - self.script = '\n'.join(s) - fhandle,self.sfile = tempfile.mkstemp(prefix=self.toolname,suffix=".%s" % (opts.interpreter)) - tscript = open(self.sfile,'w') # use self.sfile as script source for Popen - tscript.write(self.script) - tscript.close() - self.indentedScript = '\n'.join([' %s' % x for x in s]) # for restructured text in help - self.escapedScript = '\n'.join([html_escape(x) for x in s]) - self.elog = os.path.join(self.opts.output_dir,"%s_error.log" % self.toolname) - if opts.output_dir: # may not want these complexities - self.tlog = os.path.join(self.opts.output_dir,"%s_runner.log" % self.toolname) - art = '%s.%s' % (self.toolname,opts.interpreter) - artpath = os.path.join(self.opts.output_dir,art) # need full path - artifact = open(artpath,'w') # use self.sfile as script source for Popen - artifact.write(self.script) - artifact.close() - self.cl = [] - self.html = [] - a = self.cl.append - a(opts.interpreter) - if self.treatbashSpecial and opts.interpreter in ['bash','sh']: - a(self.sfile) - else: - a('-') # stdin - a(opts.input_tab) - a(opts.output_tab) - self.outFormats = 'tabular' # TODO make this an option at tool generation time - self.inputFormats = 'tabular' # TODO make this an option at tool generation time - self.test1Input = '%s_test1_input.xls' % self.toolname - self.test1Output = '%s_test1_output.xls' % self.toolname - self.test1HTML = '%s_test1_output.html' % self.toolname - - def makeXML(self): - """ - Create a Galaxy xml tool wrapper for the new script as a string to write out - fixme - use templating or something less fugly than this example of what we produce - - - a tabular file - - reverse.py --script_path "$runMe" --interpreter "python" - --tool_name "reverse" --input_tab "$input1" --output_tab "$tab_file" - - - - - - - - - - - -**What it Does** - -Reverse the columns in a tabular file - - - - - -# reverse order of columns in a tabular file -import sys -inp = sys.argv[1] -outp = sys.argv[2] -i = open(inp,'r') -o = open(outp,'w') -for row in i: - rs = row.rstrip().split('\t') - rs.reverse() - o.write('\t'.join(rs)) - o.write('\n') -i.close() -o.close() - - - - - - - """ - newXML=""" - %(tooldesc)s - %(command)s - - %(inputs)s - - - %(outputs)s - - - - %(script)s - - - %(tooltests)s - - %(help)s - - """ # needs a dict with toolname, toolid, interpreter, scriptname, command, inputs as a multi line string ready to write, outputs ditto, help ditto - - newCommand=""" - %(toolname)s.py --script_path "$runMe" --interpreter "%(interpreter)s" - --tool_name "%(toolname)s" %(command_inputs)s %(command_outputs)s - """ # may NOT be an input or htmlout - tooltestsTabOnly = """ - - - - - """ - tooltestsHTMLOnly = """ - - - - - """ - tooltestsBoth = """ - - - - - - """ - xdict = {} - xdict['tool_version'] = self.opts.tool_version - xdict['test1Input'] = self.test1Input - xdict['test1HTML'] = self.test1HTML - xdict['test1Output'] = self.test1Output - if self.opts.make_HTML and self.opts.output_tab <> 'None': - xdict['tooltests'] = tooltestsBoth % xdict - elif self.opts.make_HTML: - xdict['tooltests'] = tooltestsHTMLOnly % xdict - else: - xdict['tooltests'] = tooltestsTabOnly % xdict - xdict['script'] = self.escapedScript - # configfile is least painful way to embed script to avoid external dependencies - # but requires escaping of <, > and $ to avoid Mako parsing - if self.opts.help_text: - xdict['help'] = open(self.opts.help_text,'r').read() - else: - xdict['help'] = 'Please ask the tool author for help as none was supplied at tool generation' - coda = ['**Script**','Pressing execute will run the following code over your input file and generate some outputs in your history::'] - coda.append(self.indentedScript) - coda.append('**Attribution** This Galaxy tool was created by %s at %s\nusing the Galaxy Tool Factory.' % (self.opts.user_email,timenow())) - coda.append('See %s for details of that project' % (toolFactoryURL)) - coda.append('Please cite: Creating re-usable tools from scripts: The Galaxy Tool Factory. Ross Lazarus; Antony Kaspi; Mark Ziemann; The Galaxy Team. ') - coda.append('Bioinformatics 2012; doi: 10.1093/bioinformatics/bts573') - xdict['help'] = '%s\n%s' % (xdict['help'],'\n'.join(coda)) - if self.opts.tool_desc: - xdict['tooldesc'] = '%s' % self.opts.tool_desc - else: - xdict['tooldesc'] = '' - xdict['command_outputs'] = '' - xdict['outputs'] = '' - if self.opts.input_tab <> 'None': - xdict['command_inputs'] = '--input_tab "$input1" ' # the space may matter a lot if we append something - xdict['inputs'] = ' \n' % self.inputFormats - else: - xdict['command_inputs'] = '' # assume no input - eg a random data generator - xdict['inputs'] = '' - xdict['inputs'] += ' \n' % self.toolname - xdict['toolname'] = self.toolname - xdict['toolid'] = self.toolid - xdict['interpreter'] = self.opts.interpreter - xdict['scriptname'] = self.sfile - if self.opts.make_HTML: - xdict['command_outputs'] += ' --output_dir "$html_file.files_path" --output_html "$html_file" --make_HTML "yes" ' - xdict['outputs'] += ' \n' - if self.opts.output_tab <> 'None': - xdict['command_outputs'] += ' --output_tab "$tab_file"' - xdict['outputs'] += ' \n' % self.outFormats - xdict['command'] = newCommand % xdict - xmls = newXML % xdict - xf = open(self.xmlfile,'w') - xf.write(xmls) - xf.write('\n') - xf.close() - # ready for the tarball - - - def makeTooltar(self): - """ - a tool is a gz tarball with eg - /toolname/tool.xml /toolname/tool.py /toolname/test-data/test1_in.foo ... - """ - retval = self.run() - if retval: - print >> sys.stderr,'## Run failed. Cannot build yet. Please fix and retry' - sys.exit(1) - self.makeXML() - tdir = self.toolname - os.mkdir(tdir) - if self.opts.input_tab <> 'None': # no reproducible test otherwise? TODO: maybe.. - testdir = os.path.join(tdir,'test-data') - os.mkdir(testdir) # make tests directory - shutil.copyfile(self.opts.input_tab,os.path.join(testdir,self.test1Input)) - if self.opts.output_tab <> 'None': - shutil.copyfile(self.opts.output_tab,os.path.join(testdir,self.test1Output)) - if self.opts.make_HTML: - shutil.copyfile(self.opts.output_html,os.path.join(testdir,self.test1HTML)) - if self.opts.output_dir: - shutil.copyfile(self.tlog,os.path.join(testdir,'test1_out.log')) - op = '%s.py' % self.toolname # new name - outpiname = os.path.join(tdir,op) # path for the tool tarball - pyin = os.path.basename(self.pyfile) # our name - we rewrite ourselves (TM) - notes = ['# %s - a self annotated version of %s generated by running %s\n' % (op,pyin,pyin),] - notes.append('# to make a new Galaxy tool called %s\n' % self.toolname) - notes.append('# User %s at %s\n' % (self.opts.user_email,timenow())) - pi = open(self.pyfile,'r').readlines() # our code becomes new tool wrapper (!) - first Galaxy worm - notes += pi - outpi = open(outpiname,'w') - outpi.write(''.join(notes)) - outpi.write('\n') - outpi.close() - stname = os.path.join(tdir,self.sfile) - if not os.path.exists(stname): - shutil.copyfile(self.sfile, stname) - xtname = os.path.join(tdir,self.xmlfile) - if not os.path.exists(xtname): - shutil.copyfile(self.xmlfile,xtname) - tarpath = "%s.gz" % self.toolname - tar = tarfile.open(tarpath, "w:gz") - tar.add(tdir,arcname=self.toolname) - tar.close() - shutil.copyfile(tarpath,self.opts.new_tool) - shutil.rmtree(tdir) - ## TODO: replace with optional direct upload to local toolshed? - return retval - - - def compressPDF(self,inpdf=None,thumbformat='png'): - """need absolute path to pdf - note that GS gets confoozled if no $TMP or $TEMP - so we set it - """ - assert os.path.isfile(inpdf), "## Input %s supplied to %s compressPDF not found" % (inpdf,self.myName) - hlog = os.path.join(self.opts.output_dir,"compress_%s.txt" % os.path.basename(inpdf)) - sto = open(hlog,'a') - our_env = os.environ.copy() - our_tmp = our_env.get('TMP',None) - if not our_tmp: - our_tmp = our_env.get('TEMP',None) - if not (our_tmp and os.path.exists(our_tmp)): - newtmp = os.path.join(self.opts.output_dir,'tmp') - try: - os.mkdir(newtmp) - except: - sto.write('## WARNING - cannot make %s - it may exist or permissions need fixing\n' % newtmp) - our_env['TEMP'] = newtmp - if not self.temp_warned: - sto.write('## WARNING - no $TMP or $TEMP!!! Please fix - using %s temporarily\n' % newtmp) - self.temp_warned = True - outpdf = '%s_compressed' % inpdf - cl = ["gs", "-sDEVICE=pdfwrite", "-dNOPAUSE", "-dUseCIEColor", "-dBATCH","-dPDFSETTINGS=/printer", "-sOutputFile=%s" % outpdf,inpdf] - x = subprocess.Popen(cl,stdout=sto,stderr=sto,cwd=self.opts.output_dir,env=our_env) - retval1 = x.wait() - sto.close() - if retval1 == 0: - os.unlink(inpdf) - shutil.move(outpdf,inpdf) - os.unlink(hlog) - hlog = os.path.join(self.opts.output_dir,"thumbnail_%s.txt" % os.path.basename(inpdf)) - sto = open(hlog,'w') - outpng = '%s.%s' % (os.path.splitext(inpdf)[0],thumbformat) - if self.useGM: - cl2 = ['gm', 'convert', inpdf, outpng] - else: # assume imagemagick - cl2 = ['convert', inpdf, outpng] - x = subprocess.Popen(cl2,stdout=sto,stderr=sto,cwd=self.opts.output_dir,env=our_env) - retval2 = x.wait() - sto.close() - if retval2 == 0: - os.unlink(hlog) - retval = retval1 or retval2 - return retval - - - def getfSize(self,fpath,outpath): - """ - format a nice file size string - """ - size = '' - fp = os.path.join(outpath,fpath) - if os.path.isfile(fp): - size = '0 B' - n = float(os.path.getsize(fp)) - if n > 2**20: - size = '%1.1f MB' % (n/2**20) - elif n > 2**10: - size = '%1.1f KB' % (n/2**10) - elif n > 0: - size = '%d B' % (int(n)) - return size - - def makeHtml(self): - """ Create an HTML file content to list all the artifacts found in the output_dir - """ - - galhtmlprefix = """ - - - - - - - -
- """ - galhtmlattr = """
This tool (%s) was generated by the Galaxy Tool Factory

""" - galhtmlpostfix = """
\n""" - - flist = os.listdir(self.opts.output_dir) - flist = [x for x in flist if x <> 'Rplots.pdf'] - flist.sort() - html = [] - html.append(galhtmlprefix % progname) - html.append('
Galaxy Tool "%s" run at %s

' % (self.toolname,timenow())) - fhtml = [] - if len(flist) > 0: - logfiles = [x for x in flist if x.lower().endswith('.log')] # log file names determine sections - logfiles.sort() - logfiles = [x for x in logfiles if os.path.abspath(x) <> os.path.abspath(self.tlog)] - logfiles.append(os.path.abspath(self.tlog)) # make it the last one - pdflist = [] - npdf = len([x for x in flist if os.path.splitext(x)[-1].lower() == '.pdf']) - for rownum,fname in enumerate(flist): - dname,e = os.path.splitext(fname) - sfsize = self.getfSize(fname,self.opts.output_dir) - if e.lower() == '.pdf' : # compress and make a thumbnail - thumb = '%s.%s' % (dname,self.thumbformat) - pdff = os.path.join(self.opts.output_dir,fname) - retval = self.compressPDF(inpdf=pdff,thumbformat=self.thumbformat) - if retval == 0: - pdflist.append((fname,thumb)) - else: - pdflist.append((fname,fname)) - if (rownum+1) % 2 == 0: - fhtml.append('%s%s' % (fname,fname,sfsize)) - else: - fhtml.append('%s%s' % (fname,fname,sfsize)) - for logfname in logfiles: # expect at least tlog - if more - if os.path.abspath(logfname) == os.path.abspath(self.tlog): # handled later - sectionname = 'All tool run' - if (len(logfiles) > 1): - sectionname = 'Other' - ourpdfs = pdflist - else: - realname = os.path.basename(logfname) - sectionname = os.path.splitext(realname)[0].split('_')[0] # break in case _ added to log - ourpdfs = [x for x in pdflist if os.path.basename(x[0]).split('_')[0] == sectionname] - pdflist = [x for x in pdflist if os.path.basename(x[0]).split('_')[0] <> sectionname] # remove - nacross = 1 - npdf = len(ourpdfs) - - if npdf > 0: - nacross = math.sqrt(npdf) ## int(round(math.log(npdf,2))) - if int(nacross)**2 != npdf: - nacross += 1 - nacross = int(nacross) - width = min(400,int(1200/nacross)) - html.append('
%s images and outputs
' % sectionname) - html.append('(Click on a thumbnail image to download the corresponding original PDF image)
') - ntogo = nacross # counter for table row padding with empty cells - html.append('
\n') - for i,paths in enumerate(ourpdfs): - fname,thumb = paths - s= """\n""" % (fname,thumb,fname,width,fname) - if ((i+1) % nacross == 0): - s += '\n' - ntogo = 0 - if i < (npdf - 1): # more to come - s += '' - ntogo = nacross - else: - ntogo -= 1 - html.append(s) - if html[-1].strip().endswith(''): - html.append('
Image called %s
\n') - else: - if ntogo > 0: # pad - html.append(' '*ntogo) - html.append('\n') - logt = open(logfname,'r').readlines() - logtext = [x for x in logt if x.strip() > ''] - html.append('
%s log output
' % sectionname) - if len(logtext) > 1: - html.append('\n
\n')
-                    html += logtext
-                    html.append('\n
\n') - else: - html.append('%s is empty
' % logfname) - if len(fhtml) > 0: - fhtml.insert(0,'
\n') - fhtml.append('
Output File Name (click to view)Size

') - html.append('
All output files available for downloading
\n') - html += fhtml # add all non-pdf files to the end of the display - else: - html.append('
### Error - %s returned no files - please confirm that parameters are sane
' % self.opts.interpreter) - html.append(galhtmlpostfix) - htmlf = file(self.opts.output_html,'w') - htmlf.write('\n'.join(html)) - htmlf.write('\n') - htmlf.close() - self.html = html - - - def run(self): - """ - scripts must be small enough not to fill the pipe! - """ - if self.treatbashSpecial and self.opts.interpreter in ['bash','sh']: - retval = self.runBash() - else: - if self.opts.output_dir: - ste = open(self.elog,'w') - sto = open(self.tlog,'w') - sto.write('## Toolfactory generated command line = %s\n' % ' '.join(self.cl)) - sto.flush() - p = subprocess.Popen(self.cl,shell=False,stdout=sto,stderr=ste,stdin=subprocess.PIPE,cwd=self.opts.output_dir) - else: - p = subprocess.Popen(self.cl,shell=False,stdin=subprocess.PIPE) - p.stdin.write(self.script) - p.stdin.close() - retval = p.wait() - if self.opts.output_dir: - sto.close() - ste.close() - err = open(self.elog,'r').read() - if retval <> 0 and err: # problem - print >> sys.stderr,err - if self.opts.make_HTML: - self.makeHtml() - return retval - - def runBash(self): - """ - cannot use - for bash so use self.sfile - """ - if self.opts.output_dir: - s = '## Toolfactory generated command line = %s\n' % ' '.join(self.cl) - sto = open(self.tlog,'w') - sto.write(s) - sto.flush() - p = subprocess.Popen(self.cl,shell=False,stdout=sto,stderr=sto,cwd=self.opts.output_dir) - else: - p = subprocess.Popen(self.cl,shell=False) - retval = p.wait() - if self.opts.output_dir: - sto.close() - if self.opts.make_HTML: - self.makeHtml() - return retval - - -def main(): - u = """ - This is a Galaxy wrapper. It expects to be called by a special purpose tool.xml as: - rgToolFactory.py --script_path "$scriptPath" --tool_name "foo" --interpreter "Rscript" - - """ - op = optparse.OptionParser() - a = op.add_option - a('--script_path',default=None) - a('--tool_name',default=None) - a('--interpreter',default=None) - a('--output_dir',default=None) - a('--output_html',default=None) - a('--input_tab',default="None") - a('--output_tab',default="None") - a('--user_email',default='Unknown') - a('--bad_user',default=None) - a('--make_Tool',default=None) - a('--make_HTML',default=None) - a('--help_text',default=None) - a('--tool_desc',default=None) - a('--new_tool',default=None) - a('--tool_version',default=None) - opts, args = op.parse_args() - assert not opts.bad_user,'UNAUTHORISED: %s is NOT authorized to use this tool until Galaxy admin adds %s to admin_users in universe_wsgi.ini' % (opts.bad_user,opts.bad_user) - assert opts.tool_name,'## Tool Factory expects a tool name - eg --tool_name=DESeq' - assert opts.interpreter,'## Tool Factory wrapper expects an interpreter - eg --interpreter=Rscript' - assert os.path.isfile(opts.script_path),'## Tool Factory wrapper expects a script path - eg --script_path=foo.R' - if opts.output_dir: - try: - os.makedirs(opts.output_dir) - except: - pass - r = ScriptRunner(opts) - if opts.make_Tool: - retcode = r.makeTooltar() - else: - retcode = r.run() - os.unlink(r.sfile) - if retcode: - sys.exit(retcode) # indicate failure to job runner - - -if __name__ == "__main__": - main() - - diff -r 0de946608423 -r d6fbd1cf7768 rgedgeRpaired.xml.camera --- a/rgedgeRpaired.xml.camera Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1084 +0,0 @@ - - models using BioConductor packages - - biocbasics - r302 - graphicsmagick - ghostscript - - - - rgToolFactory.py --script_path "$runme" --interpreter "Rscript" --tool_name "DifferentialCounts" - --output_dir "$html_file.files_path" --output_html "$html_file" --make_HTML "yes" - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - edgeR['doedgeR'] == "T" - - - DESeq2['doDESeq2'] == "T" - - - doVoom == "T" - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - nsamp) { - dm =dm[1:nsamp,] - #sub = paste('Showing',nsamp,'contigs ranked for evidence for differential abundance out of',nprobes,'total') - } - newcolnames = substr(colnames(dm),1,20) - colnames(dm) = newcolnames - pdf(outpdfname) - heatmap.2(dm,main=myTitle,ColSideColors=pcols,col=topo.colors(100),dendrogram="col",key=T,density.info='none', - Rowv=F,scale='row',trace='none',margins=c(8,8),cexRow=0.4,cexCol=0.5) - dev.off() -} - -hmap = function(cmat,nmeans=4,outpdfname="heatMap.pdf",nsamp=250,TName='Treatment',group=NA,myTitle="Title goes here") -{ - # for 2 groups only was - #col.map = function(g) {if (g==TName) "#FF0000" else "#0000FF"} - #pcols = unlist(lapply(group,col.map)) - gu = unique(group) - colours = rainbow(length(gu),start=0.3,end=0.6) - pcols = colours[match(group,gu)] - nrows = nrow(cmat) - mtitle = paste(myTitle,'Heatmap: n contigs =',nrows) - if (nrows > nsamp) { - cmat = cmat[c(1:nsamp),] - mtitle = paste('Heatmap: Top ',nsamp,' DE contigs (of ',nrows,')',sep='') - } - newcolnames = substr(colnames(cmat),1,20) - colnames(cmat) = newcolnames - pdf(outpdfname) - heatmap(cmat,scale='row',main=mtitle,cexRow=0.3,cexCol=0.4,Rowv=NA,ColSideColors=pcols) - dev.off() -} - -qqPlot = function(descr='qqplot',pvector, outpdf='qqplot.pdf',...) -# stolen from https://gist.github.com/703512 -{ - o = -log10(sort(pvector,decreasing=F)) - e = -log10( 1:length(o)/length(o) ) - o[o==-Inf] = reallysmall - o[o==Inf] = reallybig - maint = descr - pdf(outpdf) - plot(e,o,pch=19,cex=1, main=maint, ..., - xlab=expression(Expected~~-log[10](italic(p))), - ylab=expression(Observed~~-log[10](italic(p))), - xlim=c(0,max(e)), ylim=c(0,max(o))) - lines(e,e,col="red") - grid(col = "lightgray", lty = "dotted") - dev.off() -} - -smearPlot = function(DGEList,deTags, outSmear, outMain) - { - pdf(outSmear) - plotSmear(DGEList,de.tags=deTags,main=outMain) - grid(col="lightgray", lty="dotted") - dev.off() - } - -boxPlot = function(rawrs,cleanrs,maint,myTitle,pdfname) -{ # - nc = ncol(rawrs) - for (i in c(1:nc)) {rawrs[(rawrs[,i] < 0),i] = NA} - fullnames = colnames(rawrs) - newcolnames = substr(colnames(rawrs),1,20) - colnames(rawrs) = newcolnames - newcolnames = substr(colnames(cleanrs),1,20) - colnames(cleanrs) = newcolnames - defpar = par(no.readonly=T) - print.noquote('raw contig counts by sample:') - print.noquote(summary(rawrs)) - print.noquote('normalised contig counts by sample:') - print.noquote(summary(cleanrs)) - pdf(pdfname) - par(mfrow=c(1,2)) - boxplot(rawrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('Raw:',maint)) - grid(col="lightgray",lty="dotted") - boxplot(cleanrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('After ',maint)) - grid(col="lightgray",lty="dotted") - dev.off() - pdfname = "sample_counts_histogram.pdf" - nc = ncol(rawrs) - print.noquote(paste('Using ncol rawrs=',nc)) - ncroot = round(sqrt(nc)) - if (ncroot*ncroot < nc) { ncroot = ncroot + 1 } - m = c() - for (i in c(1:nc)) { - rhist = hist(rawrs[,i],breaks=100,plot=F) - m = append(m,max(rhist\$counts)) - } - ymax = max(m) - ncols = length(fullnames) - if (ncols > 20) - { - scale = 7*ncols/20 - pdf(pdfname,width=scale,height=scale) - } else { - pdf(pdfname) - } - par(mfrow=c(ncroot,ncroot)) - for (i in c(1:nc)) { - hist(rawrs[,i], main=paste("Contig logcount",i), xlab='log raw count', col="maroon", - breaks=100,sub=fullnames[i],cex=0.8,ylim=c(0,ymax)) - } - dev.off() - par(defpar) - -} - -cumPlot = function(rawrs,cleanrs,maint,myTitle) -{ # updated to use ecdf - pdfname = "Filtering_rowsum_bar_charts.pdf" - defpar = par(no.readonly=T) - lrs = log(rawrs,10) - lim = max(lrs) - pdf(pdfname) - par(mfrow=c(2,1)) - hist(lrs,breaks=100,main=paste('Before:',maint),xlab="# Reads (log)", - ylab="Count",col="maroon",sub=myTitle, xlim=c(0,lim),las=1) - grid(col="lightgray", lty="dotted") - lrs = log(cleanrs,10) - hist(lrs,breaks=100,main=paste('After:',maint),xlab="# Reads (log)", - ylab="Count",col="maroon",sub=myTitle,xlim=c(0,lim),las=1) - grid(col="lightgray", lty="dotted") - dev.off() - par(defpar) -} - -cumPlot1 = function(rawrs,cleanrs,maint,myTitle) -{ # updated to use ecdf - pdfname = paste(gsub(" ","", myTitle , fixed=TRUE),"RowsumCum.pdf",sep='_') - pdf(pdfname) - par(mfrow=c(2,1)) - lastx = max(rawrs) - rawe = knots(ecdf(rawrs)) - cleane = knots(ecdf(cleanrs)) - cy = 1:length(cleane)/length(cleane) - ry = 1:length(rawe)/length(rawe) - plot(rawe,ry,type='l',main=paste('Before',maint),xlab="Log Contig Total Reads", - ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) - grid(col="blue") - plot(cleane,cy,type='l',main=paste('After',maint),xlab="Log Contig Total Reads", - ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) - grid(col="blue") - dev.off() -} - - - -doGSEAold = function(y=NULL,design=NULL,histgmt="", - bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") -{ - sink('Camera.log') - genesets = c() - if (bigmt > "") - { - bigenesets = readLines(bigmt) - genesets = bigenesets - } - if (histgmt > "") - { - hgenesets = readLines(histgmt) - if (bigmt > "") { - genesets = rbind(genesets,hgenesets) - } else { - genesets = hgenesets - } # use only history if no bi - } - print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) - genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n - outf = outfname - head=paste(myTitle,'edgeR GSEA') - write(head,file=outfname,append=F) - ntest=length(genesets) - urownames = toupper(rownames(y)) - upcam = c() - downcam = c() - for (i in 1:ntest) { - gs = unlist(genesets[i]) - g = gs[1] # geneset_id - u = gs[2] - if (u > "") { u = paste("",u,"",sep="") } - glist = gs[3:length(gs)] # member gene symbols - glist = toupper(glist) - inglist = urownames %in% glist - nin = sum(inglist) - if ((nin > minnin) && (nin < maxnin)) { - ### print(paste('@@found',sum(inglist),'genes in glist')) - camres = camera(y=y,index=inglist,design=design) - if (! is.null(camres)) { - rownames(camres) = g # gene set name - camres = cbind(GeneSet=g,URL=u,camres) - if (camres\$Direction == "Up") - { - upcam = rbind(upcam,camres) } else { - downcam = rbind(downcam,camres) - } - } - } - } - uscam = upcam[order(upcam\$PValue),] - unadjp = uscam\$PValue - uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - nup = max(10,sum((uscam\$adjPValue < fdrthresh))) - dscam = downcam[order(downcam\$PValue),] - unadjp = dscam\$PValue - dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) - write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) - write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) - write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) - write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) - sink() -} - - - - -doGSEA = function(y=NULL,design=NULL,histgmt="", - bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") -{ - sink('Camera.log') - genesets = c() - if (bigmt > "") - { - bigenesets = readLines(bigmt) - genesets = bigenesets - } - if (histgmt > "") - { - hgenesets = readLines(histgmt) - if (bigmt > "") { - genesets = rbind(genesets,hgenesets) - } else { - genesets = hgenesets - } # use only history if no bi - } - print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) - genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n - outf = outfname - head=paste(myTitle,'edgeR GSEA') - write(head,file=outfname,append=F) - ntest=length(genesets) - urownames = toupper(rownames(y)) - upcam = c() - downcam = c() - incam = c() - urls = c() - gsids = c() - for (i in 1:ntest) { - gs = unlist(genesets[i]) - gsid = gs[1] # geneset_id - url = gs[2] - if (url > "") { url = paste("",url,"",sep="") } - glist = gs[3:length(gs)] # member gene symbols - glist = toupper(glist) - inglist = urownames %in% glist - nin = sum(inglist) - if ((nin > minnin) && (nin < maxnin)) { - incam = c(incam,inglist) - gsids = c(gsids,gsid) - urls = c(urls,url) - } - } - incam = as.list(incam) - names(incam) = gsids - allcam = camera(y=y,index=incam,design=design) - allcamres = cbind(geneset=gsids,allcam,URL=urls) - for (i in 1:ntest) { - camres = allcamres[i] - res = try(test = (camres\$Direction == "Up")) - if ("try-error" %in% class(res)) { - cat("test failed, camres = :") - print.noquote(camres) - } else { if (camres\$Direction == "Up") - { upcam = rbind(upcam,camres) - } else { downcam = rbind(downcam,camres) - } - - } - } - uscam = upcam[order(upcam\$PValue),] - unadjp = uscam\$PValue - uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - nup = max(10,sum((uscam\$adjPValue < fdrthresh))) - dscam = downcam[order(downcam\$PValue),] - unadjp = dscam\$PValue - dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) - write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) - write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) - write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) - write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) - sink() - } - - -edgeIt = function (Count_Matrix=c(),group=c(),out_edgeR=F,out_VOOM=F,out_DESeq2=F,fdrtype='fdr',priordf=5, - fdrthresh=0.05,outputdir='.', myTitle='Differential Counts',libSize=c(),useNDF=F, - filterquantile=0.2, subjects=c(),mydesign=NULL, - doDESeq2=T,doVoom=T,doCamera=T,doedgeR=T,org='hg19', - histgmt="", bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - doCook=F,DESeq_fitType="parameteric") -{ - # Error handling - if (length(unique(group))!=2){ - print("Number of conditions identified in experiment does not equal 2") - q() - } - require(edgeR) - options(width = 512) - mt = paste(unlist(strsplit(myTitle,'_')),collapse=" ") - allN = nrow(Count_Matrix) - nscut = round(ncol(Count_Matrix)/2) - colTotmillionreads = colSums(Count_Matrix)/1e6 - counts.dataframe = as.data.frame(c()) - rawrs = rowSums(Count_Matrix) - nonzerod = Count_Matrix[(rawrs > 0),] # remove all zero count genes - nzN = nrow(nonzerod) - nzrs = rowSums(nonzerod) - zN = allN - nzN - print('# Quantiles for non-zero row counts:',quote=F) - print(quantile(nzrs,probs=seq(0,1,0.1)),quote=F) - if (useNDF == T) - { - gt1rpin3 = rowSums(Count_Matrix/expandAsMatrix(colTotmillionreads,dim(Count_Matrix)) >= 1) >= nscut - lo = colSums(Count_Matrix[!gt1rpin3,]) - workCM = Count_Matrix[gt1rpin3,] - cleanrs = rowSums(workCM) - cleanN = length(cleanrs) - meth = paste( "After removing",length(lo),"contigs with fewer than ",nscut," sample read counts >= 1 per million, there are",sep="") - print(paste("Read",allN,"contigs. Removed",zN,"contigs with no reads.",meth,cleanN,"contigs"),quote=F) - maint = paste('Filter >=1/million reads in >=',nscut,'samples') - } else { - useme = (nzrs > quantile(nzrs,filterquantile)) - workCM = nonzerod[useme,] - lo = colSums(nonzerod[!useme,]) - cleanrs = rowSums(workCM) - cleanN = length(cleanrs) - meth = paste("After filtering at count quantile =",filterquantile,", there are",sep="") - print(paste('Read',allN,"contigs. Removed",zN,"with no reads.",meth,cleanN,"contigs"),quote=F) - maint = paste('Filter below',filterquantile,'quantile') - } - cumPlot(rawrs=rawrs,cleanrs=cleanrs,maint=maint,myTitle=myTitle) - allgenes = rownames(workCM) - reg = "^chr([0-9]+):([0-9]+)-([0-9]+)" - genecards=" 0.8) # is ucsc style string - { - print("@@ using ucsc substitution for urls") - contigurls = paste0(ucsc,"&position=chr",testreg[,2],":",testreg[,3],"-",testreg[,4],"\'>",allgenes,"") - } else { - print("@@ using genecards substitution for urls") - contigurls = paste0(genecards,allgenes,"\'>",allgenes,"") - } - print.noquote("# urls") - print.noquote(head(contigurls)) - print(paste("# Total low count contigs per sample = ",paste(lo,collapse=',')),quote=F) - cmrowsums = rowSums(workCM) - TName=unique(group)[1] - CName=unique(group)[2] - if (is.null(mydesign)) { - if (length(subjects) == 0) - { - mydesign = model.matrix(~group) - } - else { - subjf = factor(subjects) - mydesign = model.matrix(~subjf+group) # we block on subject so make group last to simplify finding it - } - } - print.noquote(paste('Using samples:',paste(colnames(workCM),collapse=','))) - print.noquote('Using design matrix:') - print.noquote(mydesign) - if (doedgeR) { - sink('edgeR.log') - #### Setup DGEList object - DGEList = DGEList(counts=workCM, group = group) - DGEList = calcNormFactors(DGEList) - - DGEList = estimateGLMCommonDisp(DGEList,mydesign) - comdisp = DGEList\$common.dispersion - DGEList = estimateGLMTrendedDisp(DGEList,mydesign) - if (edgeR_priordf > 0) { - print.noquote(paste("prior.df =",edgeR_priordf)) - DGEList = estimateGLMTagwiseDisp(DGEList,mydesign,prior.df = edgeR_priordf) - } else { - DGEList = estimateGLMTagwiseDisp(DGEList,mydesign) - } - DGLM = glmFit(DGEList,design=mydesign) - DE = glmLRT(DGLM,coef=ncol(DGLM\$design)) # always last one - subject is first if needed - efflib = DGEList\$samples\$lib.size*DGEList\$samples\$norm.factors - normData = (1e+06*DGEList\$counts/efflib) - uoutput = cbind( - Name=as.character(rownames(DGEList\$counts)), - DE\$table, - adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), - Dispersion=DGEList\$tagwise.dispersion,totreads=cmrowsums,normData, - DGEList\$counts - ) - soutput = uoutput[order(DE\$table\$PValue),] # sorted into p value order - for quick toptable - goodness = gof(DGLM, pcutoff=fdrthresh) - if (sum(goodness\$outlier) > 0) { - print.noquote('GLM outliers:') - print(paste(rownames(DGLM)[(goodness\$outlier)],collapse=','),quote=F) - } else { - print('No GLM fit outlier genes found\n') - } - z = limma::zscoreGamma(goodness\$gof.statistic, shape=goodness\$df/2, scale=2) - pdf("edgeR_GoodnessofFit.pdf") - qq = qqnorm(z, panel.first=grid(), main="tagwise dispersion") - abline(0,1,lwd=3) - points(qq\$x[goodness\$outlier],qq\$y[goodness\$outlier], pch=16, col="maroon") - dev.off() - estpriorn = getPriorN(DGEList) - print(paste("Common Dispersion =",comdisp,"CV = ",sqrt(comdisp),"getPriorN = ",estpriorn),quote=F) - efflib = DGEList\$samples\$lib.size*DGEList\$samples\$norm.factors - normData = (1e+06*DGEList\$counts/efflib) - uniqueg = unique(group) - #### Plot MDS - sample_colors = match(group,levels(group)) - sampleTypes = levels(factor(group)) - print.noquote(sampleTypes) - pdf("edgeR_MDSplot.pdf") - plotMDS.DGEList(DGEList,main=paste("edgeR MDS for",myTitle),cex=0.5,col=sample_colors,pch=sample_colors) - legend(x="topleft", legend = sampleTypes,col=c(1:length(sampleTypes)), pch=19) - grid(col="blue") - dev.off() - colnames(normData) = paste( colnames(normData),'N',sep="_") - print(paste('Raw sample read totals',paste(colSums(nonzerod,na.rm=T),collapse=','))) - nzd = data.frame(log(nonzerod + 1e-2,10)) - try( boxPlot(rawrs=nzd,cleanrs=log(normData,10),maint='TMM Normalisation',myTitle=myTitle,pdfname="edgeR_raw_norm_counts_box.pdf") ) - write.table(soutput,file=out_edgeR, quote=FALSE, sep="\t",row.names=F) - tt = cbind( - Name=as.character(rownames(DGEList\$counts)), - DE\$table, - adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), - Dispersion=DGEList\$tagwise.dispersion,totreads=cmrowsums - ) - print.noquote("# edgeR Top tags\n") - tt = cbind(tt,URL=contigurls) # add to end so table isn't laid out strangely - tt = tt[order(DE\$table\$PValue),] - print.noquote(tt[1:50,]) - deTags = rownames(uoutput[uoutput\$adj.p.value < fdrthresh,]) - nsig = length(deTags) - print(paste('#',nsig,'tags significant at adj p=',fdrthresh),quote=F) - deColours = ifelse(deTags,'red','black') - pdf("edgeR_BCV_vs_abundance.pdf") - plotBCV(DGEList, cex=0.3, main="Biological CV vs abundance") - dev.off() - dg = DGEList[order(DE\$table\$PValue),] - #normData = (1e+06 * dg\$counts/expandAsMatrix(dg\$samples\$lib.size, dim(dg))) - efflib = dg\$samples\$lib.size*dg\$samples\$norm.factors - normData = (1e+06*dg\$counts/efflib) - outpdfname="edgeR_top_100_heatmap.pdf" - hmap2(normData,nsamp=100,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste('edgeR Heatmap',myTitle)) - outSmear = "edgeR_smearplot.pdf" - outMain = paste("Smear Plot for ",TName,' Vs ',CName,' (FDR@',fdrthresh,' N = ',nsig,')',sep='') - smearPlot(DGEList=DGEList,deTags=deTags, outSmear=outSmear, outMain = outMain) - qqPlot(descr=paste(myTitle,'edgeR adj p QQ plot'),pvector=tt\$adj.p.value,outpdf='edgeR_qqplot.pdf') - norm.factor = DGEList\$samples\$norm.factors - topresults.edgeR = soutput[which(soutput\$adj.p.value < fdrthresh), ] - edgeRcountsindex = which(allgenes %in% rownames(topresults.edgeR)) - edgeRcounts = rep(0, length(allgenes)) - edgeRcounts[edgeRcountsindex] = 1 # Create venn diagram of hits - sink() - } ### doedgeR - if (doDESeq2 == T) - { - sink("DESeq2.log") - # DESeq2 - require('DESeq2') - library('RColorBrewer') - if (length(subjects) == 0) - { - pdata = data.frame(Name=colnames(workCM),Rx=group,row.names=colnames(workCM)) - deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ Rx)) - } else { - pdata = data.frame(Name=colnames(workCM),Rx=group,subjects=subjects,row.names=colnames(workCM)) - deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ subjects + Rx)) - } - #DESeq2 = DESeq(deSEQds,fitType='local',pAdjustMethod=fdrtype) - #rDESeq = results(DESeq2) - #newCountDataSet(workCM, group) - deSeqDatsizefac = estimateSizeFactors(deSEQds) - deSeqDatdisp = estimateDispersions(deSeqDatsizefac,fitType=DESeq_fitType) - resDESeq = nbinomWaldTest(deSeqDatdisp, pAdjustMethod=fdrtype) - rDESeq = as.data.frame(results(resDESeq)) - rDESeq = cbind(Contig=rownames(workCM),rDESeq,NReads=cmrowsums,URL=contigurls) - srDESeq = rDESeq[order(rDESeq\$pvalue),] - qqPlot(descr=paste(myTitle,'DESeq2 adj p qq plot'),pvector=rDESeq\$padj,outpdf='DESeq2_qqplot.pdf') - cat("# DESeq top 50\n") - print.noquote(srDESeq[1:50,]) - write.table(srDESeq,file=out_DESeq2, quote=FALSE, sep="\t",row.names=F) - topresults.DESeq = rDESeq[which(rDESeq\$padj < fdrthresh), ] - DESeqcountsindex = which(allgenes %in% rownames(topresults.DESeq)) - DESeqcounts = rep(0, length(allgenes)) - DESeqcounts[DESeqcountsindex] = 1 - pdf("DESeq2_dispersion_estimates.pdf") - plotDispEsts(resDESeq) - dev.off() - ysmall = abs(min(rDESeq\$log2FoldChange)) - ybig = abs(max(rDESeq\$log2FoldChange)) - ylimit = min(4,ysmall,ybig) - pdf("DESeq2_MA_plot.pdf") - plotMA(resDESeq,main=paste(myTitle,"DESeq2 MA plot"),ylim=c(-ylimit,ylimit)) - dev.off() - rlogres = rlogTransformation(resDESeq) - sampledists = dist( t( assay(rlogres) ) ) - sdmat = as.matrix(sampledists) - pdf("DESeq2_sample_distance_plot.pdf") - heatmap.2(sdmat,trace="none",main=paste(myTitle,"DESeq2 sample distances"), - col = colorRampPalette( rev(brewer.pal(9, "RdBu")) )(255)) - dev.off() - ###outpdfname="DESeq2_top50_heatmap.pdf" - ###hmap2(sresDESeq,nsamp=50,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste('DESeq2 vst rlog Heatmap',myTitle)) - sink() - result = try( (ppca = plotPCA( varianceStabilizingTransformation(deSeqDatdisp,blind=T), intgroup=c("Rx","Name")) ) ) - if ("try-error" %in% class(result)) { - print.noquote('DESeq2 plotPCA failed.') - } else { - pdf("DESeq2_PCA_plot.pdf") - #### wtf - print? Seems needed to get this to work - print(ppca) - dev.off() - } - } - - if (doVoom == T) { - sink('VOOM.log') - if (doedgeR == F) { - #### Setup DGEList object - DGEList = DGEList(counts=workCM, group = group) - DGEList = calcNormFactors(DGEList) - DGEList = estimateGLMCommonDisp(DGEList,mydesign) - DGEList = estimateGLMTrendedDisp(DGEList,mydesign) - DGEList = estimateGLMTagwiseDisp(DGEList,mydesign) - DGEList = estimateGLMTagwiseDisp(DGEList,mydesign) - norm.factor = DGEList\$samples\$norm.factors - } - pdf("VOOM_mean_variance_plot.pdf") - dat.voomed = voom(DGEList, mydesign, plot = TRUE, lib.size = colSums(workCM) * norm.factor) - dev.off() - # Use limma to fit data - fit = lmFit(dat.voomed, mydesign) - fit = eBayes(fit) - rvoom = topTable(fit, coef = length(colnames(mydesign)), adj = fdrtype, n = Inf, sort="none") - qqPlot(descr=paste(myTitle,'VOOM-limma adj p QQ plot'),pvector=rvoom\$adj.P.Val,outpdf='VOOM_qqplot.pdf') - rownames(rvoom) = rownames(workCM) - rvoom = cbind(rvoom,NReads=cmrowsums,URL=contigurls) - srvoom = rvoom[order(rvoom\$P.Value),] - cat("# VOOM top 50\n") - print(srvoom[1:50,]) - write.table(srvoom,file=out_VOOM, quote=FALSE, sep="\t",row.names=F) - # Use an FDR cutoff to find interesting samples for edgeR, DESeq and voom/limma - topresults.voom = rvoom[which(rvoom\$adj.P.Val < fdrthresh), ] - voomcountsindex = which(allgenes %in% topresults.voom\$ID) - voomcounts = rep(0, length(allgenes)) - voomcounts[voomcountsindex] = 1 - sink() - } - - if (doCamera) { - doGSEA(y=DGEList,design=mydesign,histgmt=histgmt,bigmt=bigmt,ntest=20,myTitle=myTitle, - outfname=paste(mt,"GSEA.xls",sep="_"),fdrthresh=fdrthresh,fdrtype=fdrtype) - } - - if ((doDESeq2==T) || (doVoom==T) || (doedgeR==T)) { - if ((doVoom==T) && (doDESeq2==T) && (doedgeR==T)) { - vennmain = paste(mt,'Voom,edgeR and DESeq2 overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, - VOOM_limma = voomcounts, row.names = allgenes) - } else if ((doDESeq2==T) && (doedgeR==T)) { - vennmain = paste(mt,'DESeq2 and edgeR overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, row.names = allgenes) - } else if ((doVoom==T) && (doedgeR==T)) { - vennmain = paste(mt,'Voom and edgeR overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, VOOM_limma = voomcounts, row.names = allgenes) - } - - if (nrow(counts.dataframe > 1)) { - counts.venn = vennCounts(counts.dataframe) - vennf = "Venn_significant_genes_overlap.pdf" - pdf(vennf) - vennDiagram(counts.venn,main=vennmain,col="maroon") - dev.off() - } - } #### doDESeq2 or doVoom - -} -#### Done - -###sink(stdout(),append=T,type="message") -builtin_gmt = "" -history_gmt = "" -history_gmt_name = "" -out_edgeR = F -out_DESeq2 = F -out_VOOM = "$out_VOOM" -doDESeq2 = $DESeq2.doDESeq2 # make these T or F -doVoom = $doVoom -doCamera = F -doedgeR = $edgeR.doedgeR -edgeR_priordf = 0 - - -#if $doVoom == "T": - out_VOOM = "$out_VOOM" -#end if - -#if $DESeq2.doDESeq2 == "T": - out_DESeq2 = "$out_DESeq2" - DESeq_fitType = "$DESeq2.DESeq_fitType" -#end if - -#if $edgeR.doedgeR == "T": - out_edgeR = "$out_edgeR" - edgeR_priordf = $edgeR.edgeR_priordf -#end if - - - -if (sum(c(doedgeR,doVoom,doDESeq2)) == 0) -{ -write("No methods chosen - nothing to do! Please try again after choosing one or more methods", stderr()) -quit(save="no",status=2) -} - -Out_Dir = "$html_file.files_path" -Input = "$input1" -TreatmentName = "$treatment_name" -TreatmentCols = "$Treat_cols" -ControlName = "$control_name" -ControlCols= "$Control_cols" -org = "$input1.dbkey" -if (org == "") { org = "hg19"} -fdrtype = "$fdrtype" -fdrthresh = $fdrthresh -useNDF = $useNDF -fQ = $fQ # non-differential centile cutoff -myTitle = "$title" -sids = strsplit("$subjectids",',') -subjects = unlist(sids) -nsubj = length(subjects) -TCols = as.numeric(strsplit(TreatmentCols,",")[[1]])-1 -CCols = as.numeric(strsplit(ControlCols,",")[[1]])-1 -cat('Got TCols=') -cat(TCols) -cat('; CCols=') -cat(CCols) -cat('\n') -useCols = c(TCols,CCols) -if (file.exists(Out_Dir) == F) dir.create(Out_Dir) -Count_Matrix = read.table(Input,header=T,row.names=1,sep='\t') #Load tab file assume header -snames = colnames(Count_Matrix) -nsamples = length(snames) -if (nsubj > 0 & nsubj != nsamples) { -options("show.error.messages"=T) -mess = paste('Fatal error: Supplied subject id list',paste(subjects,collapse=','), - 'has length',nsubj,'but there are',nsamples,'samples',paste(snames,collapse=',')) -write(mess, stderr()) -quit(save="no",status=4) -} -if (length(subjects) != 0) {subjects = subjects[useCols]} -Count_Matrix = Count_Matrix[,useCols] ### reorder columns -rn = rownames(Count_Matrix) -islib = rn %in% c('librarySize','NotInBedRegions') -LibSizes = Count_Matrix[subset(rn,islib),][1] # take first -Count_Matrix = Count_Matrix[subset(rn,! islib),] -group = c(rep(TreatmentName,length(TCols)), rep(ControlName,length(CCols)) ) #Build a group descriptor -group = factor(group, levels=c(ControlName,TreatmentName)) -colnames(Count_Matrix) = paste(group,colnames(Count_Matrix),sep="_") #Relable columns -results = edgeIt(Count_Matrix=Count_Matrix,group=group, out_edgeR=out_edgeR, out_VOOM=out_VOOM, out_DESeq2=out_DESeq2, - fdrtype='BH',mydesign=NULL,priordf=edgeR_priordf,fdrthresh=fdrthresh,outputdir='.', - myTitle=myTitle,useNDF=F,libSize=c(),filterquantile=fQ,subjects=subjects, - doDESeq2=doDESeq2,doVoom=doVoom,doCamera=doCamera,doedgeR=doedgeR,org=org, - histgmt=history_gmt,bigmt=builtin_gmt,DESeq_fitType=DESeq_fitType) -sessionInfo() -]]> - - - - -**What it does** - -Allows short read sequence counts from controlled experiments to be analysed for differentially expressed genes. -Optionally adds a term for subject if not all samples are independent or if some other factor needs to be blocked in the design. - -**Input** - -Requires a count matrix as a tabular file. These are best made using the companion HTSeq_ based counter Galaxy wrapper -and your fave gene model to generate inputs. Each row is a genomic feature (gene or exon eg) and each column the -non-negative integer count of reads from one sample overlapping the feature. -The matrix must have a header row uniquely identifying the source samples, and unique row names in -the first column. Typically the row names are gene symbols or probe ids for downstream use in GSEA and other methods. - -**Specifying comparisons** - -This is basically dumbed down for two factors - case vs control. - -More complex interfaces are possible but painful at present. -Probably need to specify a phenotype file to do this better. -Work in progress. Send code. - -If you have (eg) paired samples and wish to include a term in the GLM to account for some other factor (subject in the case of paired samples), -put a comma separated list of indicators for every sample (whether modelled or not!) indicating (eg) the subject number or -A list of integers, one for each subject or an empty string if samples are all independent. -If not empty, there must be exactly as many integers in the supplied integer list as there are columns (samples) in the count matrix. -Integers for samples that are not in the analysis *must* be present in the string as filler even if not used. - -So if you have 2 pairs out of 6 samples, you need to put in unique integers for the unpaired ones -eg if you had 6 samples with the first two independent but the second and third pairs each being from independent subjects. you might use -8,9,1,1,2,2 -as subject IDs to indicate two paired samples from the same subject in columns 3/4 and 5/6 - -**Methods available** - -You can run 3 popular Bioconductor packages available for count data. - -edgeR - see edgeR_ for details - -VOOM/limma - see limma_VOOM_ for details - -DESeq2 - see DESeq2_ for details - -and optionally camera in edgeR which works better if MSigDB is installed. - -**Outputs** - -Some helpful plots and analysis results. Note that most of these are produced using R code -suggested by the excellent documentation and vignettes for the Bioconductor -packages invoked. The Tool Factory is used to automatically lay these out for you to enjoy. - -**Note on Voom** - -The voom from limma version 3.16.6 help in R includes this from the authors - but you should read the paper to interpret this method. - -This function is intended to process RNA-Seq or ChIP-Seq data prior to linear modelling in limma. - -voom is an acronym for mean-variance modelling at the observational level. -The key concern is to estimate the mean-variance relationship in the data, then use this to compute appropriate weights for each observation. -Count data almost show non-trivial mean-variance relationships. Raw counts show increasing variance with increasing count size, while log-counts typically show a decreasing mean-variance trend. -This function estimates the mean-variance trend for log-counts, then assigns a weight to each observation based on its predicted variance. -The weights are then used in the linear modelling process to adjust for heteroscedasticity. - -In an experiment, a count value is observed for each tag in each sample. A tag-wise mean-variance trend is computed using lowess. -The tag-wise mean is the mean log2 count with an offset of 0.5, across samples for a given tag. -The tag-wise variance is the quarter-root-variance of normalized log2 counts per million values with an offset of 0.5, across samples for a given tag. -Tags with zero counts across all samples are not included in the lowess fit. Optional normalization is performed using normalizeBetweenArrays. -Using fitted values of log2 counts from a linear model fit by lmFit, variances from the mean-variance trend were interpolated for each observation. -This was carried out by approxfun. Inverse variance weights can be used to correct for mean-variance trend in the count data. - - -Author(s) - -Charity Law and Gordon Smyth - -References - -Law, CW (2013). Precision weights for gene expression analysis. PhD Thesis. University of Melbourne, Australia. - -Law, CW, Chen, Y, Shi, W, Smyth, GK (2013). Voom! Precision weights unlock linear model analysis tools for RNA-seq read counts. -Technical Report 1 May 2013, Bioinformatics Division, Walter and Eliza Hall Institute of Medical Reseach, Melbourne, Australia. -http://www.statsci.org/smyth/pubs/VoomPreprint.pdf - -See Also - -A voom case study is given in the edgeR User's Guide. - -vooma is a similar function but for microarrays instead of RNA-seq. - - -***old rant on changes to Bioconductor package variable names between versions*** - -The edgeR authors made a small cosmetic change in the name of one important variable (from p.value to PValue) -breaking this and all other code that assumed the old name for this variable, -between edgeR2.4.4 and 2.4.6 (the version for R 2.14 as at the time of writing). -This means that all code using edgeR is sensitive to the version. I think this was a very unwise thing -to do because it wasted hours of my time to track down and will similarly cost other edgeR users dearly -when their old scripts break. This tool currently now works with 2.4.6. - -**Note on prior.N** - -http://seqanswers.com/forums/showthread.php?t=5591 says: - -*prior.n* - -The value for prior.n determines the amount of smoothing of tagwise dispersions towards the common dispersion. -You can think of it as like a "weight" for the common value. (It is actually the weight for the common likelihood -in the weighted likelihood equation). The larger the value for prior.n, the more smoothing, i.e. the closer your -tagwise dispersion estimates will be to the common dispersion. If you use a prior.n of 1, then that gives the -common likelihood the weight of one observation. - -In answer to your question, it is a good thing to squeeze the tagwise dispersions towards a common value, -or else you will be using very unreliable estimates of the dispersion. I would not recommend using the value that -you obtained from estimateSmoothing()---this is far too small and would result in virtually no moderation -(squeezing) of the tagwise dispersions. How many samples do you have in your experiment? -What is the experimental design? If you have few samples (less than 6) then I would suggest a prior.n of at least 10. -If you have more samples, then the tagwise dispersion estimates will be more reliable, -so you could consider using a smaller prior.n, although I would hesitate to use a prior.n less than 5. - - -From Bioconductor Digest, Vol 118, Issue 5, Gordon writes: - -Dear Dorota, - -The important settings are prior.df and trend. - -prior.n and prior.df are related through prior.df = prior.n * residual.df, -and your experiment has residual.df = 36 - 12 = 24. So the old setting of -prior.n=10 is equivalent for your data to prior.df = 240, a very large -value. Going the other way, the new setting of prior.df=10 is equivalent -to prior.n=10/24. - -To recover old results with the current software you would use - - estimateTagwiseDisp(object, prior.df=240, trend="none") - -To get the new default from old software you would use - - estimateTagwiseDisp(object, prior.n=10/24, trend=TRUE) - -Actually the old trend method is equivalent to trend="loess" in the new -software. You should use plotBCV(object) to see whether a trend is -required. - -Note you could also use - - prior.n = getPriorN(object, prior.df=10) - -to map between prior.df and prior.n. - ----- - -**Attributions** - -edgeR - edgeR_ - -VOOM/limma - limma_VOOM_ - -DESeq2 - DESeq2_ for details - -See above for Bioconductor package documentation for packages exposed in Galaxy by this tool and app store package. - -Galaxy_ (that's what you are using right now!) for gluing everything together - -Otherwise, all code and documentation comprising this tool was written by Ross Lazarus and is -licensed to you under the LGPL_ like other rgenetics artefacts - -.. _LGPL: http://www.gnu.org/copyleft/lesser.html -.. _HTSeq: http://www-huber.embl.de/users/anders/HTSeq/doc/index.html -.. _edgeR: http://www.bioconductor.org/packages/release/bioc/html/edgeR.html -.. _DESeq2: http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html -.. _limma_VOOM: http://www.bioconductor.org/packages/release/bioc/html/limma.html -.. _Galaxy: http://getgalaxy.org - - - - - diff -r 0de946608423 -r d6fbd1cf7768 rgedgeRpaired_nocamera.xml --- a/rgedgeRpaired_nocamera.xml Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1069 +0,0 @@ - - models using BioConductor packages - - R - graphicsmagick - ghostscript - biocbasics - - - - rgToolFactory.py --script_path "$runme" --interpreter "Rscript" --tool_name "Differential_Counts" - --output_dir "$html_file.files_path" --output_html "$html_file" --make_HTML "yes" - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - edgeR['doedgeR'] == "T" - - - DESeq2['doDESeq2'] == "T" - - - doVoom == "T" - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - nsamp) { - dm =dm[1:nsamp,] - #sub = paste('Showing',nsamp,'contigs ranked for evidence for differential abundance out of',nprobes,'total') - } - newcolnames = substr(colnames(dm),1,20) - colnames(dm) = newcolnames - pdf(outpdfname) - heatmap.2(dm,main=myTitle,ColSideColors=pcols,col=topo.colors(100),dendrogram="col",key=T,density.info='none', - Rowv=F,scale='row',trace='none',margins=c(8,8),cexRow=0.4,cexCol=0.5) - dev.off() -} - -hmap = function(cmat,nmeans=4,outpdfname="heatMap.pdf",nsamp=250,TName='Treatment',group=NA,myTitle="Title goes here") -{ - # for 2 groups only was - #col.map = function(g) {if (g==TName) "#FF0000" else "#0000FF"} - #pcols = unlist(lapply(group,col.map)) - gu = unique(group) - colours = rainbow(length(gu),start=0.3,end=0.6) - pcols = colours[match(group,gu)] - nrows = nrow(cmat) - mtitle = paste(myTitle,'Heatmap: n contigs =',nrows) - if (nrows > nsamp) { - cmat = cmat[c(1:nsamp),] - mtitle = paste('Heatmap: Top ',nsamp,' DE contigs (of ',nrows,')',sep='') - } - newcolnames = substr(colnames(cmat),1,20) - colnames(cmat) = newcolnames - pdf(outpdfname) - heatmap(cmat,scale='row',main=mtitle,cexRow=0.3,cexCol=0.4,Rowv=NA,ColSideColors=pcols) - dev.off() -} - -qqPlot = function(descr='qqplot',pvector, outpdf='qqplot.pdf',...) -# stolen from https://gist.github.com/703512 -{ - o = -log10(sort(pvector,decreasing=F)) - e = -log10( 1:length(o)/length(o) ) - o[o==-Inf] = reallysmall - o[o==Inf] = reallybig - maint = descr - pdf(outpdf) - plot(e,o,pch=19,cex=1, main=maint, ..., - xlab=expression(Expected~~-log[10](italic(p))), - ylab=expression(Observed~~-log[10](italic(p))), - xlim=c(0,max(e)), ylim=c(0,max(o))) - lines(e,e,col="red") - grid(col = "lightgray", lty = "dotted") - dev.off() -} - -smearPlot = function(myDGEList,deTags, outSmear, outMain) - { - pdf(outSmear) - plotSmear(myDGEList,de.tags=deTags,main=outMain) - grid(col="lightgray", lty="dotted") - dev.off() - } - -boxPlot = function(rawrs,cleanrs,maint,myTitle,pdfname) -{ - nc = ncol(rawrs) - ##### for (i in c(1:nc)) {rawrs[(rawrs[,i] < 0),i] = NA} - fullnames = colnames(rawrs) - newcolnames = substr(colnames(rawrs),1,20) - colnames(rawrs) = newcolnames - newcolnames = substr(colnames(cleanrs),1,20) - colnames(cleanrs) = newcolnames - defpar = par(no.readonly=T) - print.noquote('@@@ Raw contig counts by sample:') - print.noquote(summary(rawrs)) - print.noquote('@@@ Library size contig counts by sample:') - print.noquote(summary(cleanrs)) - pdf(pdfname) - par(mfrow=c(1,2)) - boxplot(rawrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main='log2 raw counts') - grid(col="lightgray",lty="dotted") - boxplot(cleanrs,varwidth=T,notch=T,ylab='log contig count',col="maroon",las=3,cex.axis=0.35,main=paste('log2 counts after ',maint)) - grid(col="lightgray",lty="dotted") - dev.off() - pdfname = "sample_counts_histogram.pdf" - nc = ncol(rawrs) - print.noquote(paste('Using ncol rawrs=',nc)) - ncroot = round(sqrt(nc)) - if (ncroot*ncroot < nc) { ncroot = ncroot + 1 } - m = c() - for (i in c(1:nc)) { - rhist = hist(rawrs[,i],breaks=100,plot=F) - m = append(m,max(rhist\$counts)) - } - ymax = max(m) - ncols = length(fullnames) - if (ncols > 20) - { - scale = 7*ncols/20 - pdf(pdfname,width=scale,height=scale) - } else { - pdf(pdfname) - } - par(mfrow=c(ncroot,ncroot)) - for (i in c(1:nc)) { - hist(rawrs[,i], main=paste("Contig logcount",i), xlab='log raw count', col="maroon", - breaks=100,sub=fullnames[i],cex=0.8,ylim=c(0,ymax)) - } - dev.off() - par(defpar) - -} - -cumPlot = function(rawrs,cleanrs,maint,myTitle) -{ # updated to use ecdf - pdfname = "Differential_rowsum_bar_charts.pdf" - defpar = par(no.readonly=T) - lrs = log(rawrs,10) - lim = max(lrs) - pdf(pdfname) - par(mfrow=c(2,1)) - hist(lrs,breaks=100,main=paste('Before:',maint),xlab="# Reads (log)", - ylab="Count",col="maroon",sub=myTitle, xlim=c(0,lim),las=1) - grid(col="lightgray", lty="dotted") - lrs = log(cleanrs,10) - hist(lrs,breaks=100,main=paste('After:',maint),xlab="# Reads (log)", - ylab="Count",col="maroon",sub=myTitle,xlim=c(0,lim),las=1) - grid(col="lightgray", lty="dotted") - dev.off() - par(defpar) -} - -cumPlot1 = function(rawrs,cleanrs,maint,myTitle) -{ # updated to use ecdf - pdfname = paste(gsub(" ","", myTitle , fixed=TRUE),"RowsumCum.pdf",sep='_') - pdf(pdfname) - par(mfrow=c(2,1)) - lastx = max(rawrs) - rawe = knots(ecdf(rawrs)) - cleane = knots(ecdf(cleanrs)) - cy = 1:length(cleane)/length(cleane) - ry = 1:length(rawe)/length(rawe) - plot(rawe,ry,type='l',main=paste('Before',maint),xlab="Log Contig Total Reads", - ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) - grid(col="blue") - plot(cleane,cy,type='l',main=paste('After',maint),xlab="Log Contig Total Reads", - ylab="Cumulative proportion",col="maroon",log='x',xlim=c(1,lastx),sub=myTitle) - grid(col="blue") - dev.off() -} - - - -doGSEAold = function(y=NULL,design=NULL,histgmt="", - bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") -{ - sink('Camera.log') - genesets = c() - if (bigmt > "") - { - bigenesets = readLines(bigmt) - genesets = bigenesets - } - if (histgmt > "") - { - hgenesets = readLines(histgmt) - if (bigmt > "") { - genesets = rbind(genesets,hgenesets) - } else { - genesets = hgenesets - } # use only history if no bi - } - print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) - genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n - outf = outfname - head=paste(myTitle,'edgeR GSEA') - write(head,file=outfname,append=F) - ntest=length(genesets) - urownames = toupper(rownames(y)) - upcam = c() - downcam = c() - for (i in 1:ntest) { - gs = unlist(genesets[i]) - g = gs[1] # geneset_id - u = gs[2] - if (u > "") { u = paste("",u,"",sep="") } - glist = gs[3:length(gs)] # member gene symbols - glist = toupper(glist) - inglist = urownames %in% glist - nin = sum(inglist) - if ((nin > minnin) && (nin < maxnin)) { - ### print(paste('@@found',sum(inglist),'genes in glist')) - camres = camera(y=y,index=inglist,design=design) - if (! is.null(camres)) { - rownames(camres) = g # gene set name - camres = cbind(GeneSet=g,URL=u,camres) - if (camres\$Direction == "Up") - { - upcam = rbind(upcam,camres) } else { - downcam = rbind(downcam,camres) - } - } - } - } - uscam = upcam[order(upcam\$PValue),] - unadjp = uscam\$PValue - uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - nup = max(10,sum((uscam\$adjPValue < fdrthresh))) - dscam = downcam[order(downcam\$PValue),] - unadjp = dscam\$PValue - dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) - write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) - write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) - write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) - write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) - sink() -} - - - - -doGSEA = function(y=NULL,design=NULL,histgmt="", - bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - ntest=0, myTitle="myTitle", outfname="GSEA.xls", minnin=5, maxnin=2000,fdrthresh=0.05,fdrtype="BH") -{ - sink('Camera.log') - genesets = c() - if (bigmt > "") - { - bigenesets = readLines(bigmt) - genesets = bigenesets - } - if (histgmt > "") - { - hgenesets = readLines(histgmt) - if (bigmt > "") { - genesets = rbind(genesets,hgenesets) - } else { - genesets = hgenesets - } # use only history if no bi - } - print.noquote(paste("@@@read",length(genesets), 'genesets from',histgmt,bigmt)) - genesets = strsplit(genesets,'\t') # tabular. genesetid\tURLorwhatever\tgene_1\t..\tgene_n - outf = outfname - head=paste(myTitle,'edgeR GSEA') - write(head,file=outfname,append=F) - ntest=length(genesets) - urownames = toupper(rownames(y)) - upcam = c() - downcam = c() - incam = c() - urls = c() - gsids = c() - for (i in 1:ntest) { - gs = unlist(genesets[i]) - gsid = gs[1] # geneset_id - url = gs[2] - if (url > "") { url = paste("",url,"",sep="") } - glist = gs[3:length(gs)] # member gene symbols - glist = toupper(glist) - inglist = urownames %in% glist - nin = sum(inglist) - if ((nin > minnin) && (nin < maxnin)) { - incam = c(incam,inglist) - gsids = c(gsids,gsid) - urls = c(urls,url) - } - } - incam = as.list(incam) - names(incam) = gsids - allcam = camera(y=y,index=incam,design=design) - allcamres = cbind(geneset=gsids,allcam,URL=urls) - for (i in 1:ntest) { - camres = allcamres[i] - res = try(test = (camres\$Direction == "Up")) - if ("try-error" %in% class(res)) { - cat("test failed, camres = :") - print.noquote(camres) - } else { if (camres\$Direction == "Up") - { upcam = rbind(upcam,camres) - } else { downcam = rbind(downcam,camres) - } - - } - } - uscam = upcam[order(upcam\$PValue),] - unadjp = uscam\$PValue - uscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - nup = max(10,sum((uscam\$adjPValue < fdrthresh))) - dscam = downcam[order(downcam\$PValue),] - unadjp = dscam\$PValue - dscam\$adjPValue = p.adjust(unadjp,method=fdrtype) - ndown = max(10,sum((dscam\$adjPValue < fdrthresh))) - write.table(uscam,file=paste('camera_up',outfname,sep='_'),quote=F,sep='\t',row.names=F) - write.table(dscam,file=paste('camera_down',outfname,sep='_'),quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera up top',nup,'gene sets:')) - write.table(head(uscam,nup),file="",quote=F,sep='\t',row.names=F) - print.noquote(paste('@@@@@ Camera down top',ndown,'gene sets:')) - write.table(head(dscam,ndown),file="",quote=F,sep='\t',row.names=F) - sink() - } - - -edgeIt = function (Count_Matrix=c(),group=c(),out_edgeR=F,out_Voom=F,out_DESeq2=F,fdrtype='fdr',priordf=5, - fdrthresh=0.05,outputdir='.', myTitle='Differential Counts',libSize=c(),useNDF=F, - filterquantile=0.2, subjects=c(),TreatmentName="Rx",ControlName="Ctrl",mydesign=NULL, - doDESeq2=T,doVoom=T,doCamera=T,doedgeR=T,org='hg19', - histgmt="", bigmt="/data/genomes/gsea/3.1/Abetterchoice_nocgp_c2_c3_c5_symbols_all.gmt", - doCook=F,DESeq_fitType="parameteric",robust_meth='ordinary') -{ - -logf = file('Differential.log', open = "a") -sink(logf,type = c("output", "message")) - - -run_edgeR = function(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR,nonzerod) -{ - logf = file('edgeR.log', open = "a") - sink(logf,type = c("output", "message")) - #### Setup myDGEList object - myDGEList = DGEList(counts=workCM, group = group) - myDGEList = calcNormFactors(myDGEList) - if (robust_meth == 'ordinary') { - myDGEList = estimateGLMCommonDisp(myDGEList,mydesign) - myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign) - if (priordf > 0) { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign,prior.df = priordf) - } else { myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign) } - comdisp = myDGEList\$common.dispersion - estpriorn = getPriorN(myDGEList) - print(paste("Common Dispersion =",comdisp,"CV = ",sqrt(comdisp),"getPriorN = ",estpriorn),quote=F) - } else { - myDGEList = estimateGLMRobustDisp(myDGEList,design=mydesign, prior.df = priordf, maxit = 6, residual.type = robust_meth) - } - - - DGLM = glmFit(myDGEList,design=mydesign) - DE = glmLRT(DGLM,coef=ncol(DGLM\$design)) # always last one - subject is first if needed - normData = cpm(myDGEList) - uoutput = cbind( - Name=as.character(rownames(myDGEList\$counts)), - DE\$table, - adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), - Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums,normData, - myDGEList\$counts - ) - soutput = uoutput[order(DE\$table\$PValue),] # sorted into p value order - for quick toptable - goodness = gof(DGLM, pcutoff=fdrthresh) - if (sum(goodness\$outlier) > 0) { - print.noquote('GLM outliers:') - print(paste(rownames(DGLM)[(goodness\$outlier)],collapse=','),quote=F) - } else { - print('No GLM fit outlier genes found\n') - } - z = limma::zscoreGamma(goodness\$gof.statistic, shape=goodness\$df/2, scale=2) - pdf(paste("edgeR",mt,"GoodnessofFit.pdf",sep='_')) - qq = qqnorm(z, panel.first=grid(), main="tagwise dispersion") - abline(0,1,lwd=3) - points(qq\$x[goodness\$outlier],qq\$y[goodness\$outlier], pch=16, col="maroon") - dev.off() - uniqueg = unique(group) - write.table(soutput,file=out_edgeR, quote=FALSE, sep="\t",row.names=F) - tt = cbind( - Name=as.character(rownames(myDGEList)), - DE\$table, - adj.p.value=p.adjust(DE\$table\$PValue, method=fdrtype), - Dispersion=myDGEList\$tagwise.dispersion,totreads=cmrowsums - ) - tt = cbind(tt,URL=contigurls) # add to end so table isn't laid out strangely - stt = tt[order(DE\$table\$PValue),] - print.noquote("@@ edgeR Top tags\n") - print.noquote(stt[1:50,]) - deTags = rownames(uoutput[uoutput\$adj.p.value < fdrthresh,]) - nsig = length(deTags) - print.noquote(paste('@@',nsig,'tags significant at adj p=',fdrthresh)) - deColours = ifelse(deTags,'red','black') - pdf(paste("edgeR",mt,"BCV_vs_abundance.pdf",sep="_")) - plotBCV(myDGEList, cex=0.3, main="Biological CV vs abundance") - dev.off() - dg = myDGEList[order(DE\$table\$PValue),] - outpdfname= paste("edgeR",mt,"top_100_heatmap.pdf",sep="_") - ocpm = normData[order(DE\$table\$PValue),] - ocpm = ocpm[c(1:100),] - hmap2(ocpm,TName=TName,group=group,outpdfname=outpdfname,myTitle=paste(myTitle,'Heatmap')) - outSmear = paste("edgeR",mt,"smearplot.pdf",sep="_") - outMain = paste("Smear Plot for ",TName,' Vs ',CName,' (FDR@',fdrthresh,' N = ',nsig,')',sep='') - smearPlot(myDGEList=myDGEList,deTags=deTags, outSmear=outSmear, outMain = outMain) - qqPlot(descr=paste(myTitle,'edgeR adj p QQ plot'),pvector=tt\$adj.p.value,outpdf=paste('edgeR',mt,'qqplot.pdf',sep='_')) - topresults.edgeR = soutput[which(soutput\$adj.p.value < fdrthresh), ] - edgeRcountsindex = which(allgenes %in% rownames(topresults.edgeR)) - edgeRcounts = rep(0, length(allgenes)) - edgeRcounts[edgeRcountsindex] = 1 # Create venn diagram of hits - sink() - return(list(myDGEList=myDGEList,edgeRcounts=edgeRcounts)) -} ### run_edgeR - - -run_DESeq2 = function(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType) - - { - logf = file("DESeq2.log", open = "a") - sink(logf,type = c("output", "message")) - # DESeq2 - require('DESeq2') - library('RColorBrewer') - if (length(subjects) == 0) - { - pdata = data.frame(Name=colnames(workCM),Rx=group,row.names=colnames(workCM)) - deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ Rx)) - } else { - pdata = data.frame(Name=colnames(workCM),Rx=group,subjects=subjects,row.names=colnames(workCM)) - deSEQds = DESeqDataSetFromMatrix(countData = workCM, colData = pdata, design = formula(~ subjects + Rx)) - } - deSeqDatsizefac = estimateSizeFactors(deSEQds) - deSeqDatdisp = estimateDispersions(deSeqDatsizefac,fitType=DESeq_fitType) - resDESeq = nbinomWaldTest(deSeqDatdisp) - rDESeq = as.data.frame(results(resDESeq)) - rDESeq = cbind(Contig=rownames(workCM),rDESeq,NReads=cmrowsums,URL=contigurls) - srDESeq = rDESeq[order(rDESeq\$pvalue),] - qqPlot(descr=paste(myTitle,'DESeq2 adj p qq plot'),pvector=rDESeq\$padj,outpdf=paste('DESeq2',mt,'qqplot.pdf',sep="_")) - cat("# DESeq top 50\n") - print.noquote(srDESeq[1:50,]) - write.table(srDESeq,file=out_DESeq2, quote=FALSE, sep="\t",row.names=F) - topresults.DESeq = rDESeq[which(rDESeq\$padj < fdrthresh), ] - DESeqcountsindex = which(allgenes %in% rownames(topresults.DESeq)) - DESeqcounts = rep(0, length(allgenes)) - DESeqcounts[DESeqcountsindex] = 1 - pdf(paste("DESeq2",mt,"dispersion_estimates.pdf",sep='_')) - plotDispEsts(resDESeq) - dev.off() - ysmall = abs(min(rDESeq\$log2FoldChange)) - ybig = abs(max(rDESeq\$log2FoldChange)) - ylimit = min(4,ysmall,ybig) - pdf(paste("DESeq2",mt,"MA_plot.pdf",sep="_")) - plotMA(resDESeq,main=paste(myTitle,"DESeq2 MA plot"),ylim=c(-ylimit,ylimit)) - dev.off() - rlogres = rlogTransformation(resDESeq) - sampledists = dist( t( assay(rlogres) ) ) - sdmat = as.matrix(sampledists) - pdf(paste("DESeq2",mt,"sample_distance_plot.pdf",sep="_")) - heatmap.2(sdmat,trace="none",main=paste(myTitle,"DESeq2 sample distances"), - col = colorRampPalette( rev(brewer.pal(9, "RdBu")) )(255)) - dev.off() - result = try( (ppca = plotPCA( varianceStabilizingTransformation(deSeqDatdisp,blind=T), intgroup=c("Rx","Name")) ) ) - if ("try-error" %in% class(result)) { - print.noquote('DESeq2 plotPCA failed.') - } else { - pdf(paste("DESeq2",mt,"PCA_plot.pdf",sep="_")) - #### wtf - print? Seems needed to get this to work - print(ppca) - dev.off() - } - sink() - return(DESeqcounts) - } - - -run_Voom = function(workCM,pdata,subjects,group,mydesign,mt,out_Voom) - { - logf = file('VOOM.log', open = "a") - sink(logf,type = c("output", "message")) - if (doedgeR == F) { - #### Setup myDGEList object - myDGEList = DGEList(counts=workCM, group = group) - myDGEList = calcNormFactors(myDGEList) - myDGEList = estimateGLMCommonDisp(myDGEList,mydesign) - myDGEList = estimateGLMTrendedDisp(myDGEList,mydesign) - myDGEList = estimateGLMTagwiseDisp(myDGEList,mydesign) - } - pdf(paste("VOOM",mt,"mean_variance_plot.pdf",sep='_')) - dat.voomed <- voom(myDGEList, mydesign, plot = TRUE, normalize.method="quantil", lib.size = NULL) - dev.off() - # Use limma to fit data - fit = lmFit(dat.voomed, mydesign) - fit = eBayes(fit) - rvoom = topTable(fit, coef = length(colnames(mydesign)), adj = fdrtype, n = Inf, sort="none") - qqPlot(descr=paste(myTitle,'VOOM-limma adj p QQ plot'),pvector=rvoom\$adj.P.Val,outpdf=paste('VOOM',mt,'qqplot.pdf',sep='_')) - rownames(rvoom) = rownames(workCM) - rvoom = cbind(Contig=rownames(workCM),rvoom,NReads=cmrowsums,URL=contigurls) - srvoom = rvoom[order(rvoom\$P.Value),] - cat("# VOOM top 50\n") - print(srvoom[1:50,]) - write.table(srvoom,file=out_Voom, quote=FALSE, sep="\t",row.names=F) - # Use an FDR cutoff to find interesting samples for edgeR, DESeq and voom/limma - topresults.voom = rvoom[which(rvoom\$adj.P.Val < fdrthresh), ] - voomcountsindex <- which(allgenes %in% rownames(topresults.voom)) - voomcounts = rep(0, length(allgenes)) - voomcounts[voomcountsindex] = 1 - sink() - return(voomcounts) - } - - -#### data cleaning and analsis control starts here - - - # Error handling - nugroup = length(unique(group)) - if (nugroup!=2){ - print("Number of conditions identified in experiment does not equal 2") - q() - } - require(edgeR) - options(width = 512) - mt = paste(unlist(strsplit(myTitle,'_')),collapse=" ") - allN = nrow(Count_Matrix) - nscut = round(ncol(Count_Matrix)/2) # half samples - colTotmillionreads = colSums(Count_Matrix)/1e6 - counts.dataframe = as.data.frame(c()) - rawrs = rowSums(Count_Matrix) - nonzerod = Count_Matrix[(rawrs > 0),] # remove all zero count genes - nzN = nrow(nonzerod) - nzrs = rowSums(nonzerod) - zN = allN - nzN - print('@@@ Quantiles for non-zero row counts:',quote=F) - print(quantile(nzrs,probs=seq(0,1,0.1)),quote=F) - if (useNDF == T) - { - gt1rpin3 = rowSums(Count_Matrix/expandAsMatrix(colTotmillionreads,dim(Count_Matrix)) >= 1) >= nscut - lo = colSums(Count_Matrix[!gt1rpin3,]) - workCM = Count_Matrix[gt1rpin3,] - cleanrs = rowSums(workCM) - cleanN = length(cleanrs) - meth = paste( "After removing",length(lo),"contigs with fewer than ",nscut," sample read counts >= 1 per million, there are",sep="") - print(paste("Read",allN,"contigs. Removed",zN,"contigs with no reads.",meth,cleanN,"contigs"),quote=F) - maint = paste('Filter >=1/million reads in >=',nscut,'samples') - } else { - useme = (nzrs > quantile(nzrs,filterquantile)) - workCM = nonzerod[useme,] - lo = colSums(nonzerod[!useme,]) - cleanrs = rowSums(workCM) - cleanN = length(cleanrs) - meth = paste("After filtering at count quantile =",filterquantile,", there are",sep="") - print(paste('Read',allN,"contigs. Removed",zN,"with no reads.",meth,cleanN,"contigs"),quote=F) - maint = paste('Filter below',filterquantile,'quantile') - } - cumPlot(rawrs=rawrs,cleanrs=cleanrs,maint=maint,myTitle=myTitle) - allgenes = rownames(workCM) - reg = "^chr([0-9]+):([0-9]+)-([0-9]+)" # ucsc chr:start-end regexp - genecards=" 0.8) # is ucsc style string - { - print("@@ using ucsc substitution for urls") - contigurls = paste0(ucsc,"&position=chr",testreg[,2],":",testreg[,3],"-",testreg[,4],"\'>",allgenes,"") - } else { - print("@@ using genecards substitution for urls") - contigurls = paste0(genecards,allgenes,"\'>",allgenes,"") - } - print.noquote(paste("@@ Total low count contigs per sample = ",paste(table(lo),collapse=','))) - cmrowsums = rowSums(workCM) - TName=unique(group)[1] - CName=unique(group)[2] - if (is.null(mydesign)) { - if (length(subjects) == 0) - { - mydesign = model.matrix(~group) - } - else { - subjf = factor(subjects) - mydesign = model.matrix(~subjf+group) # we block on subject so make group last to simplify finding it - } - } - print.noquote(paste('Using samples:',paste(colnames(workCM),collapse=','))) - print.noquote('Using design matrix:') - print.noquote(mydesign) - normData = cpm(workCM)*1e6 - colnames(normData) = paste( colnames(workCM),'N',sep="_") - print(paste('Raw sample read totals',paste(colSums(nonzerod,na.rm=T),collapse=','))) - - if (doedgeR == T) { - eres = run_edgeR(workCM,pdata,subjects,group,priordf,robust_meth,mydesign,mt,cmrowsums,out_edgeR,nonzerod) - myDGEList = eres\$myDGEList - edgeRcounts = eres\$edgeRcounts - #### Plot MDS - sample_colors = match(group,levels(group)) - sampleTypes = levels(factor(group)) - print.noquote(sampleTypes) - pdf(paste("edgeR",mt,"MDSplot.pdf",sep='_')) - plotMDS.DGEList(myDGEList,main=paste("MDS for",myTitle),cex=0.5,col=sample_colors,pch=sample_colors) - legend(x="topleft", legend = sampleTypes,col=c(1:length(sampleTypes)), pch=19) - grid(col="blue") - dev.off() - scale <- myDGEList\$samples\$lib.size*myDGEList\$samples\$norm.factors - normCounts <- round(t(t(myDGEList\$counts)/scale)*mean(scale)) - try({boxPlot(rawrs=nzd,cleanrs=log2(normCounts+1),maint='Effects of TMM size normalisation',myTitle=myTitle,pdfname=paste("edgeR",mt,"raw_norm_counts_box.pdf",sep='_'))},T) - } - if (doDESeq2 == T) { DESeqcounts = run_DESeq2(workCM,pdata,subjects,group,out_DESeq2,mt,DESeq_fitType) } - if (doVoom == T) { voomcounts = run_Voom(workCM,pdata,subjects,group,mydesign,mt,out_Voom) } - - - if (doCamera) { - doGSEA(y=myDGEList,design=mydesign,histgmt=histgmt,bigmt=bigmt,ntest=20,myTitle=myTitle, - outfname=paste("GSEA_Camera",mt,"table.xls",sep="_"),fdrthresh=fdrthresh,fdrtype=fdrtype) - } - counts.dataframe = c() - vennmain = 'no venn' - if ((doDESeq2==T) || (doVoom==T) || (doedgeR==T)) { - if ((doVoom==T) && (doDESeq2==T) && (doedgeR==T)) { - vennmain = paste(mt,'Voom,edgeR and DESeq2 overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, - VOOM_limma = voomcounts, row.names = allgenes) - } else if ((doDESeq2==T) && (doedgeR==T)) { - vennmain = paste(mt,'DESeq2 and edgeR overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, DESeq2 = DESeqcounts, row.names = allgenes) - } else if ((doVoom==T) && (doedgeR==T)) { - vennmain = paste(mt,'Voom and edgeR overlap at FDR=',fdrthresh) - counts.dataframe = data.frame(edgeR = edgeRcounts, VOOM_limma = voomcounts, row.names = allgenes) - } - - if (nrow(counts.dataframe > 1)) { - counts.venn = vennCounts(counts.dataframe) - vennf = paste("Differential_venn",mt,"significant_genes_overlap.pdf",sep="_") - pdf(vennf) - vennDiagram(counts.venn,main=vennmain,col="maroon") - dev.off() - } - } #### doDESeq2 or doVoom -sink() -} -#### Done -]]> -builtin_gmt = "" -history_gmt = "" -history_gmt_name = "" -out_edgeR = F -out_DESeq2 = F -out_Voom = "$out_VOOM" -edgeR_robust_meth = "ordinary" -doDESeq2 = $DESeq2.doDESeq2 -doVoom = $doVoom -doCamera = F -doedgeR = $edgeR.doedgeR -edgeR_priordf = 10 - - -#if $doVoom == "T": - out_Voom = "$out_VOOM" -#end if - -#if $DESeq2.doDESeq2 == "T": - out_DESeq2 = "$out_DESeq2" - doDESeq2 = T - DESeq_fitType = "$DESeq2.DESeq_fitType" -#end if - -#if $edgeR.doedgeR == "T": - out_edgeR = "$out_edgeR" - edgeR_priordf = $edgeR.edgeR_priordf - edgeR_robust_meth = "$edgeR.edgeR_robust_method" -#end if - - -if (sum(c(doedgeR,doVoom,doDESeq2)) == 0) -{ -write("No methods chosen - nothing to do! Please try again after choosing one or more methods", stderr()) -quit(save="no",status=2) -} - -Out_Dir = "$html_file.files_path" -Input = "$input1" -TreatmentName = "$treatment_name" -TreatmentCols = "$Treat_cols" -ControlName = "$control_name" -ControlCols= "$Control_cols" -org = "$input1.dbkey" -if (org == "") { org = "hg19"} -fdrtype = "$fdrtype" -fdrthresh = $fdrthresh -useNDF = $useNDF -fQ = $fQ # non-differential centile cutoff -myTitle = "$title" -sids = strsplit("$subjectids",',') -subjects = unlist(sids) -nsubj = length(subjects) -TCols = as.numeric(strsplit(TreatmentCols,",")[[1]])-1 -CCols = as.numeric(strsplit(ControlCols,",")[[1]])-1 -cat('Got TCols=') -cat(TCols) -cat('; CCols=') -cat(CCols) -cat('\n') - 0 & nsubj != nsamples) { -options("show.error.messages"=T) -mess = paste('Fatal error: Supplied subject id list',paste(subjects,collapse=','), - 'has length',nsubj,'but there are',nsamples,'samples',paste(snames,collapse=',')) -write(mess, stderr()) -quit(save="no",status=4) -} -if (length(subjects) != 0) {subjects = subjects[useCols]} -Count_Matrix = Count_Matrix[,useCols] ### reorder columns -rn = rownames(Count_Matrix) -islib = rn %in% c('librarySize','NotInBedRegions') -LibSizes = Count_Matrix[subset(rn,islib),][1] # take first -Count_Matrix = Count_Matrix[subset(rn,! islib),] -group = c(rep(TreatmentName,length(TCols)), rep(ControlName,length(CCols)) ) -group = factor(group, levels=c(ControlName,TreatmentName)) -colnames(Count_Matrix) = paste(group,colnames(Count_Matrix),sep="_") -results = edgeIt(Count_Matrix=Count_Matrix,group=group, out_edgeR=out_edgeR, out_Voom=out_Voom, out_DESeq2=out_DESeq2, - fdrtype='BH',mydesign=NULL,priordf=edgeR_priordf,fdrthresh=fdrthresh,outputdir='.', - myTitle=myTitle,useNDF=F,libSize=c(),filterquantile=fQ,subjects=subjects,TreatmentName=TreatmentName,ControlName=ControlName, - doDESeq2=doDESeq2,doVoom=doVoom,doCamera=doCamera,doedgeR=doedgeR,org=org, - histgmt=history_gmt,bigmt=builtin_gmt,DESeq_fitType=DESeq_fitType,robust_meth=edgeR_robust_meth) -sessionInfo() - -sink() -]]> - - - - -**What it does** - -Allows short read sequence counts from controlled experiments to be analysed for differentially expressed genes. -Optionally adds a term for subject if not all samples are independent or if some other factor needs to be blocked in the design. - -**Input** - -Requires a count matrix as a tabular file. These are best made using the companion HTSeq_ based counter Galaxy wrapper -and your fave gene model to generate inputs. Each row is a genomic feature (gene or exon eg) and each column the -non-negative integer count of reads from one sample overlapping the feature. - -The matrix must have a header row uniquely identifying the source samples, and unique row names in -the first column. Typically the row names are gene symbols or probe ids for downstream use in GSEA and other methods. -They must be unique and R names or they will be mangled - please read the fine R docs for the rules on identifiers. - -**Specifying comparisons** - -This is basically dumbed down for two factors - case vs control. - -More complex interfaces are possible but painful at present. -Probably need to specify a phenotype file to do this better. -Work in progress. Send code. - -If you have (eg) paired samples and wish to include a term in the GLM to account for some other factor (subject in the case of paired samples), -put a comma separated list of indicators for every sample (whether modelled or not!) indicating (eg) the subject number or -A list of integers, one for each subject or an empty string if samples are all independent. -If not empty, there must be exactly as many integers in the supplied integer list as there are columns (samples) in the count matrix. -Integers for samples that are not in the analysis *must* be present in the string as filler even if not used. - -So if you have 2 pairs out of 6 samples, you need to put in unique integers for the unpaired ones -eg if you had 6 samples with the first two independent but the second and third pairs each being from independent subjects. you might use -8,9,1,1,2,2 -as subject IDs to indicate two paired samples from the same subject in columns 3/4 and 5/6 - -**Methods available** - -You can run 3 popular Bioconductor packages available for count data. - -edgeR - see edgeR_ for details - -VOOM/limma - see limma_VOOM_ for details - -DESeq2 - see DESeq2_ for details - -and optionally camera in edgeR which works better if MSigDB is installed. - -**Outputs** - -Some helpful plots and analysis results. Note that most of these are produced using R code -suggested by the excellent documentation and vignettes for the Bioconductor -packages invoked. The Tool Factory is used to automatically lay these out for you to enjoy. - -**Note on Voom** - -The voom from limma version 3.16.6 help in R includes this from the authors - but you should read the paper to interpret this method. - -This function is intended to process RNA-Seq or ChIP-Seq data prior to linear modelling in limma. - -voom is an acronym for mean-variance modelling at the observational level. -The key concern is to estimate the mean-variance relationship in the data, then use this to compute appropriate weights for each observation. -Count data almost show non-trivial mean-variance relationships. Raw counts show increasing variance with increasing count size, while log-counts typically show a decreasing mean-variance trend. -This function estimates the mean-variance trend for log-counts, then assigns a weight to each observation based on its predicted variance. -The weights are then used in the linear modelling process to adjust for heteroscedasticity. - -In an experiment, a count value is observed for each tag in each sample. A tag-wise mean-variance trend is computed using lowess. -The tag-wise mean is the mean log2 count with an offset of 0.5, across samples for a given tag. -The tag-wise variance is the quarter-root-variance of normalized log2 counts per million values with an offset of 0.5, across samples for a given tag. -Tags with zero counts across all samples are not included in the lowess fit. Optional normalization is performed using normalizeBetweenArrays. -Using fitted values of log2 counts from a linear model fit by lmFit, variances from the mean-variance trend were interpolated for each observation. -This was carried out by approxfun. Inverse variance weights can be used to correct for mean-variance trend in the count data. - - -Author(s) - -Charity Law and Gordon Smyth - -References - -Law, CW (2013). Precision weights for gene expression analysis. PhD Thesis. University of Melbourne, Australia. - -Law, CW, Chen, Y, Shi, W, Smyth, GK (2013). Voom! Precision weights unlock linear model analysis tools for RNA-seq read counts. -Technical Report 1 May 2013, Bioinformatics Division, Walter and Eliza Hall Institute of Medical Reseach, Melbourne, Australia. -http://www.statsci.org/smyth/pubs/VoomPreprint.pdf - -See Also - -A voom case study is given in the edgeR User's Guide. - -vooma is a similar function but for microarrays instead of RNA-seq. - - -***old rant on changes to Bioconductor package variable names between versions*** - -The edgeR authors made a small cosmetic change in the name of one important variable (from p.value to PValue) -breaking this and all other code that assumed the old name for this variable, -between edgeR2.4.4 and 2.4.6 (the version for R 2.14 as at the time of writing). -This means that all code using edgeR is sensitive to the version. I think this was a very unwise thing -to do because it wasted hours of my time to track down and will similarly cost other edgeR users dearly -when their old scripts break. This tool currently now works with 2.4.6. - -**Note on prior.N** - -http://seqanswers.com/forums/showthread.php?t=5591 says: - -*prior.n* - -The value for prior.n determines the amount of smoothing of tagwise dispersions towards the common dispersion. -You can think of it as like a "weight" for the common value. (It is actually the weight for the common likelihood -in the weighted likelihood equation). The larger the value for prior.n, the more smoothing, i.e. the closer your -tagwise dispersion estimates will be to the common dispersion. If you use a prior.n of 1, then that gives the -common likelihood the weight of one observation. - -In answer to your question, it is a good thing to squeeze the tagwise dispersions towards a common value, -or else you will be using very unreliable estimates of the dispersion. I would not recommend using the value that -you obtained from estimateSmoothing()---this is far too small and would result in virtually no moderation -(squeezing) of the tagwise dispersions. How many samples do you have in your experiment? -What is the experimental design? If you have few samples (less than 6) then I would suggest a prior.n of at least 10. -If you have more samples, then the tagwise dispersion estimates will be more reliable, -so you could consider using a smaller prior.n, although I would hesitate to use a prior.n less than 5. - - -From Bioconductor Digest, Vol 118, Issue 5, Gordon writes: - -Dear Dorota, - -The important settings are prior.df and trend. - -prior.n and prior.df are related through prior.df = prior.n * residual.df, -and your experiment has residual.df = 36 - 12 = 24. So the old setting of -prior.n=10 is equivalent for your data to prior.df = 240, a very large -value. Going the other way, the new setting of prior.df=10 is equivalent -to prior.n=10/24. - -To recover old results with the current software you would use - - estimateTagwiseDisp(object, prior.df=240, trend="none") - -To get the new default from old software you would use - - estimateTagwiseDisp(object, prior.n=10/24, trend=TRUE) - -Actually the old trend method is equivalent to trend="loess" in the new -software. You should use plotBCV(object) to see whether a trend is -required. - -Note you could also use - - prior.n = getPriorN(object, prior.df=10) - -to map between prior.df and prior.n. - ----- - -**Attributions** - -edgeR - edgeR_ - -VOOM/limma - limma_VOOM_ - -DESeq2 - DESeq2_ for details - -See above for Bioconductor package documentation for packages exposed in Galaxy by this tool and app store package. - -Galaxy_ (that's what you are using right now!) for gluing everything together - -Otherwise, all code and documentation comprising this tool was written by Ross Lazarus and is -licensed to you under the LGPL_ like other rgenetics artefacts - -.. _LGPL: http://www.gnu.org/copyleft/lesser.html -.. _HTSeq: http://www-huber.embl.de/users/anders/HTSeq/doc/index.html -.. _edgeR: http://www.bioconductor.org/packages/release/bioc/html/edgeR.html -.. _DESeq2: http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html -.. _limma_VOOM: http://www.bioconductor.org/packages/release/bioc/html/limma.html -.. _Galaxy: http://getgalaxy.org - - - - - diff -r 0de946608423 -r d6fbd1cf7768 test-data/edgeRtest1out.html --- a/test-data/edgeRtest1out.html Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,621 +0,0 @@ - - - - - - - - -
- -
Galaxy Tool "Differential_Counts" run at 28/12/2014 21:02:37

-
DESeq2 images and outputs
-(Click on a thumbnail image to download the corresponding original PDF image)
-
- - - - - - - - - - - - - -
Image called DESeq2_edgeRtest_MA_plot.pdfImage called DESeq2_edgeRtest_PCA_plot.pdfImage called DESeq2_edgeRtest_dispersion_estimates.pdf
Image called DESeq2_edgeRtest_qqplot.pdfImage called DESeq2_edgeRtest_sample_distance_plot.pdf 
- -
DESeq2 log output
- -
-
-# DESeq top 50
-
-                     Contig     baseMean log2FoldChange     lfcSE       stat        pvalue          padj  NReads                                                                                               URL
-
-Mir192               Mir192 271352.97636       6.965264 0.2150593  32.387646 4.096935e-230 3.818343e-227 2325567               Mir192
-
-Mir122a             Mir122a  10112.31117      10.312083 0.3292695  31.318061 2.649329e-215 1.234587e-212   90428             Mir122a
-
-Mir149               Mir149    810.35429      -6.911118 0.2341392 -29.517132 1.735536e-191 5.391733e-189    6164               Mir149
-
-Mir23a               Mir23a   1289.18043      -3.104086 0.1191688 -26.047815 1.424245e-149 3.318491e-147   10118               Mir23a
-
-Mir181d             Mir181d    275.22797      -3.581172 0.1778187 -20.139461  3.329373e-90  6.205952e-88    2139             Mir181d
-
-Mir204               Mir204    347.57397      -7.284200 0.3771119 -19.315751  3.959346e-83  6.150183e-81    2601               Mir204
-
-Mir23b               Mir23b   2028.55377      -2.065110 0.1085802 -19.019217  1.182361e-80  1.574229e-78   16387               Mir23b
-
-Mir27a               Mir27a   2788.72629      -3.016676 0.1688167 -17.869539  2.036708e-71  2.372765e-69   21886               Mir27a
-
-Mir195               Mir195    519.86200      -3.152795 0.1784796 -17.664734  7.838131e-70  8.116820e-68    3962               Mir195
-
-Mir194-2           Mir194-2    391.65678       5.222911 0.3099275  16.852045  1.013492e-63  9.445744e-62    3570           Mir194-2
-
-Mir208b             Mir208b   1649.77924     -11.396172 0.6771238 -16.830264  1.464482e-63  1.240816e-61   14756             Mir208b
-
-Mir10b               Mir10b  27820.40551      -5.071453 0.3044884 -16.655656  2.753110e-62  2.138249e-60  197340               Mir10b
-
-Mir181c             Mir181c   2765.96510      -3.660964 0.2275711 -16.087120  3.141152e-58  2.251965e-56   23605             Mir181c
-
-Mir208a             Mir208a    616.76981     -10.356524 0.6559218 -15.789267  3.688391e-56  2.455415e-54    4638             Mir208a
-
-Mir490               Mir490    220.99790      -8.059660 0.5142876 -15.671504  2.369067e-55  1.471980e-53    1741               Mir490
-
-Mir203               Mir203    772.92882       1.990849 0.1274099  15.625546  4.877239e-55  2.840992e-53    6739               Mir203
-
-Mir215               Mir215    152.78082      -3.004380 0.1939090 -15.493765  3.822341e-54  2.095542e-52    1182               Mir215
-
-Dnm3os               Dnm3os    179.61643      -3.278392 0.2166491 -15.132265  9.922045e-52  5.137415e-50    1401               Dnm3os
-
-Mir214               Mir214    134.69038      -3.216444 0.2154916 -14.926074  2.230149e-50  1.093947e-48    1048               Mir214
-
-Mir21                 Mir21  26121.31011       2.963903 0.2008617  14.755939  2.817433e-49  1.312924e-47  229120                 Mir21
-
-Mir1948             Mir1948    263.89527       7.074045 0.4867226  14.534039  7.374076e-48  3.272685e-46    2404             Mir1948
-
-Mir27b               Mir27b  76478.05753      -1.904653 0.1312889 -14.507339  1.088626e-47  4.611815e-46  625308               Mir27b
-
-Rabggtb             Rabggtb   2257.19195       1.988368 0.1401741  14.184987  1.134862e-45  4.598659e-44   19535             Rabggtb
-
-Mir499               Mir499    712.45950     -10.577061 0.7528467 -14.049423  7.766426e-45  3.015962e-43    6527               Mir499
-
-Mir101b             Mir101b   6846.19683       3.791681 0.2809666  13.495132  1.670548e-41  6.227801e-40   59019             Mir101b
-
-Mir132               Mir132    106.46062      -2.797928 0.2083376 -13.429779  4.046171e-41  1.450397e-39     857               Mir132
-
-Mir143hg           Mir143hg 180217.77425      -2.169143 0.1685614 -12.868566  6.764677e-38  2.335066e-36 1407364           Mir143hg
-
-Mir143               Mir143 179219.35960      -2.170303 0.1696199 -12.795094  1.746402e-37  5.813025e-36 1399819               Mir143
-
-Mir155               Mir155     57.66182      -3.788079 0.3056585 -12.393175  2.845516e-35  9.144898e-34     463               Mir155
-
-Mir322               Mir322    899.53469      -3.126011 0.2622596 -11.919531  9.363380e-33  2.908890e-31    7074               Mir322
-
-Mir378               Mir378    483.21548      -2.994300 0.2577321 -11.617876  3.343461e-31  1.005195e-29    4075               Mir378
-
-Mir24-2             Mir24-2    424.48288      -2.712674 0.2361028 -11.489378  1.491830e-30  4.213289e-29    3470             Mir24-2
-
-Mir3074-2         Mir3074-2    424.48288      -2.712674 0.2361028 -11.489378  1.491830e-30  4.213289e-29    3470         Mir3074-2
-
-Mir199b             Mir199b     47.84725      -5.294373 0.4644474 -11.399295  4.215163e-30  1.155451e-28     370             Mir199b
-
-Mir802               Mir802    166.83414       8.816580 0.7782636  11.328527  9.478530e-30  2.523997e-28    1514               Mir802
-
-Mir125b-2         Mir125b-2    493.08516      -2.919341 0.2631193 -11.095122  1.324798e-28  3.429754e-27    3837         Mir125b-2
-
-Mir301               Mir301    260.53406      -1.676984 0.1526772 -10.983852  4.570133e-28  1.151179e-26    2119               Mir301
-
-Snord104           Snord104   3851.90119       2.386573 0.2173857  10.978522  4.847915e-28  1.189015e-26   33458           Snord104
-
-Mir150               Mir150    553.20599      -2.836881 0.2595088 -10.931734  8.127991e-28  1.942381e-26    4229               Mir150
-
-Mir148a             Mir148a 118994.46955       2.678852 0.2481801  10.793984  3.675045e-27  8.562855e-26 1002397             Mir148a
-
-5430416N02Rik 5430416N02Rik     62.15966       3.089960 0.2941123  10.506053  8.101331e-26  1.841571e-24     564 5430416N02Rik
-
-Mir193               Mir193     45.70861       4.991530 0.4814098  10.368568  3.446495e-25  7.647936e-24     421               Mir193
-
-Mir3073             Mir3073     98.93199       8.208709 0.7944742  10.332254  5.036321e-25  1.091593e-23     904             Mir3073
-
-Mir125b-1         Mir125b-1     79.01988      -3.020660 0.2937360 -10.283590  8.355635e-25  1.769875e-23     609         Mir125b-1
-
-2610203C20Rik 2610203C20Rik     79.17666      -3.023491 0.2948614 -10.253939  1.136165e-24  2.353124e-23     610 2610203C20Rik
-
-Mir181a-1         Mir181a-1     59.53826      -3.151487 0.3211628  -9.812740  9.923710e-23  2.010630e-21     506         Mir181a-1
-
-Mir184               Mir184     32.23796      -4.865023 0.4962776  -9.803028  1.092606e-22  2.166615e-21     247               Mir184
-
-Mir199a-2         Mir199a-2     44.84878      -3.422216 0.3545647  -9.651880  4.826276e-22  9.371019e-21     352         Mir199a-2
-
-Mir182               Mir182    886.79583       4.919630 0.5101689   9.643140  5.255515e-22  9.996204e-21    7189               Mir182
-
-Snord91a           Snord91a    168.95251       2.700421 0.2835464   9.523738  1.670595e-21  3.113990e-20    1437           Snord91a
-
-
-
- -
Differential images and outputs
-(Click on a thumbnail image to download the corresponding original PDF image)
-
- - - - - - -
Image called Differential_rowsum_bar_charts.pdfImage called Differential_venn_edgeRtest_significant_genes_overlap.pdf
- -
Differential log output
- -
-
-[1] @@@ Quantiles for non-zero row counts:
-
-       0%       10%       20%       30%       40%       50%       60%       70%       80%       90%      100% 
-
-      1.0       1.0       2.0       3.0       4.0       8.0      13.0      24.0      86.6     753.0 2325567.0 
-
-[1] Read 3242 contigs. Removed 1494 with no reads. After filtering at count quantile =0.3, there are 1141 contigs
-
-[1] "@@ using genecards substitution for urls"
-
-[1] @@ Total low count contigs per sample =  1,1,1,1,1,1,1,1
-
-[1] Using samples: liver_X11706Liv_CAAAAG_L003_R1_001_trimmed.fastq_bwa.sam.bam,liver_X11700Liv_ATTCCT_L003_R1_001_trimmed.fastq_bwa.sam.bam,liver_X11698Liv_ACTGAT_L003_R1_001_trimmed.fastq_bwa.sam.bam,liver_X11699Liv_ATGAGC_L003_R1_001_trimmed.fastq_bwa.sam.bam,heart_X11706He_AGTTCC_L001_R1_001_trimmed.fastq_bwa.sam.bam,heart_X11699He_GGCTAC_L001_R1_001_trimmed.fastq_bwa.sam.bam,heart_X11698He_TAGCTT_L001_R1_001_trimmed.fastq_bwa.sam.bam,heart_X11700He_CTTGTA_L001_R1_001_trimmed.fastq_bwa.sam.bam
-
-[1] Using design matrix:
-
-  (Intercept) groupliver
-
-1           1          1
-
-2           1          1
-
-3           1          1
-
-4           1          1
-
-5           1          0
-
-6           1          0
-
-7           1          0
-
-8           1          0
-
-attr(,"assign")
-
-[1] 0 1
-
-attr(,"contrasts")
-
-attr(,"contrasts")$group
-
-[1] contr.treatment
-
-[1] "Raw sample read totals 2443751,1644652,1682104,1806045,1440960,1341813,2888924,1428365"
-
-[1] heart liver
-
-
-
- -
Differential log output
- -
-
-Attaching package: ‘gplots’
-
-The following object is masked from ‘package:stats’:
-
-    lowess
-
-Loading required package: methods
-
-Loading required package: limma
-
-Loading required package: splines
-
-Loading required package: DESeq2
-
-Loading required package: GenomicRanges
-
-Loading required package: BiocGenerics
-
-Loading required package: parallel
-
-Attaching package: ‘BiocGenerics’
-
-The following objects are masked from ‘package:parallel’:
-
-    clusterApply, clusterApplyLB, clusterCall, clusterEvalQ, clusterExport, clusterMap, parApply, parCapply, parLapply, parLapplyLB, parRapply, parSapply, parSapplyLB
-
-The following object is masked from ‘package:limma’:
-
-    plotMA
-
-The following object is masked from ‘package:stats’:
-
-    xtabs
-
-The following objects are masked from ‘package:base’:
-
-    anyDuplicated, append, as.data.frame, as.vector, cbind, colnames, duplicated, eval, evalq, Filter, Find, get, intersect, is.unsorted, lapply, Map, mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank, rbind, Reduce, rep.int, rownames, sapply, setdiff, sort, table, tapply, union, unique, unlist
-
-Loading required package: IRanges
-
-Attaching package: ‘IRanges’
-
-The following object is masked from ‘package:gplots’:
-
-    space
-
-Loading required package: XVector
-
-Loading required package: Rcpp
-
-Loading required package: RcppArmadillo
-
-gene-wise dispersion estimates
-
-mean-dispersion relationship
-
-final dispersion estimates
-
-you had estimated gene-wise dispersions, removing these
-
-you had estimated fitted dispersions, removing these
-
-you had estimated gene-wise dispersions, removing these
-
-you had estimated fitted dispersions, removing these
-
-Warning message:
-
-closing unused connection 4 (edgeR.log) 
-
-Warning message:
-
-In sink() : no sink to remove
-
-
-
- -
VOOM images and outputs
-(Click on a thumbnail image to download the corresponding original PDF image)
-
- - - - - - -
Image called VOOM_edgeRtest_mean_variance_plot.pdfImage called VOOM_edgeRtest_qqplot.pdf
- -
VOOM log output
- -
-
-# VOOM top 50
-
-                     Contig      logFC    AveExpr          t      P.Value    adj.P.Val         B  NReads                                                                                               URL
-
-Mir192               Mir192   6.689950 14.4417888  50.335160 1.802287e-16 2.056409e-13 27.414844 2325567               Mir192
-
-Mir208a             Mir208a -10.458438  3.8918506 -29.183545 2.249812e-13 1.283518e-10 19.141041    4638             Mir208a
-
-Mir3073             Mir3073   8.318578  2.6485638  25.821264 1.102217e-12 4.192097e-10 18.063600     904             Mir3073
-
-Mir802               Mir802   8.992449  2.9857711  25.195575 1.514327e-12 4.319618e-10 17.906674    1514               Mir802
-
-Mir208b             Mir208b -12.256447  4.4678897 -22.360114 7.074494e-12 1.614400e-09 16.920424   14756             Mir208b
-
-Mir499               Mir499 -11.104485  3.8066799 -21.990054 8.769804e-12 1.667724e-09 16.728874    6527               Mir499
-
-Mir10b               Mir10b  -4.775768 12.4173688 -21.487387 1.180685e-11 1.924516e-09 17.249348  197340               Mir10b
-
-Mir148a             Mir148a   2.751538 15.4237642  20.289553 2.464883e-11 3.515539e-09 16.455471 1002397             Mir148a
-
-Mir490               Mir490  -8.497742  3.6613221 -18.336110 8.980482e-11 1.138526e-08 13.923237    1741               Mir490
-
-Mir122a             Mir122a  10.197963  8.1512374  17.467826 1.663427e-10 1.897970e-08 14.215445   90428             Mir122a
-
-Mir133b             Mir133b  -6.172367  1.3497975 -17.274094 1.916064e-10 1.987481e-08 13.840201     159             Mir133b
-
-Mir149               Mir149  -7.041176  6.0886889 -16.861286 2.602547e-10 2.474589e-08 13.714880    6164               Mir149
-
-Mir101b             Mir101b   3.837883 10.6216725  15.443054 7.873164e-10 6.910215e-08 13.054350   59019             Mir101b
-
-Mir143               Mir143  -1.912927 16.0353646 -14.922755 1.209475e-09 9.857220e-08 12.374988 1399819               Mir143
-
-Mir194-2           Mir194-2   5.534694  6.2627211  14.703097 1.455682e-09 1.107289e-07 12.316769    3570           Mir194-2
-
-Mir23a               Mir23a  -2.905961  8.6431895 -14.558394 1.646894e-09 1.174441e-07 12.339306   10118               Mir23a
-
-Mir1983             Mir1983  -5.612359  1.1061384 -14.266537 2.119488e-09 1.422551e-07 11.743589     101             Mir1983
-
-Mir27a               Mir27a  -2.849084 10.0939084 -14.158498 2.329669e-09 1.476752e-07 11.960195   21886               Mir27a
-
-Cyp3a25             Cyp3a25   6.312461  1.6425308  13.845627 3.074630e-09 1.846396e-07 11.502713     226             Cyp3a25
-
-Mir200a             Mir200a   6.129125  1.8320913  13.226966 5.410979e-09 3.086963e-07 10.979834     264             Mir200a
-
-Mir181d             Mir181d  -3.405544  6.3702152 -13.064584 6.300369e-09 3.423201e-07 11.006301    2139             Mir181d
-
-Mir153               Mir153  -5.698257  1.5328802 -12.832092 7.856705e-09 3.829623e-07 10.583835     140               Mir153
-
-Mir204               Mir204  -7.718081  4.5031856 -12.808496 8.036265e-09 3.829623e-07 10.353229    2601               Mir204
-
-Gm5441               Gm5441  -5.716851  1.5430406 -12.806028 8.055298e-09 3.829623e-07 10.562881     142               Gm5441
-
-Rabggtb             Rabggtb   2.327908  9.9369857  12.760291 8.416902e-09 3.841474e-07 10.654006   19535             Rabggtb
-
-Mir504               Mir504  -5.122304  0.8161671 -12.391521 1.205304e-08 5.289430e-07 10.144865      69               Mir504
-
-Mir133a-1         Mir133a-1  -4.912497  0.7297882 -12.335045 1.274466e-08 5.385801e-07 10.076395      60         Mir133a-1
-
-Mir195               Mir195  -2.954216  7.3530970 -12.081859 1.641098e-08 6.603731e-07 10.055879    3962               Mir195
-
-Mir27b               Mir27b  -1.496991 14.9464877 -12.059553 1.678424e-08 6.603731e-07  9.674850  625308               Mir27b
-
-Snord52             Snord52   2.631712  9.7652181  11.922618 1.928407e-08 7.334374e-07  9.811774   18059             Snord52
-
-Mir322               Mir322  -3.029558  8.1188344 -11.736839 2.333148e-08 8.587488e-07  9.679815    7074               Mir322
-
-Mir181c             Mir181c  -3.676262  9.6244506 -11.575598 2.758358e-08 9.835271e-07  9.453057   23605             Mir181c
-
-Mir1948             Mir1948   7.101780  4.7821564  11.471202 3.077353e-08 1.033009e-06  9.233632    2404             Mir1948
-
-0610031O16Rik 0610031O16Rik   4.519875  0.7388871  11.470939 3.078205e-08 1.033009e-06  9.284014      78 0610031O16Rik
-
-Mir201               Mir201  -4.964105  0.7490919 -11.289794 3.729283e-08 1.210650e-06  9.114028      63               Mir201
-
-Mir21                 Mir21   2.746616 13.2835800  11.267331 3.819755e-08 1.210650e-06  8.925217  229120                 Mir21
-
-Mir184               Mir184  -5.569565  2.3521173 -11.190343 4.148052e-08 1.279170e-06  8.854599     247               Mir184
-
-1810019D21Rik 1810019D21Rik   5.164581  1.0784751  11.082009 4.662057e-08 1.399844e-06  8.951908     117 1810019D21Rik
-
-Mir203               Mir203   2.216791  8.5426169  10.866758 5.896538e-08 1.725115e-06  8.715639    6739               Mir203
-
-1110038B12Rik 1110038B12Rik   2.383720 10.6847245  10.832157 6.125623e-08 1.744094e-06  8.573067   37066 1110038B12Rik
-
-Snord104           Snord104   2.571210 10.4798167  10.811468 6.267120e-08 1.744094e-06  8.561110   33458           Snord104
-
-Mir182               Mir182   5.196800  7.2088299  10.640454 7.579543e-08 2.021320e-06  8.545839    7189               Mir182
-
-Mir547               Mir547  -4.542934  0.5799793 -10.635980 7.617593e-08 2.021320e-06  8.435473      42               Mir547
-
-Mir143hg           Mir143hg  -2.291921 16.3789153 -10.597275 7.955395e-08 2.062978e-06  7.952584 1407364           Mir143hg
-
-Scnn1b               Scnn1b  -4.541403  0.5700621 -10.243065 1.190487e-07 3.018546e-06  8.023327      45               Scnn1b
-
-Mir125b-2         Mir125b-2  -2.896115  7.2737925 -10.091091 1.420082e-07 3.522420e-06  7.876068    3837         Mir125b-2
-
-Mir1a-1             Mir1a-1  -4.402568  0.4498447  -9.950346 1.675164e-07 4.066729e-06  7.692790      42             Mir1a-1
-
-Mir378               Mir378  -2.733247  7.2964165  -9.922980 1.730212e-07 4.112858e-06  7.672216    4075               Mir378
-
-Mir199b             Mir199b  -5.651345  2.8029895  -9.883978 1.812024e-07 4.219426e-06  7.548022     370             Mir199b
-
-Mir155               Mir155  -4.158272  3.8002361  -9.845490 1.896814e-07 4.328530e-06  7.604112     463               Mir155
-
-
-
- -
edgeR images and outputs
-(Click on a thumbnail image to download the corresponding original PDF image)
-
- - - - - - - - - - - - - - - -
Image called edgeR_edgeRtest_BCV_vs_abundance.pdfImage called edgeR_edgeRtest_GoodnessofFit.pdfImage called edgeR_edgeRtest_MDSplot.pdf
Image called edgeR_edgeRtest_qqplot.pdfImage called edgeR_edgeRtest_smearplot.pdfImage called edgeR_edgeRtest_top_100_heatmap.pdf
- -
edgeR log output
- -
-
-[1] Common Dispersion = 0.228651460998105 CV =  0.478175136323613 getPriorN =  3.33333333333333
-
-[1] "No GLM fit outlier genes found\n"
-
-[1] @@ edgeR Top tags\n
-
-                       Name      logFC    logCPM        LR        PValue   adj.p.value Dispersion totreads                                                                                               URL
-
-Mir208a             Mir208a -11.840751  8.465017 594.16946 3.104543e-131 3.542284e-128 0.05171220     4638             Mir208a
-
-Mir149               Mir149  -7.008984  8.861767 484.30321 2.473909e-107 1.411365e-104 0.04959937     6164               Mir149
-
-Mir208b             Mir208b -13.291635  9.905945 417.69758  7.737463e-93  2.942815e-90 0.10508096    14756             Mir208b
-
-Mir122a             Mir122a  10.514683 12.478088 415.17429  2.740525e-92  7.817349e-90 0.10803882    90428             Mir122a
-
-Mir204               Mir204  -7.498162  7.634507 341.30678  3.313430e-76  7.561247e-74 0.06907958     2601               Mir204
-
-Mir499               Mir499 -13.577454  8.700078 325.79199  7.930755e-73  1.508165e-70 0.12042284     6527               Mir499
-
-Mir490               Mir490  -8.534394  6.991023 303.17184  6.710366e-68  1.093790e-65 0.07949711     1741               Mir490
-
-Mir192               Mir192   6.953853 17.169364 217.22867  3.638307e-49  5.189135e-47 0.12700995  2325567               Mir192
-
-Mir802               Mir802  11.440805  6.593380 212.88059  3.231644e-48  4.097007e-46 0.12273671     1514               Mir802
-
-Mir1948             Mir1948   7.418142  7.252734 195.66958  1.840248e-44  2.099723e-42 0.12060221     2404             Mir1948
-
-Mir194-2           Mir194-2   5.298950  7.811522 191.85588  1.250960e-43  1.297587e-41 0.08670751     3570           Mir194-2
-
-Mir23a               Mir23a  -3.153807  9.529402 177.53185  1.676248e-40  1.593833e-38 0.04442763    10118               Mir23a
-
-Mir181c             Mir181c  -3.767686 10.639598 169.87390  7.883295e-39  6.919107e-37 0.06368883    23605             Mir181c
-
-Mir3073             Mir3073  10.686337  5.859950 164.86740  9.778593e-38  7.969554e-36 0.14069249      904             Mir3073
-
-Mir181d             Mir181d  -3.643963  7.300371 162.18591  3.767663e-37  2.865936e-35 0.05729574     2139             Mir181d
-
-Mir195               Mir195  -3.203683  8.215089 150.20548  1.563314e-34  1.114838e-32 0.05235020     3962               Mir195
-
-Mir10b               Mir10b  -5.182616 13.946466 147.24793  6.926819e-34  4.649118e-32 0.12268790   197340               Mir10b
-
-Mir101b             Mir101b   3.759962 11.863187 136.31359  1.703812e-31  1.080028e-29 0.07961343    59019             Mir101b
-
-Mir378               Mir378  -3.115599  8.119617 126.76408  2.092233e-29  1.256441e-27 0.05942391     4075               Mir378
-
-Mir27a               Mir27a  -3.064687 10.642480 124.98911  5.117477e-29  2.919520e-27 0.06113852    21886               Mir27a
-
-Mir182               Mir182   5.057509  8.846381 123.17765  1.275060e-28  6.927826e-27 0.13653707     7189               Mir182
-
-Mir322               Mir322  -3.194159  9.012888 107.34926  3.732413e-25  1.935765e-23 0.07536483     7074               Mir322
-
-Mir199b             Mir199b  -5.520119  4.792610 102.10724  5.259607e-24  2.609223e-22 0.13417024      370             Mir199b
-
-Mir181a-2         Mir181a-2  -3.000177  7.637692 101.38361  7.578821e-24  3.603098e-22 0.06896654     2817         Mir181a-2
-
-Mir125b-2         Mir125b-2  -2.987759  8.144514  91.72544  9.957640e-22  4.488356e-20 0.07737381     3837         Mir125b-2
-
-Dnm3os               Dnm3os  -3.331215  6.686950  91.67250  1.022763e-21  4.488356e-20 0.08810497     1401               Dnm3os
-
-Mir184               Mir184  -5.111350  4.234160  84.35542  4.133639e-20  1.686711e-18 0.13502324      247               Mir184
-
-Mir215               Mir215  -3.058208  6.447966  84.35278  4.139167e-20  1.686711e-18 0.08138517     1182               Mir215
-
-Mir133b             Mir133b  -8.383611  3.584760  83.96681  5.031517e-20  1.960318e-18 0.17482280      159             Mir133b
-
-Mir150               Mir150  -2.883446  8.307765  83.91918  5.154210e-20  1.960318e-18 0.08008123     4229               Mir150
-
-Mir3074-2         Mir3074-2  -2.778308  7.935651  83.74839  5.619282e-20  2.040616e-18 0.07424646     3470         Mir3074-2
-
-Mir24-2             Mir24-2  -2.778307  7.935651  83.71222  5.723024e-20  2.040616e-18 0.07427992     3470             Mir24-2
-
-Mir193               Mir193   5.176579  4.801090  83.19222  7.445011e-20  2.574169e-18 0.14794861      421               Mir193
-
-Scarna17           Scarna17   2.182159  9.244479  81.91330  1.421894e-19  4.771710e-18 0.04982909     9224           Scarna17
-
-Mir214               Mir214  -3.271172  6.271755  80.43948  2.997458e-19  9.771712e-18 0.09566584     1048               Mir214
-
-Snord104           Snord104   2.330488 11.053611  79.50529  4.809369e-19  1.524303e-17 0.05915990    33458           Snord104
-
-Mir200a             Mir200a   7.201555  4.139422  77.35503  1.428304e-18  4.365755e-17 0.19287764      264             Mir200a
-
-Mir200b             Mir200b   6.525423  5.752604  77.31985  1.453976e-18  4.365755e-17 0.26237966      888             Mir200b
-
-Mir21                 Mir21   2.923147 13.825255  75.51798  3.620938e-18  1.059357e-16 0.09395834   229120                 Mir21
-
-Mir203               Mir203   1.956427  8.767610  75.17870  4.299815e-18  1.226522e-16 0.04381710     6739               Mir203
-
-Mir155               Mir155  -3.886731  5.068563  73.81316  8.587210e-18  2.389758e-16 0.12522673      463               Mir155
-
-Cyp3a25             Cyp3a25   8.681501  3.972085  72.29680  1.851471e-17  5.029829e-16 0.23125383      226             Cyp3a25
-
-Rabggtb             Rabggtb   1.934093 10.298211  72.02043  2.129809e-17  5.651422e-16 0.04596646    19535             Rabggtb
-
-Mir23b               Mir23b  -2.100584 10.184110  71.44225  2.854935e-17  7.403367e-16 0.05416378    16387               Mir23b
-
-Snord52             Snord52   2.207491 10.217554  71.27974  3.100027e-17  7.860292e-16 0.05941483    18059             Snord52
-
-Gm5441               Gm5441  -6.881248  3.538457  70.05615  5.764004e-17  1.429724e-15 0.20097284      142               Gm5441
-
-Mir153               Mir153  -6.857671  3.517446  69.37600  8.137282e-17  1.975455e-15 0.20158808      140               Mir153
-
-Mir132               Mir132  -2.858294  5.938312  64.52507  9.531204e-16  2.265647e-14 0.09274248      857               Mir132
-
-1110038B12Rik 1110038B12Rik   2.195962 11.253090  62.92015  2.152583e-15  5.012443e-14 0.06712174    37066 1110038B12Rik
-
-Snord91a           Snord91a   2.654072  6.557504  62.40549  2.795431e-15  6.379174e-14 0.08637410     1437           Snord91a
-
-[1] @@ 416 tags significant at adj p= 0.05
-
-
-
- -
Other log output
- -
-
-## Toolfactory generated command line = Rscript - None None
-
-Got TCols=1 5 6 7; CCols=2 3 4 8
-
-R version 3.0.2 (2013-09-25)
-
-Platform: x86_64-pc-linux-gnu (64-bit)
-
-locale:
-
- [1] LC_CTYPE=en_AU.UTF-8       LC_NUMERIC=C               LC_TIME=en_AU.UTF-8        LC_COLLATE=en_AU.UTF-8     LC_MONETARY=en_AU.UTF-8    LC_MESSAGES=en_AU.UTF-8    LC_PAPER=en_AU.UTF-8       LC_NAME=C                  LC_ADDRESS=C               LC_TELEPHONE=C             LC_MEASUREMENT=en_AU.UTF-8 LC_IDENTIFICATION=C       
-
-attached base packages:
-
-[1] parallel  splines   methods   stats     graphics  grDevices utils     datasets  base     
-
-other attached packages:
-
- [1] RColorBrewer_1.0-5      DESeq2_1.2.10           RcppArmadillo_0.4.400.0 Rcpp_0.11.2             GenomicRanges_1.14.4    XVector_0.2.0           IRanges_1.20.7          BiocGenerics_0.8.0      edgeR_3.4.2             limma_3.18.13           gplots_2.15.0           stringr_0.6.2          
-
-loaded via a namespace (and not attached):
-
- [1] annotate_1.40.1      AnnotationDbi_1.24.0 Biobase_2.22.0       bitops_1.0-6         caTools_1.17.1       DBI_0.3.0            gdata_2.13.3         genefilter_1.44.0    grid_3.0.2           gtools_3.4.1         KernSmooth_2.23-13   lattice_0.20-29      locfit_1.5-9.1       RSQLite_0.11.4       stats4_3.0.2         survival_2.37-7      XML_3.98-1.1         xtable_1.7-4        
-
-
-
- -
All output files available for downloading
- -
- - - - - - - - - - - - - - - - - - - - - - - -
Output File Name (click to view)Size
DESeq2.log10.5 KB
DESeq2_edgeRtest_MA_plot.pdf15.0 KB
DESeq2_edgeRtest_PCA_plot.pdf4.9 KB
DESeq2_edgeRtest_dispersion_estimates.pdf190.6 KB
DESeq2_edgeRtest_qqplot.pdf13.3 KB
DESeq2_edgeRtest_sample_distance_plot.pdf9.5 KB
Differential.log1.4 KB
Differential_Counts.Rscript28.3 KB
Differential_Counts_error.log1.8 KB
Differential_Counts_runner.log1.3 KB
Differential_rowsum_bar_charts.pdf6.3 KB
Differential_venn_edgeRtest_significant_genes_overlap.pdf9.7 KB
VOOM.log10.1 KB
VOOM_edgeRtest_mean_variance_plot.pdf18.3 KB
VOOM_edgeRtest_qqplot.pdf17.5 KB
edgeR.log10.4 KB
edgeR_edgeRtest_BCV_vs_abundance.pdf17.4 KB
edgeR_edgeRtest_GoodnessofFit.pdf13.1 KB
edgeR_edgeRtest_MDSplot.pdf4.9 KB
edgeR_edgeRtest_qqplot.pdf15.2 KB
edgeR_edgeRtest_smearplot.pdf16.7 KB
edgeR_edgeRtest_top_100_heatmap.pdf11.2 KB

-
- diff -r 0de946608423 -r d6fbd1cf7768 test-data/edgeRtest1out.xls --- a/test-data/edgeRtest1out.xls Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1142 +0,0 @@ -Name logFC logCPM LR PValue adj.p.value Dispersion totreads liver_X11706Liv_CAAAAG_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11700Liv_ATTCCT_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11698Liv_ACTGAT_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11699Liv_ATGAGC_L003_R1_001_trimmed.fastq_bwa.sam.bam heart_X11706He_AGTTCC_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11699He_GGCTAC_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11698He_TAGCTT_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11700He_CTTGTA_L001_R1_001_trimmed.fastq_bwa.sam.bam liver_X11706Liv_CAAAAG_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11700Liv_ATTCCT_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11698Liv_ACTGAT_L003_R1_001_trimmed.fastq_bwa.sam.bam liver_X11699Liv_ATGAGC_L003_R1_001_trimmed.fastq_bwa.sam.bam heart_X11706He_AGTTCC_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11699He_GGCTAC_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11698He_TAGCTT_L001_R1_001_trimmed.fastq_bwa.sam.bam heart_X11700He_CTTGTA_L001_R1_001_trimmed.fastq_bwa.sam.bam -Mir208a -11.840750632598 8.46501715136261 594.169461743406 3.10454347546078e-131 3.54228410550075e-128 0.0517121951967719 4638 0 0 0 0.539638866040004 789.596577514809 739.374891373071 627.962821069374 673.126883915814 0 0 0 1 1060 956 1693 928 -Mir149 -7.00898388335376 8.86176664758882 484.303208152322 2.47390942925463e-107 1.41136532938977e-104 0.0495993679583824 6164 9.41025046314352 5.51321148265855 4.26049561369029 8.63422185664007 1042.11850183323 868.533475953932 851.254975991856 934.979044577031 25 9 8 16 1399 1123 2295 1289 -Mir208b -13.291634767704 9.90594480087289 417.69757945293 7.73746269808422e-93 2.9428149795047e-90 0.105080963355037 14756 0.376410018525741 0 0 0 1526.30508238476 1273.79753775256 3302.64675652788 1563.13408926571 1 0 0 0 2049 1647 8904 2155 -Mir122a 10.5146833711912 12.4780878408673 415.174288147205 2.74052534761176e-92 7.81734855406255e-90 0.108038824165009 90428 11204.5970214557 14844.628206585 6343.34540683313 13201.1855799366 8.93882917941294 5.41383288662291 10.0147644234336 5.8028179647915 29767 24233 11911 24463 12 7 27 8 -Mir204 -7.49816212335945 7.63450677628189 341.306784530615 3.31342972702995e-76 7.56124663708234e-74 0.0690795844187195 2601 1.8820500926287 1.22515810725746 0.532561951711286 4.85674979436004 425.339288453732 424.599179250854 342.356576401082 392.415564869025 5 2 1 9 571 549 923 541 -Mir499 -13.5774541855867 8.70007828481468 325.791992848402 7.93075479822316e-73 1.50816520412877e-70 0.120422839295321 6527 0 0 0 0 647.32021307582 564.58542960496 1538.19363199923 566.50010381277 0 0 0 0 869 730 4147 781 -Mir490 -8.53439419162448 6.99102321339932 303.171839764489 6.71036610165275e-68 1.0937896745694e-65 0.0794971090139375 1741 1.12923005557722 0.612579053628728 0 0.539638866040004 262.950558361064 240.528861105675 278.187900650933 233.563423082858 3 1 0 1 353 311 750 322 -Mir192 6.95385326892851 17.1693636192881 217.228665712558 3.63830691057425e-49 5.18913523120652e-47 0.127009948729763 2325567 249233.494796504 300364.049628613 335966.174675113 284173.826856666 2394.11641521943 2446.27906005547 2236.25980403264 2358.84550268775 662133 490327 630849 526600 3214 3163 6029 3252 -Mir802 11.4408053854897 6.59338011170441 212.880585690967 3.23164416041045e-48 4.09700665225369e-46 0.122736709286819 1514 207.778330226209 245.64420050512 111.305447907659 189.952880846082 0 0 0 0 552 401 209 352 0 0 0 0 -Mir1948 7.41814210388816 7.25273383973858 195.669583337086 1.84024810781419e-44 2.09972309101599e-42 0.120602206144644 2404 327.100306098869 396.951226751416 137.933545493223 332.957180346683 1.48980486323549 1.54680939617797 1.11275160260373 2.90140898239575 869 648 259 617 2 2 3 4 -Mir194-2 5.29895000039034 7.81152218291727 191.855876444429 1.25095991572432e-43 1.29758660349223e-41 0.0867075108859984 3570 495.355584379875 529.88088138885 233.794696801255 474.882202115204 14.1531462007372 11.6010704713348 7.41834401735823 11.605635929583 1316 865 439 880 19 15 20 16 -Mir23a -3.15380742697919 9.52940174927932 177.53184729458 1.67624826691168e-40 1.59383272712185e-38 0.0444276305475171 10118 163.738358058697 140.280603280979 116.09850547306 176.461909195081 1440.64130274872 1245.95496862136 1320.83615229063 1307.81009881488 435 229 218 327 1934 1611 3561 1803 -Mir181c -3.76768628525284 10.6395980992134 169.873901320388 7.8832945793684e-39 6.91910701158412e-37 0.0636888300973426 23605 213.424480504095 224.203933628114 204.503789457134 230.425795799082 2598.21968148269 2407.60882515102 4385.72498306218 2492.31031587795 567 366 384 427 3488 3113 11824 3436 -Mir3073 10.6863366383691 5.85995006147614 164.867399244026 9.77859349987842e-38 7.96955370240091e-36 0.140692489163711 904 128.355816317278 133.542233691063 69.7656156741785 115.482717332561 0 0 0 0 341 218 131 214 0 0 0 0 -Mir181d -3.64396314910693 7.30037121099239 162.185913876547 3.76766335963997e-37 2.86593592889947e-35 0.057295744087504 2139 22.5846011115444 25.7283202524066 24.4978497787192 20.5062769095202 309.879411552982 262.957597350256 285.97716186916 309.000056625147 60 42 46 38 416 340 771 426 -Mir195 -3.20368283579504 8.21508892700014 150.205483415597 1.563313743885e-34 1.11483811360799e-32 0.0523501994104573 3962 59.472782927067 68.6088540064175 39.9421463783465 64.7566639248005 577.299384503752 535.196051077579 459.195494674474 574.478978514359 158 112 75 120 775 692 1238 792 -Mir10b -5.182615877184 13.9464657676444 147.247925101963 6.92681936835281e-34 4.64911817605327e-32 0.122687897299955 197340 1129.98287561427 661.585377919026 633.216160584719 958.938264953088 25824.277499324 41838.1005478218 19239.4752090186 36019.5418119521 3002 1080 1189 1777 34668 54096 51870 49658 -Mir101b 3.75996221154614 11.8631868690484 136.313586310134 1.70381227672856e-31 1.08002767097072e-29 0.0796134338177996 59019 6422.68414610471 6778.7998074555 8655.72940116353 5882.60327870209 473.013044077268 420.732155760409 735.899726521936 415.626836728191 17063 11066 16253 10901 635 544 1984 573 -Mir378 -3.11559944052724 8.11961743410334 126.764083175197 2.09223329065238e-29 1.25644114980756e-27 0.0594239119916037 4075 51.9445825565522 55.1321148265855 65.5051200604882 57.2017198002405 452.900678423589 436.973654420278 705.113598849899 394.591621605822 138 90 123 106 608 565 1901 544 -Mir27a -3.06468708614932 10.642480146578 124.989109881062 5.11747651268823e-29 2.91952035048864e-27 0.0611385230997705 21886 357.213107580928 384.699645678841 213.024780684514 410.125538190403 2986.31384835554 2774.97605674328 2844.19309625514 2817.26812190627 949 628 400 760 4009 3588 7668 3884 -Mir182 5.0575094804013 8.84638119837792 123.177648902885 1.27505990801811e-28 6.92782550023174e-27 0.136537072604173 7189 622.958580660101 538.456988139652 1815.50369338377 580.111780993005 36.5002191492695 20.1085221503137 20.0295288468672 30.4647943151554 1655 879 3409 1075 49 26 54 42 -Mir322 -3.19415897658088 9.01288823765672 107.349258988254 3.73241270874318e-25 1.93576495485271e-23 0.0753648259256772 7074 98.2430148352183 139.66802422735 48.463137605727 120.879105992961 1012.32240456852 873.947308840555 945.467945012306 893.633966577891 261 228 91 224 1359 1130 2549 1232 -Mir199b -5.5201191226358 4.79261031680931 102.107236112402 5.25960720425951e-24 2.60922253046091e-22 0.134170239329764 370 1.50564007410296 0.612579053628728 0 2.15855546416002 54.3778775080954 49.4979006776952 53.0411597241113 58.753531893514 4 1 0 4 73 64 143 81 -Mir181a-2 -3.0001769666514 7.63769208843994 101.383612144647 7.57882142732892e-24 3.60309802024262e-22 0.0689665350295145 2817 29.3599814450078 42.2679547003822 61.2446244467979 44.2503870152804 353.828655018429 307.815069839417 428.409367002438 322.781749291527 78 69 115 82 475 398 1155 445 -Mir125b-2 -2.98775854400909 8.14451426922916 91.7254418188446 9.95763986706797e-22 4.48835646503007e-20 0.0773738110103449 3837 58.7199628900156 91.2742789906805 31.9537171026772 71.7719691833206 574.319774777281 457.082176570591 476.257685914398 502.669106200064 156 149 60 133 771 591 1284 693 -Dnm3os -3.33121457840666 6.68694995994924 91.6725014252821 1.02276308580878e-21 4.48835646503007e-20 0.0881049738091293 1401 19.9497309818643 22.0528459306342 10.6512390342257 21.5855546416002 180.266388451494 164.735200692954 181.749428425277 222.683139398874 53 36 20 40 242 213 490 307 -Mir184 -5.1113496359546 4.2341598124609 84.355421346379 4.13363865007358e-20 1.68671069592332e-18 0.135023236062136 247 1.50564007410296 0 1.06512390342257 1.07927773208001 40.969633738976 31.7095926216485 33.382548078112 38.4436690167437 4 0 2 2 55 41 90 53 -Mir215 -3.05820800384482 6.4479656700429 84.3527787778146 4.13916735195906e-20 1.68671069592332e-18 0.0813851680057815 1182 21.0789610374415 18.9899506624906 14.911734647916 19.4269991774402 154.194803344873 177.883080560467 145.770459941089 145.795801365386 56 31 28 36 207 230 393 201 -Mir133b -8.38361054384036 3.58476018925042 83.9668081883403 5.03151691897035e-20 1.96031768485074e-18 0.174822803220963 159 0 0 0 0 23.8368778117678 20.1085221503137 28.5606244668292 17.4084538943745 0 0 0 0 32 26 77 24 -Mir150 -2.88344597402096 8.30776498481297 83.9191783201407 5.15420951319212e-20 1.96031768485074e-18 0.0800812276429582 4229 107.653265298362 60.6453263092441 41.5398322334803 91.7386072268007 628.697652285377 529.782218190956 442.504220635418 633.957862653472 286 99 78 170 844 685 1193 874 -Mir3074-2 -2.77830821443436 7.93565101977269 83.7483893415794 5.61928202202066e-20 2.04061561654164e-18 0.0742464608083069 3470 60.97842300117 77.7975398108485 34.6165268612336 75.5494412456006 479.717165961828 357.312970517112 509.64023399251 359.774713817073 162 127 65 140 644 462 1374 496 -Mir24-2 -2.77830716339305 7.93565101977269 83.7122247643827 5.72302363973114e-20 2.04061561654164e-18 0.0742799184616925 3470 60.97842300117 77.7975398108485 34.6165268612336 75.5494412456006 479.717165961828 357.312970517112 509.64023399251 359.774713817073 162 127 65 140 644 462 1374 496 -Mir193 5.17657945698473 4.80109016536153 83.1922210734265 7.44501109038628e-20 2.57416898610023e-18 0.147948610685261 421 62.8604730937987 61.8704844165015 32.4862790543885 44.7900258813204 1.48980486323549 1.54680939617797 1.48366880347165 0.725352245598938 167 101 61 83 2 2 4 1 -Scarna17 2.18215884846603 9.24447893340376 81.9132972551581 1.4218943094236e-19 4.77171002074215e-18 0.0498290922123503 9224 894.726614035686 1073.23850195753 1049.67960682295 945.447293302087 246.562704865474 236.66183761523 147.625045945429 244.443706766842 2377 1752 1971 1752 331 306 398 337 -Mir214 -3.27117222598498 6.27175508956115 80.4394824649162 2.99745764390914e-19 9.77171191914379e-18 0.0956658378890661 1048 16.9384508336583 15.9270553943469 9.05355317909186 15.6495271151601 134.827340122812 126.064965788505 132.788357910712 166.105664242157 45 26 17 29 181 163 358 229 -Snord104 2.33048816945175 11.0536109583198 79.5052858787268 4.80936896875538e-19 1.52430277593053e-17 0.0591598952821414 33458 3519.8100832342 3436.56849085716 3968.6516641525 3247.00705696271 659.983554413322 556.851382624071 924.696581763703 673.852236161413 9351 5610 7452 6017 886 720 2493 929 -Mir200a 7.20155519119717 4.13942212491021 77.3550315603242 1.42830393110107e-18 4.36575452725767e-17 0.192877637132846 264 48.9333024083463 32.4666898423226 17.5745444064724 25.3630267038802 0 0 0.370917200867911 0 130 53 33 47 0 0 1 0 -Mir200b 6.52542270402663 5.7526035901785 77.3198469252644 1.4539760914618e-18 4.36575452725767e-17 0.262379661794878 888 186.699369188767 100.462964795111 35.1490888129449 83.6440242362007 2.97960972647098 0 1.11275160260373 0 496 164 66 155 4 0 3 0 -Mir21 2.92314674846985 13.8252552187134 75.5179840844011 3.62093811840667e-18 1.0593565110518e-16 0.093958341370397 229120 24975.9339592385 27309.999368876 23026.3811061409 27267.9519010014 3442.1941365056 2786.57712721462 4659.83279450357 2633.75400376974 66353 44582 43237 50530 4621 3603 12563 3631 -Mir203 1.95642720042587 8.76760950530132 75.178696935751 4.29981515245677e-18 1.22652227223829e-16 0.0438171045696923 6739 722.330825550897 781.650872430257 528.834018049307 727.972830287966 172.072461703699 187.937341635624 185.458600433956 165.380311996558 1919 1276 993 1349 231 243 500 228 -Mir155 -3.88673139220822 5.06856326459485 73.8131621442253 8.58720951563813e-18 2.38975757496173e-16 0.125226725399275 463 5.26974025936037 1.83773716088618 4.26049561369029 4.85674979436004 61.8269018242728 61.09897114903 71.216102566639 54.4014184199203 14 3 8 9 83 79 192 75 -Cyp3a25 8.68150072783597 3.97208455178284 72.2968030528726 1.85147091366245e-17 5.02982931544965e-16 0.231253834309675 226 28.6071614079563 18.3773716088618 49.5282615091496 14.5702493830801 0 0 0 0 76 30 93 27 0 0 0 0 -Rabggtb 1.93409253556906 10.2982114392526 72.0204302239979 2.12980862969486e-17 5.65142243367869e-16 0.0459664552436996 19535 1977.28182731572 2139.73863432515 1864.49939294121 1991.26741568762 576.554482072135 447.801320193523 594.209355790394 466.401493920117 5253 3493 3501 3690 774 579 1602 643 -Mir23b -2.10058406643735 10.1841098190743 71.4422459972959 2.85493540788007e-17 7.4033665917981e-16 0.0541637830543137 16387 573.272458214703 463.722343596947 325.395352495596 396.094927673363 2041.77756506424 1700.71693109768 1957.33006897997 1846.0214650493 1523 757 611 734 2741 2199 5277 2545 -Snord52 2.20749081491276 10.2175538802558 71.2797400570739 3.1000273292485e-17 7.86029151705009e-16 0.0594148264328276 18059 1725.463524922 2276.34376328435 1688.75394887649 2126.71677106366 487.166190278005 457.082176570591 279.300652253537 470.753607393711 4584 3716 3171 3941 654 591 753 649 -Gm5441 -6.88124774958304 3.53845731865573 70.0561535404734 5.76400415466306e-17 1.42972363923273e-15 0.200972844316985 142 0 0 0 0.539638866040004 23.0919753801501 25.5223550369366 13.3530192312448 29.7394420695564 0 0 0 1 31 33 36 41 -Mir153 -6.85767082262716 3.51744623067348 69.3760002713334 8.13728225735577e-17 1.9754551182219e-15 0.201588081390728 140 0 0 0 0.539638866040004 23.0919753801501 24.7489503388476 13.3530192312448 29.0140898239575 0 0 0 1 31 32 36 40 -Mir132 -2.8582944603324 5.9383116377215 64.5250667262426 9.53120399098817e-16 2.26564661535781e-14 0.0927424791253899 857 14.3035807039781 13.476739179832 15.9768585513386 15.1098882491201 101.306730700013 96.6755872611234 122.031759085543 108.077484594242 38 22 30 28 136 125 329 149 -1110038B12Rik 2.1959624142944 11.2530901089756 62.9201541501395 2.15258283445125e-15 5.01244288593649e-14 0.0671217423738925 37066 3540.51263425312 4658.05112379285 3454.1968187994 4362.44059306739 1002.63867295748 937.366494083852 593.467521388658 963.267782155389 9406 7604 6486 8084 1346 1212 1600 1328 -Snord91a 2.65407214598688 6.55750436276945 62.4054882855618 2.79543109767156e-15 6.3791737648865e-14 0.0863740996193191 1437 136.636836724844 156.820237728954 190.65717871264 153.797076821401 29.7960972647098 22.4287362445806 30.0442932703008 18.1338061399734 363 256 358 285 40 29 81 25 -Mir429 5.15269248768705 4.97500509587437 62.0463935335514 3.35460177783509e-15 7.50509927158791e-14 0.223136284810206 499 99.7486549093213 50.2314823975557 21.8350400201627 54.5035254700404 2.23470729485323 0.773404698088987 1.11275160260373 2.17605673679681 265 82 41 101 3 1 3 3 -Mir1983 -7.89119092815429 3.07393094119058 59.7779393425094 1.06186971836216e-14 2.32998720894466e-13 0.243828267332446 101 0 0 0 0 22.3470729485323 11.6010704713348 10.3856816243015 20.3098628767703 0 0 0 0 30 15 28 28 -Mir871 5.44100554639338 4.3426727419003 59.2196814720946 1.41016352590943e-14 3.03584260955219e-13 0.222293611662738 290 30.8656215191107 49.618903343927 15.4442965996273 50.1864145417204 2.23470729485323 0.773404698088987 0.370917200867911 0 82 81 29 93 3 1 1 0 -Mir470 5.71927980578597 3.53049434029636 58.2621496019434 2.29415775836174e-14 4.84747037461249e-13 0.17730650621382 157 15.4328107595554 20.215108769748 18.1071063581837 25.3630267038802 0.744902431617745 0.773404698088987 0 0 41 33 34 47 1 1 0 0 -Mir194-1 3.81517806795582 5.39560319040528 56.7034359782915 5.06749290771862e-14 1.0512744377649e-12 0.164433286040197 635 82.810204075663 98.0126485805965 43.1375180886142 76.0890801116406 4.46941458970647 10.0542610751568 2.96733760694329 4.35211347359363 220 160 81 141 6 13 8 6 -Mir199a-2 -3.51257317334286 4.70765479341964 54.9848793778961 1.21460660948318e-13 2.47476096682198e-12 0.140460182019626 352 3.01128014820593 6.12579053628728 1.59768585513386 5.93602752644005 45.4390483286824 38.6702349044493 48.5901533136964 56.5774751567171 8 10 3 11 61 50 131 78 -Mir181a-1 -3.24296522166056 5.13734776629416 54.2976809521188 1.72305049322395e-13 3.44912388205005e-12 0.131408866073611 506 6.39897031493759 8.57610675080219 5.32561951711286 5.93602752644005 56.6125848029486 47.1776865834282 89.3910454091666 55.1267706655193 17 14 10 11 76 61 241 76 -Serpina4-ps1 8.9756449034888 4.26727547744976 53.9844745131036 2.02080077772596e-13 3.97540290928503e-12 0.415322065904326 295 54.5794526862324 11.6390020189458 62.3097483502205 7.55494412456006 0 0 0 0 145 19 117 14 0 0 0 0 -Mir148a 2.63166044770219 15.985587786999 51.4269722753788 7.43105333945187e-13 1.43709014581603e-11 0.114635763685892 1002397 97331.349770349 108640.282582001 136570.719458794 104401.233218429 19509.7395865004 19053.5981421203 14784.3887093941 18770.6654116093 258578 177349 256441 193465 26191 24636 39859 25878 -Ahsg 9.63113735767047 6.53934580589891 50.1129961410502 1.45142519606106e-12 2.76012691450946e-11 0.702095536856854 1524 220.576270856084 11.0264229653171 468.121955554221 21.5855546416002 0 0.773404698088987 0 0 586 18 879 40 0 1 0 0 -Mir183 4.02037141037563 5.23326241094621 49.7427264475448 1.75286808945095e-12 3.27872539354677e-11 0.205166453593004 563 58.7199628900156 43.4931128076397 96.3937132597428 70.1530525852006 8.93882917941294 1.54680939617797 1.48366880347165 5.07746571919256 156 71 181 130 12 2 4 7 -Mir193b -3.22075819940197 4.28574024188459 49.3421020583978 2.14998311994752e-12 3.95666248364536e-11 0.126003042964744 260 3.01128014820593 2.45031621451491 4.79305756540158 4.31711092832003 40.969633738976 34.8032114140044 34.4952996807158 27.5633853327596 8 4 9 8 55 45 93 38 -5430416N02Rik 3.11082097491024 5.21173896307104 48.6513373987893 3.05759729608505e-12 5.53764843624292e-11 0.135066234924095 564 73.3999536125194 60.6453263092441 42.0723941851916 76.0890801116406 7.44902431617745 3.86702349044493 8.53109561996196 8.70422694718725 195 99 79 141 10 5 23 12 -2610203C20Rik -3.09112873401305 5.51162727684447 47.5959182483574 5.23774255285151e-12 9.33791289500558e-11 0.146029157348902 610 11.2923005557722 11.0264229653171 3.19537171026772 12.4116939189201 98.3271209735423 71.1532322241868 70.4742681649032 86.3169172262736 30 18 6 23 132 92 190 119 -Mir125b-1 -3.0878600761494 5.50879685134983 47.4225381476189 5.72209822950606e-12 1.00444831997945e-10 0.146309692185778 609 11.2923005557722 11.0264229653171 3.19537171026772 12.4116939189201 97.5822185419246 71.1532322241868 70.4742681649032 86.3169172262736 30 18 6 23 131 92 190 119 -Mir125a -2.61397094099334 11.5439144943772 46.4295457876129 9.49725934972227e-12 1.62648498214969e-10 0.12520855386641 37867 875.529703090873 1038.93407495432 389.30278670095 1050.67687217989 5636.67670005147 5714.68731417952 2692.1170438993 6494.07865484729 2326 1696 731 1947 7567 7389 7258 8953 -1810019D21Rik 7.76095241399666 3.13991491584428 46.4185329024331 9.55078823874049e-12 1.62648498214969e-10 0.30930147393271 117 15.8092207780811 22.0528459306342 15.9768585513386 4.85674979436004 0 0 0 0 42 36 30 9 0 0 0 0 -Mir128-1 -2.76940709729307 5.28735347376724 44.1170684556332 3.09312011429296e-11 5.19007360354157e-10 0.126039162249115 527 7.15179035198907 12.2515810725746 7.45586732395801 12.9513327849601 86.4086820676584 63.4191852432969 64.9105101518845 55.8521229111182 19 20 14 24 116 82 175 77 -Mir375 4.83857318900642 3.19416598763148 43.634489593414 3.95801678774911e-11 6.54506834032135e-10 0.191494148927886 123 17.3148608521841 16.5396344479757 13.8466107444934 11.3324161868401 0.744902431617745 0.773404698088987 0.370917200867911 0 46 27 26 21 1 1 1 0 -Mir99a -2.34159571006145 10.4403202021193 43.1260303487963 5.13248439158873e-11 8.36594955828963e-10 0.110199343784826 17575 449.433562119734 573.986573250118 249.238993400882 559.605504083484 3023.55896993643 2471.8014150924 1103.8495897829 2689.60612668086 1194 937 468 1037 4059 3196 2976 3708 -Mir3102 -5.3467147263018 2.8608103843129 42.8713349407291 5.84610248377553e-11 9.39493370984209e-10 0.238574166012346 87 0 0.612579053628728 0 0.539638866040004 17.1327559272081 10.8276657732458 10.7565988251694 13.7816926663798 0 1 0 1 23 14 29 19 -Mir107 1.65094606172356 7.95189407322083 42.1758882318933 8.34222569983385e-11 1.322011044932e-09 0.0561801088985486 3843 389.207959155616 392.663173376015 374.923614004745 335.655374676883 130.357925533105 86.6213261859665 153.188803958447 103.000018875049 1034 641 704 622 175 112 413 142 -Mir504 -7.17220363516948 2.52959437351068 41.8664820931907 9.77235320870502e-11 1.52743219330581e-09 0.306232516235587 69 0 0 0 0 8.93882917941294 4.64042818853392 12.611184829509 12.3309881751819 0 0 0 0 12 6 34 17 -Mir133a-1 -7.04290368890744 2.38982817683061 41.524418604413 1.16407793778566e-10 1.79488233380195e-09 0.281975922654306 60 0 0 0 0 11.9184389058839 8.50745167897886 9.27293002169778 5.8028179647915 0 0 0 0 16 11 25 8 -Mir145 -1.96461971147845 9.15251296645838 41.3621904914861 1.2648023545705e-10 1.92418598208658e-09 0.0823120220568787 7539 265.369063060647 269.53478359664 120.891563038462 272.517627350202 963.903746513362 928.085637706784 590.129266580847 1143.88049130952 705 440 227 505 1294 1200 1591 1577 -Mir3074-1 -3.10652716276003 3.84347864470404 40.7828130884887 1.70122739130143e-10 2.53344646958246e-09 0.134234973538644 189 1.8820500926287 4.2880533754011 3.19537171026772 2.15855546416002 24.5817802433856 20.1085221503137 25.5932868598859 28.2887375783586 5 7 6 4 33 26 69 39 -Mir24-1 -3.10652078919865 3.84347864470404 40.7731187878257 1.70968780155872e-10 2.53344646958246e-09 0.134280053480869 189 1.8820500926287 4.2880533754011 3.19537171026772 2.15855546416002 24.5817802433856 20.1085221503137 25.5932868598859 28.2887375783586 5 7 6 4 33 26 69 39 -Gm10069 7.18863623546071 6.31119303133778 39.7137191199304 2.94052649239154e-10 4.3014624715625e-09 0.661361585281668 1309 208.154740244735 7.35094864354474 373.325928149612 19.9666380434802 1.48980486323549 1.54680939617797 0.370917200867911 0.725352245598938 553 12 701 37 2 2 1 1 -Mir201 -7.08961466120978 2.43881004695601 39.2668117344545 3.69671664296498e-10 5.33918188559878e-09 0.327819601925049 63 0 0 0 0 3.72451215808872 11.6010704713348 10.3856816243015 10.8802836839841 0 0 0 0 5 15 28 15 -Mir582 -5.57356070452799 5.54436354723971 38.65266661273 5.06340336007607e-10 7.2216790423085e-09 0.481203117169971 566 1.50564007410296 1.22515810725746 2.13024780684514 2.69819433020002 285.297631309596 27.8425691312035 38.2044716893949 21.0352151223692 4 2 4 5 383 36 103 29 -Mir497 -2.42258695078478 6.221741197063 38.5745554099866 5.2701522444236e-10 7.42375766776213e-09 0.121928483052667 963 24.8430612226989 28.7912155205502 14.3791726962047 25.9026655699202 147.490681460313 140.759655052196 72.3288541692427 145.070449119788 66 47 27 48 198 182 195 200 -C430049B03Rik -1.8464899758758 10.8687796413297 38.2928389598046 6.08856666035502e-10 8.47201775544522e-09 0.0799315035498437 25716 751.314396977378 1013.20575470192 438.8310482101 1051.21651104593 3305.87699151955 2835.30162319423 2672.82934945417 2889.80334646617 1996 1654 824 1948 4438 3666 7206 3984 -Mir31 2.3169330514422 7.03152500517196 38.2544053924015 6.20967291386914e-10 8.53642987316227e-09 0.116482541819833 2078 269.50957326443 233.392619432545 116.09850547306 239.599656521762 40.2247313073582 29.3893785273815 66.765096156224 34.0915555431501 716 381 218 444 54 38 180 47 -Mir143hg -2.24830956338264 16.645127185383 38.0847354459534 6.77379975603973e-10 9.20107800195396e-09 0.116393260158764 1407364 34065.4830865981 35211.0440025793 37511.0010687844 35776.4379018542 171004.271616759 176721.426703937 159514.425902049 170119.038217056 90501 57480 70435 66297 229566 228498 430054 234533 -Mir143 -2.25001005926935 16.6370864394946 38.0349860730001 6.94873694060284e-10 9.28521358408733e-09 0.116707216411703 1399819 33798.6083834633 34941.5092189826 37390.109505746 35503.3806356379 170040.367870246 175793.341066231 158924.296635468 168974.432373501 89792 57040 70208 65791 228272 227298 428463 232955 -Mir455 2.54685306885545 5.89107088537129 38.0210643856832 6.99849577766442e-10 9.28521358408733e-09 0.131773432850397 895 88.4563543535491 120.678073564859 56.9841288331076 127.894411251481 17.1327559272081 13.9212845656018 22.2550320520747 13.0563404207809 235 197 107 237 23 18 60 18 -Snord45b 1.98646204377403 7.17696176691226 37.8456300157583 7.65697084284548e-10 1.00420732548123e-08 0.0877432232871085 2199 233.374211485959 280.561206561957 129.945116217554 269.279794153962 73.000438298539 55.6851382624071 51.1865737197718 50.7746571919256 620 458 244 499 98 72 138 70 -Mirlet7e -2.00698105598086 6.74262162847891 37.3564736965895 9.83937308176345e-10 1.27576416889683e-08 0.0900277127016289 1576 42.9107421119344 46.5560080757833 34.0839649095223 45.8693036134004 173.562266566935 123.744751694238 240.354346162407 142.169040137392 114 76 64 85 233 160 648 196 -Scarna6 1.74183276089288 7.30451845333958 36.9767743333954 1.19544785706938e-09 1.52783834279567e-08 0.0699186169632622 2398 221.705500911661 306.289526814364 168.822138692478 267.121238689802 67.041218845597 68.0596134318308 83.0854529944121 68.9084633318991 589 500 317 495 90 88 224 95 -Mir301 -1.71929491615995 7.22532544530321 36.9610445921119 1.20513103288002e-09 1.52783834279567e-08 0.0684434378419546 2119 73.7763636310452 73.5094864354474 46.8654517505932 83.6440242362007 245.072900002238 205.72564969167 246.659938577161 217.605673679681 196 120 88 155 329 266 665 300 -0610031O16Rik 7.11909579222256 2.62710053322051 36.8788056671495 1.25705041639116e-09 1.57614782978277e-08 0.318176912526095 78 12.4215306113494 6.12579053628728 13.3140487927822 5.39638866040004 0 0 0 0 33 10 25 10 0 0 0 0 -D7Ertd143e 7.01439876111435 2.54516516282715 35.301446820952 2.82422174480912e-09 3.50264892481219e-08 0.322141887672594 73 13.5507606669267 9.80126485805965 4.79305756540158 6.47566639248005 0 0 0 0 36 16 9 12 0 0 0 0 -Mir34c -5.15994136045489 5.34117743257158 33.0330864567072 9.06038070959391e-09 1.11160154727383e-07 0.502877893033032 715 1.8820500926287 1.22515810725746 3.19537171026772 1.61891659812001 22.3470729485323 16.2414986598687 226.630409730294 26.8380330871607 5 2 6 3 30 21 611 37 -Mir3470b 4.47868565997844 3.29185953094342 32.8808102898579 9.79857324096858e-09 1.18938000722821e-07 0.272536310230903 132 17.3148608521841 16.5396344479757 19.1722302616063 10.2531384547601 0 3.09361879235595 0 0 46 27 36 19 0 4 0 0 -Mir212 -2.77241255117173 4.13162330402669 32.4425720170672 1.2276731287837e-08 1.47450004204442e-07 0.15578582119646 232 4.89333024083463 2.45031621451491 2.13024780684514 7.55494412456006 40.2247313073582 26.2957597350256 27.4478728642254 25.3873285959628 13 4 4 14 54 34 74 35 -Mir547 -6.66011335809291 2.02926234079525 32.1757247444912 1.40839495182909e-08 1.67393608337186e-07 0.356062106085492 42 0 0 0 0 11.1735364742662 6.18723758471189 3.70917200867911 6.52817021039044 0 0 0 0 15 8 10 9 -Mir881 6.92242693660381 2.43150015105785 31.8703484033748 1.64813993283766e-08 1.93868831275028e-07 0.370279592330057 64 5.26974025936037 4.90063242902982 6.92330537224672 15.6495271151601 0 0 0 0 14 8 13 29 0 0 0 0 -Mir27b -1.95516453426235 15.4186543579805 30.595089371413 3.17897329481618e-08 3.70123319325027e-07 0.111845033647616 625308 18613.4754160979 21116.2125576359 13257.064663949 18851.7441462415 71776.563603391 59949.6917676697 79898.532404555 66936.2305761156 49450 34471 24893 34934 96357 77514 215408 92281 -Aqp9 8.19229863204226 3.5352617978307 30.3562801716902 3.59541023416974e-08 4.14380108806835e-07 0.749799110600422 161 16.5620408151326 1.22515810725746 56.9841288331076 4.31711092832003 0 0 0 0 44 2 107 8 0 0 0 0 -Scnn1b -6.7550624116295 2.10304596442489 30.2150787499351 3.86691357845228e-08 4.41214839301405e-07 0.435413067052871 45 0 0 0 0 14.8980486323549 3.86702349044493 4.08008920954702 6.52817021039044 0 0 0 0 20 5 11 9 -Mir181b-2 -3.54546890200837 3.48002491544831 30.1957160084194 3.90571232971685e-08 4.41229482000686e-07 0.240287369758545 154 0.752820037051481 0.612579053628728 2.66280975855643 2.15855546416002 13.4082437691194 13.1478798675128 32.6407136763762 13.7816926663798 2 1 5 4 18 17 88 19 -Mir100 -2.08208383567209 9.45805496813327 29.9934658553768 4.33504630524858e-08 4.81686883150544e-07 0.127291307489351 8837 260.852142838338 346.71974435386 142.726603058625 325.402236222123 1667.09164196051 1175.57514109526 445.100641041494 1268.64107755254 693 566 268 603 2238 1520 1200 1749 -Terc 5.21771020547043 2.45892803726519 29.9875603383992 4.34826897147292e-08 4.81686883150544e-07 0.271012413195945 66 8.2810204075663 11.0264229653171 5.32561951711286 8.09458299060006 0.744902431617745 0 0 0 22 18 10 15 1 0 0 0 -Mir1943 -2.61041648518405 4.04592065704575 29.6095212454359 5.28447244716874e-08 5.79767602136493e-07 0.150350529501716 215 3.01128014820593 4.90063242902982 2.13024780684514 8.09458299060006 30.5409996963275 30.1627832254705 23.3677836546784 26.8380330871607 8 8 4 15 41 39 63 37 -Mir592 5.26455131499402 2.51336669857798 29.3766649205822 5.95908885183844e-08 6.47554321899777e-07 0.295160714986275 70 10.5394805187207 9.18868580443092 4.26049561369029 9.71349958872008 0.744902431617745 0 0 0 28 15 8 18 1 0 0 0 -Gm5424 6.51058257196433 3.6277355700989 28.3912820406119 9.91106210410071e-08 1.06101806985287e-06 0.633362236913299 181 35.0061317228939 3.06289526814364 41.007270281769 2.69819433020002 0.744902431617745 0 0 0 93 5 77 5 1 0 0 0 -Mir1a-1 -6.40640610166023 1.96181506629844 28.3837008582372 9.94995034831353e-08 1.06101806985287e-06 0.385914420297783 42 0 0 0 0 2.97960972647098 3.86702349044493 8.90201282082987 6.52817021039044 0 0 0 0 4 5 24 9 -Mir488 -4.6205195277827 2.68764552181444 28.1369449830819 1.13027509862125e-07 1.194114710673e-06 0.343799313074837 78 0.376410018525741 0.612579053628728 0.532561951711286 0 19.3674632220614 4.64042818853392 12.611184829509 6.52817021039044 1 1 1 0 26 6 34 9 -Mir700 -3.09486213889018 3.85060319268209 27.6111662260505 1.48320064530137e-07 1.55259810668703e-06 0.226307066994367 177 1.8820500926287 3.67547432177237 1.06512390342257 5.39638866040004 23.8368778117678 39.4436396025383 11.4984332269053 29.0140898239575 5 6 2 10 32 51 31 40 -Snord33 1.27159425930436 7.86760196119859 26.3468118464628 2.85289441410394e-07 2.95922956953873e-06 0.0542381696925429 3442 244.290102023206 366.322274069979 377.586423763302 324.862597356083 140.786559575754 150.813916127352 114.984332269053 137.816926663798 649 598 709 602 189 195 310 190 -Gas5 1.23567952981659 10.6560730401044 26.0110899566739 3.39461779491679e-07 3.48942243603609e-06 0.05436572567263 24887 2148.92479576345 2360.87967268512 2450.85010177534 2092.1798836371 949.750600312625 774.178102787076 1251.8455529292 866.070581245132 5709 3854 4602 3877 1275 1001 3375 1194 -Hgd 6.1563594319405 3.3051855066134 25.8054782137686 3.776151667588e-07 3.84695451135527e-06 0.625414653477864 137 20.7025510189157 2.45031621451491 37.8118985715013 3.23783319624003 0 0.773404698088987 0 0 55 4 71 6 0 1 0 0 -Mir30e -1.85723201668611 13.6073354406477 25.4678357159928 4.49819843898125e-07 4.54198621139612e-06 0.121988367526065 186796 5967.60443370709 6574.19840354351 2870.50891972383 6182.10284935429 17494.7785089744 16148.690096098 28479.0226826382 16115.8761927172 15854 10732 5390 11456 23486 20880 76780 22218 -Mir30b -1.34107822414692 9.39851902833947 25.3163005367251 4.86579335958129e-07 4.8700615993704e-06 0.0650633323488782 10011 494.602764342823 430.030495647367 238.055192414945 363.176956844923 907.291161710413 860.799428973042 1254.07105613441 843.584661631565 1314 702 447 673 1218 1113 3381 1163 -Mir144 -2.55785018805589 10.1640960703833 24.5353302610081 7.29596930339336e-07 7.23887041319289e-06 0.227712790159503 13709 272.144443394111 286.686997098245 177.343129919858 597.380224706285 2855.21102039082 1869.31915528108 389.463060911307 2740.38078387279 723 468 333 1107 3833 2417 1050 3778 -Mir324 -2.28424718120018 4.17315991586526 23.9323140747965 9.97827456151237e-07 9.81483730576346e-06 0.151576006194663 248 3.76410018525741 3.06289526814364 8.52099122738058 8.09458299060006 31.2859021279453 23.2021409426696 36.3498856850553 23.211271859166 10 5 16 15 42 30 98 32 -Mir328 -1.36751360079392 7.40878077961745 23.8145973935344 1.06074962080877e-06 1.03445753619043e-05 0.0692261870455037 2362 114.428645631825 92.4994370979379 66.5702439639108 104.689940011761 297.21607021548 211.912887276382 203.633543276483 265.478921889211 304 151 125 194 399 274 549 366 -Taf1d 1.59487824983541 6.5338407262267 23.4453936800637 1.28510058178821e-06 1.24262691849182e-05 0.0919378143797076 1421 134.378376613689 106.588755331399 181.603625533549 124.116939189201 39.4798288757405 43.3106630929833 57.8630833353942 39.1690212623426 357 174 341 230 53 56 156 54 -Mirlet7b -1.08960892589461 9.41902411828326 23.4221409471161 1.30072801904636e-06 1.2471686300268e-05 0.0467359778440644 10012 480.299183638845 481.48713615218 348.828078370892 438.186759224483 1000.40396566263 795.060029635478 1106.44601018898 818.922685281201 1276 786 655 812 1343 1028 2983 1129 -Snord72 1.83779702132032 5.33493032320198 23.2713228050061 1.40682046673181e-06 1.33765179378417e-05 0.112824081350989 603 59.8491929455928 62.4830634701303 65.5051200604882 54.5035254700404 15.6429510639726 18.5617127541357 21.1422804494709 11.605635929583 159 102 123 101 21 24 57 16 -Mir141 2.88915086991569 5.67544057110177 23.2108537994482 1.45175647773815e-06 1.36897036454482e-05 0.279514947463099 835 181.806038947933 73.5094864354474 22.9001639235853 64.2170250587605 16.3878534955904 13.1478798675128 5.56375801301867 11.605635929583 483 120 43 119 22 17 15 16 -Proc 7.21629473958689 2.70683026697518 22.9043042488944 1.70270146697476e-06 1.59244456870345e-05 0.796393393323758 83 10.5394805187207 1.22515810725746 26.6280975855643 1.61891659812001 0 0 0 0 28 2 50 3 0 0 0 0 -Mir99b -2.23913504318397 11.5020751055957 22.0783948637961 2.61739093423791e-06 2.42800248452476e-05 0.199042770144399 35086 956.834267092433 1235.57195116914 602.327567385465 1262.21530766757 7677.7093626841 5160.92955034781 1038.93907963102 5277.66293897787 2542 2017 1131 2339 10307 6673 2801 7276 -Mir34a -2.07114523247407 3.75691724165632 21.961565698742 2.78165502995287e-06 2.55957128159373e-05 0.123060595589901 180 4.51692022230889 3.67547432177237 5.32561951711286 5.93602752644005 18.6225607904436 20.8819268484026 22.6259492529426 20.3098628767703 12 6 10 11 25 27 61 28 -Mir181b-1 -5.48921274049575 1.27181133630627 21.9354116154913 2.81982280976034e-06 2.57393426074924e-05 0.242122526338113 19 0 0 0 0 3.72451215808872 3.09361879235595 1.85458600433956 3.62676122799469 0 0 0 0 5 4 5 5 -Gm6307 -4.39870684316405 2.18858336553985 21.7305852165356 3.13748994928966e-06 2.84117145407897e-05 0.370895152041695 52 0 0 0 1.07927773208001 4.46941458970647 4.64042818853392 10.7565988251694 6.52817021039044 0 0 0 2 6 6 29 9 -Mir221 -1.07812210165087 8.58912556756594 21.663166046321 3.24971783399815e-06 2.91962838471802e-05 0.0488937958816463 5659 293.976224468604 234.005198486174 197.580484084887 262.264488895442 548.993092102278 473.32367523046 625.366400663298 438.112756341758 781 382 371 486 737 612 1686 604 -Mtmr2 -2.22116729273076 5.29859867913154 21.4813923350997 3.57278773873821e-06 3.18480532023461e-05 0.184322775413225 580 7.52820037051481 9.18868580443092 22.9001639235853 14.5702493830801 49.9084629183889 54.9117335643181 102.373147439544 44.2464869815352 20 15 43 27 67 71 276 61 -Mir30d -1.5700505645796 13.4267132944328 21.4496924092332 3.63234285499244e-06 3.21279317639253e-05 0.105319950550229 161730 6034.9818270232 6672.21105212411 3115.48741751102 6369.89717473621 15507.3788214182 14583.3189871659 21344.8012411448 14456.9956070324 16033 10892 5850 11804 20818 18856 57546 19931 -Mir17hg 1.27210083938303 13.2259422744804 21.2189407216706 4.09695720946436e-06 3.59586782769142e-05 0.0709557697736229 145451 12165.5717987519 14813.3866748499 13237.3598717357 13978.8051859003 5533.13526205661 5174.07743021532 5994.39288322631 5737.5362626876 32320 24182 24856 25904 7428 6690 16161 7910 -1700003L19Rik -5.6106648861221 1.40157648597084 21.0598947754594 4.45148145598171e-06 3.8772063673856e-05 0.34919246441115 23 0 0 0 0 3.72451215808872 3.09361879235595 4.45100641041494 1.45070449119788 0 0 0 0 5 4 12 2 -Mir92-1 1.27208728155686 13.225932249746 20.83739364254 4.99972167212147e-06 4.32172911203833e-05 0.0722548060893577 145450 12165.5717987519 14813.3866748499 13236.827309784 13978.8051859003 5533.13526205661 5174.07743021532 5994.39288322631 5737.5362626876 32320 24182 24855 25904 7428 6690 16161 7910 -Dcaf11 4.49868505204508 3.00449999491973 20.7186493289855 5.31953836084826e-06 4.5636039622014e-05 0.492589105168061 105 11.668710574298 3.67547432177237 30.3560312475433 4.31711092832003 0.744902431617745 0.773404698088987 0 0.725352245598938 31 6 57 8 1 1 0 1 -Rpph1 1.90981175506483 4.84751487377934 20.6554906053639 5.49792966032868e-06 4.64021174764464e-05 0.132837721736145 430 47.0512523157176 29.4037945741789 54.8538810262625 39.9332760869603 7.44902431617745 11.6010704713348 14.8366880347165 10.8802836839841 125 48 103 74 10 15 40 15 -Snord66 1.12262396819469 8.16257105022181 20.6553802578075 5.4982465330068e-06 4.64021174764464e-05 0.0548575342939167 4212 332.746456376755 424.517284164709 429.777495031008 375.588650763843 198.888949241938 217.326720163005 126.11184829509 176.985947926141 884 693 807 696 267 281 340 244 -Mir186 -1.32751183499243 10.3693859127252 20.6440640284678 5.53083959403743e-06 4.64021174764464e-05 0.0788254366048164 18235 766.747207736934 878.438362903596 393.030720362929 976.206708666368 2193.73766111426 1868.54575058299 1537.45179759749 1966.42993781872 2037 1434 738 1809 2945 2416 4145 2711 -Mirlet7i -1.2364401524856 10.7623495817031 20.5423256221769 5.83271615690353e-06 4.85775849272039e-05 0.0690881136567856 26242 950.435296777495 923.156633818493 1190.27596207472 1074.42098228565 2244.39102646426 1862.35851299828 3632.76306530032 2008.50036806346 2525 1507 2235 1991 3013 2408 9794 2769 -Mir1960 -3.97365882122652 1.82974168570486 19.7765382288987 8.70446207821658e-06 7.19695016756892e-05 0.280749037728032 36 0 0 0.532561951711286 0.539638866040004 4.46941458970647 5.41383288662291 5.56375801301867 4.35211347359363 0 0 1 1 6 7 15 6 -Atf5 6.49323151909569 2.13557412776247 19.5695873517246 9.70010812448817e-06 7.96246285614461e-05 0.721655869823689 50 6.39897031493759 0.612579053628728 14.3791726962047 2.69819433020002 0 0 0 0 17 1 27 5 0 0 0 0 -Fth1 4.14496388894127 5.33212345411694 19.1785400481495 1.19044197305957e-05 9.64262475979363e-05 0.631358500400612 625 74.5291836680967 4.2880533754011 199.710731891732 9.71349958872008 5.95921945294196 3.09361879235595 4.08008920954702 2.90140898239575 198 7 375 18 8 4 11 4 -Mir34b -4.03579710334285 2.21737061689032 19.1766918105239 1.19159517189387e-05 9.64262475979363e-05 0.403917173085682 54 1.12923005557722 0 0 0 5.95921945294196 4.64042818853392 11.4984332269053 4.35211347359363 3 0 0 0 8 6 31 6 -Sqrdl 5.07655377009124 2.95301443223245 19.0197609962124 1.29371700289865e-05 0.000103952894387842 0.680717391054184 102 13.1743506484009 2.45031621451491 30.8885931992546 1.61891659812001 0.744902431617745 0 0.370917200867911 0 35 4 58 3 1 0 1 0 -Snord45c 1.44321991537432 6.54590578991927 18.6575664781608 1.56425254729065e-05 0.000124812038913191 0.0960670276442597 1427 121.580435983814 129.86675936929 171.484948451034 114.403439600481 42.4594386022115 37.8968302063604 70.4742681649032 44.9718392271341 323 212 322 212 57 49 190 62 -Mirlet7d -1.15886915037986 10.1553667280072 18.6087995722785 1.60478094787541e-05 0.00012715660149485 0.0670472588577238 16847 796.860009218993 805.541455521777 424.451875513895 793.269133078806 1551.63176505976 1334.1231042035 2002.95288468672 1407.18335646194 2117 1315 797 1470 2083 1725 5400 1940 -Mir137 5.73150408678226 1.59255424435437 18.5911172800407 1.61973519549994e-05 0.000127456404004513 0.43564853832054 29 4.89333024083463 4.90063242902982 1.06512390342257 3.23783319624003 0 0 0 0 13 8 2 6 0 0 0 0 -Cyp2d13 6.27388109297313 1.9910175584115 18.560760099188 1.64573600916185e-05 0.000128615396332443 0.695708126873314 44 7.15179035198907 0.612579053628728 10.6512390342257 2.15855546416002 0 0 0 0 19 1 20 4 0 0 0 0 -Mir292 6.1363622651286 1.90737366632213 18.3724353131474 1.81667163349482e-05 0.000141008322028407 0.645863676666485 41 9.41025046314352 4.90063242902982 0.532561951711286 3.77747206228003 0 0 0 0 25 8 1 7 0 0 0 0 -Mir320 -1.417807675918 6.77936159714582 18.1473156304664 2.0445743283858e-05 0.000157625628965419 0.0970223952510303 1651 68.5066233716848 64.9333796846452 42.6049561369029 60.9791918625205 135.57224255443 127.611775184683 238.499760158067 130.563404207809 182 106 80 113 182 165 643 180 -Mir190 -2.06186671147307 3.5998220294058 18.0095366523899 2.19801077073476e-05 0.000168317469087809 0.152993290679203 163 3.76410018525741 5.51321148265855 2.66280975855643 5.39638866040004 14.8980486323549 14.6946892636907 24.1096180564142 18.1338061399734 10 9 5 10 20 19 65 25 -Eci2 6.9439041935401 2.48959191851546 17.7164311100808 2.56402263684653e-05 0.000195036655242793 1.07311229890853 69 9.41025046314352 1.83773716088618 21.8350400201627 0 0 0 0 0 25 3 41 0 0 0 0 0 -Gm10768 6.67795356804963 2.30119145986701 17.5669627862943 2.77365422621582e-05 0.000209585395504123 0.965376367909245 59 9.78666048166926 0 15.4442965996273 2.15855546416002 0 0 0 0 26 0 29 4 0 0 0 0 -0610005C13Rik 4.33430685796486 3.22549471895908 17.528736488906 2.82997915388519e-05 0.000211677617768981 0.608471609830426 126 15.0564007410296 3.67547432177237 37.27933661979 3.23783319624003 0 1.54680939617797 0 1.45070449119788 40 6 70 6 0 2 0 2 -Snord16a 2.55193916819329 4.59154279853516 17.5230560550307 2.83844658358056e-05 0.000211677617768981 0.28427207875085 368 51.1917625195007 14.7018972870895 69.2330537224672 16.1891659812001 3.72451215808872 3.86702349044493 10.7565988251694 6.52817021039044 136 24 130 30 5 5 29 9 -Tmem205 4.17237062275844 3.00561070371572 17.2103088150022 3.34615654181685e-05 0.000247919780143703 0.565035895321497 106 13.1743506484009 2.45031621451491 30.3560312475433 3.23783319624003 1.48980486323549 0 0.370917200867911 0.725352245598938 35 4 57 6 2 0 1 1 -Snord4a 1.53801116007182 6.21817544635495 17.0751119198907 3.59300928476077e-05 0.000264491844768519 0.118420243440335 1151 121.95684600234 120.065494511231 87.8727220323622 103.071023413641 37.2451215808872 30.1627832254705 57.4921661345263 22.4859196135671 324 196 165 191 50 39 155 31 -Mir3107 -1.51664159875239 10.2873979799643 16.9393352070726 3.85935213362642e-05 0.000282276973363317 0.124378994027959 16873 296.987504616809 380.41159230344 1067.78671318113 843.995186486567 1945.68515138555 2140.78420431032 1468.46119823606 1853.27498750529 789 621 2005 1564 2612 2768 3959 2555 -Mir486 -1.51664148007241 10.2873979799643 16.9213390276156 3.89611278839383e-05 0.000283150617296647 0.12451180641996 16873 296.987504616809 380.41159230344 1067.78671318113 843.995186486567 1945.68515138555 2140.78420431032 1468.46119823606 1853.27498750529 789 621 2005 1564 2612 2768 3959 2555 -Snhg1 0.980597513898155 11.2837096888593 16.9017689204076 3.9364881274721e-05 0.000284274237559853 0.053394852582613 37837 3080.91600163319 3546.83272051034 3449.93632318571 3151.49097767362 1696.1428367936 1460.9614746901 1889.82313842201 1655.97917670237 8185 5790 6478 5840 2277 1889 5095 2283 -Mir674 -1.82542509565834 4.82285792788346 16.8672226859914 4.00879026718801e-05 0.000287674823576196 0.155466064049001 392 9.41025046314352 13.476739179832 5.85818146882415 19.9666380434802 51.3982677816244 34.0298067159154 48.9610705145643 37.7183167711448 25 22 11 37 69 44 132 52 -2610019E17Rik 1.62113501139589 5.89267132002437 16.8268839421272 4.09490701665377e-05 0.000292018056625122 0.131012768408947 892 93.3496845943837 120.065494511231 52.191071267706 83.6440242362007 33.5206094227985 17.0149033579577 31.8988792746404 30.4647943151554 248 196 98 155 45 22 86 42 -Mir291a 5.48313063221466 1.42869805781767 16.6950162643579 4.3896163749103e-05 0.000311090203961035 0.431873205787426 24 3.76410018525741 4.90063242902982 2.13024780684514 1.07927773208001 0 0 0 0 10 8 4 2 0 0 0 0 -Sra1 5.14603544431495 1.23718853524288 16.6688737955746 4.45052776064607e-05 0.000313460010796121 0.248666331699246 19 2.63487012968019 1.22515810725746 2.13024780684514 3.23783319624003 0 0 0 0 7 2 4 6 0 0 0 0 -Mir741 4.35308428126377 1.81656232793202 16.6316520890867 4.53872281396331e-05 0.000317710596977432 0.378055298017873 36 3.76410018525741 6.73836958991601 2.13024780684514 5.39638866040004 0 0 0 0.725352245598938 10 11 4 10 0 0 0 1 -Mir298 -3.94434405607657 1.83139145353586 16.2612707580985 5.51803674392698e-05 0.000383907312489066 0.404281561845252 37 0.376410018525741 0 0.532561951711286 0 4.46941458970647 1.54680939617797 7.41834401735823 5.07746571919256 1 0 1 0 6 2 20 7 -Snord95 0.989879144168835 7.77978008095288 16.1799162941365 5.76015911964601e-05 0.000398323730637339 0.0541336309621113 3258 266.498293116224 295.875682902676 359.479317405118 239.599656521762 161.643827661051 150.813916127352 120.919007482939 152.323971575777 708 483 675 444 217 195 326 210 -Gm16596 -4.82899955725277 0.942786439456933 16.1147635150582 5.96174681092608e-05 0.00040978030790763 0.179133307406571 12 0 0 0 0 2.23470729485323 2.32021409426696 1.11275160260373 2.17605673679681 0 0 0 0 3 3 3 3 -Mir30c-1 -1.42220731103062 5.71194886484988 16.0808033155748 6.06962010242324e-05 0.000414696798614666 0.104647032731209 732 29.7363914635335 31.2415317350651 18.639668309895 32.9179708284403 75.2351455933922 68.8330181299198 74.5543573744502 83.4155082438778 79 51 35 61 101 89 201 115 -Gm6313 -5.00777668793873 1.0694402308709 16.0312293765269 6.23062443958007e-05 0.000423163243188146 0.321640336921677 15 0 0 0 0 1.48980486323549 0.773404698088987 2.96733760694329 2.90140898239575 0 0 0 0 2 1 8 4 -2310001H17Rik 3.58428400419001 2.24442690645195 16.0087482840433 6.30504665559748e-05 0.000425683919173771 0.352731951590502 54 4.89333024083463 5.51321148265855 7.45586732395801 8.09458299060006 0 0 0 2.17605673679681 13 9 14 15 0 0 0 3 -Mir96 5.47281455868966 1.42720958953438 15.9699177176296 6.43570490236034e-05 0.000431949370211361 0.481958755619846 24 3.76410018525741 3.67547432177237 0.532561951711286 3.77747206228003 0 0 0 0 10 6 1 7 0 0 0 0 -Mir680-2 2.81016620132679 3.29905245912823 15.7957708667004 7.05600497170873e-05 0.000470812963316939 0.316057949871155 134 18.820500926287 10.4138439116884 23.9652878270079 4.85674979436004 1.48980486323549 4.64042818853392 1.48366880347165 0.725352245598938 50 17 45 9 2 6 4 1 -Ank1 -1.51817010474615 11.2887123048386 15.6854094796533 7.47989553557263e-05 0.000496195395702812 0.13487533441033 33776 594.72782927067 760.82318460688 2135.57342636226 1687.99037297313 3895.83971736081 4287.75564620534 2939.88973407906 3710.90208848417 1580 1242 4010 3128 5230 5544 7926 5116 -Mir466f-3 3.55526593924808 3.27987930172684 15.6391420081383 7.66514180624486e-05 0.000505544901787594 0.509611720321542 134 19.9497309818643 2.45031621451491 33.551402957811 3.23783319624003 1.48980486323549 0.773404698088987 1.11275160260373 1.45070449119788 53 4 63 6 2 1 3 2 -0610012G03Rik 5.00676582631102 1.15611396657999 15.530372952363 8.11902004511487e-05 0.000532402406406671 0.240935839917648 17 2.25846011115444 2.45031621451491 2.66280975855643 1.07927773208001 0 0 0 0 6 4 5 2 0 0 0 0 -Snord68 0.989292536167865 8.90764960433738 15.5173650378478 8.1750800727989e-05 0.000533015220746488 0.0581570170871918 7303 618.818070456318 793.289874449203 428.712371127585 706.926914512406 342.655118544163 273.011858425412 393.172232919986 272.732444345201 1644 1295 805 1310 460 353 1060 376 -4930581F22Rik 4.27156743666297 1.71729906230074 15.4593377301288 8.42994173468423e-05 0.000546509290867881 0.399514955315848 33 3.76410018525741 1.83773716088618 6.92330537224672 3.23783319624003 0 0 0.370917200867911 0 10 3 13 6 0 0 1 0 -5033403H07Rik 5.38958220722563 1.38689805853691 15.3941037017686 8.72601528030977e-05 0.000562507538691155 0.482746552955507 23 4.14051020378315 3.67547432177237 2.66280975855643 0.539638866040004 0 0 0 0 11 6 5 1 0 0 0 0 -Mir433 -5.31891415355212 1.18068438167062 15.3143696998344 9.10214898238634e-05 0.000583457976904653 0.571659773495034 17 0 0 0 0 0.744902431617745 1.54680939617797 1.85458600433956 6.52817021039044 0 0 0 0 1 2 5 9 -6430411K18Rik -5.31898602947628 1.18068438167062 15.2786060675236 9.27611815591187e-05 0.000591287755077958 0.575163809877839 17 0 0 0 0 0.744902431617745 1.54680939617797 1.85458600433956 6.52817021039044 0 0 0 0 1 2 5 9 -Snord96a 1.65074855113939 5.01694571714347 15.1383854857617 9.99110425328543e-05 0.000633324997388816 0.142886838852154 487 54.5794526862324 43.4931128076397 56.4515668813963 31.8386930963603 11.9184389058839 17.0149033579577 20.771363248603 8.70422694718725 145 71 106 59 16 22 56 12 -0610008F07Rik 4.18322641944353 1.74022139632347 15.1119581190244 0.000101319449264228 0.000638704373538586 0.383719723622995 34 6.02256029641185 4.90063242902982 2.66280975855643 2.15855546416002 0 0 0 0.725352245598938 16 8 5 4 0 0 0 1 -Mir140 -0.905645435634997 9.50028014617901 15.0575607497806 0.00010428168907722 0.000653765973830266 0.0507121622460675 10795 484.439693842628 490.675821956611 590.611204447816 448.439897679244 897.607430099383 764.123841711919 1264.82765495958 844.310013877164 1287 801 1109 831 1205 988 3410 1164 -Mir335 -1.25689536136848 6.59119460371351 14.9900172305403 0.000108081424394775 0.00067388472805704 0.0919145204755972 1318 51.9445825565522 61.8704844165015 38.3444605232126 74.4701635135206 137.806949849283 157.001153712064 106.082319448223 141.443687891793 138 101 72 138 185 203 286 195 -Snord85 1.21430476296077 9.97163100567366 14.9124147548382 0.000112619412319933 0.00069836276878828 0.0916728433819757 15092 1431.86371047192 1866.52837640673 603.392691288887 1703.10026122225 678.606115203766 569.999262491583 527.44425963417 639.760680618263 3804 3047 1133 3156 911 737 1422 882 -Mir379 -1.98693138794789 3.52549029901841 14.8645627772622 0.000115512771037368 0.000712432820289931 0.180514962112543 153 7.52820037051481 4.2880533754011 2.66280975855643 2.15855546416002 17.8776583588259 17.7883080560467 18.9167772442635 13.7816926663798 20 7 5 4 24 23 51 19 -Szrd1 3.20852229010042 3.03194188498701 14.7343089953945 0.000123773327982767 0.000759276167894284 0.427352461408969 108 15.0564007410296 9.80126485805965 21.3024780684514 2.15855546416002 2.97960972647098 0 0.741834401735823 1.45070449119788 40 16 40 4 4 0 2 2 -Nlrp5-ps 6.02479033821633 1.76058511619188 14.6521789319319 0.000129285097955809 0.000788846506778492 0.929223769231584 34 1.8820500926287 0.612579053628728 13.3140487927822 1.61891659812001 0 0 0 0 5 1 25 3 0 0 0 0 -1810032O08Rik 1.46628843609504 5.73136564110542 14.6032273519962 0.000132687109680273 0.00080529783055953 0.123100288809718 801 85.8214842238689 102.913281009626 59.1143766399528 55.0431643360804 22.3470729485323 30.1627832254705 34.4952996807158 21.7605673679681 228 168 111 102 30 39 93 30 -Snord11 1.72236032842588 4.71267404974487 14.4680458451611 0.000142557450576341 0.000860624609034947 0.159847628420344 399 56.4615027788611 36.142164164095 28.2257834406982 29.1404987661602 5.95921945294196 10.8276657732458 17.4331084407918 10.1549314383851 150 59 53 54 8 14 47 14 -Pex16 4.0919986309039 1.61895141087055 14.386648287154 0.000148854022265053 0.000893907575812767 0.376794820416454 30 4.51692022230889 1.22515810725746 3.727933661979 4.31711092832003 0 0 0.370917200867911 0 12 2 7 8 0 0 1 0 -Wwp1 3.32761586941588 3.13833576618806 13.7929030523268 0.000204105779908009 0.00121929159620439 0.511067660815561 118 15.0564007410296 2.45031621451491 29.823469295832 5.39638866040004 0 1.54680939617797 0.741834401735823 2.90140898239575 40 4 56 10 0 2 2 4 -Mir126 -1.38180595947416 14.9145270773775 13.7738794325892 0.000206183091772303 0.0012252859776677 0.128384348404226 420720 17829.7897575273 20099.3313286122 9448.71414726164 21137.654382787 52266.8240168907 45868.3124295635 32864.3767484995 47549.0157557472 47368 32811 17742 39170 70166 59307 88603 65553 -Mir3057 -1.69692652181498 4.22362759071507 13.7436003986248 0.000209533480161462 0.00123874456406336 0.156101631686875 244 7.90461038904056 15.3144763407182 4.79305756540158 6.47566639248005 27.5613899698566 32.4829973197374 20.0295288468672 31.9154988063533 21 25 9 12 37 42 54 44 -4833418N02Rik 1.89246300895627 3.64367143451302 13.6807235071753 0.000216667113856488 0.00127431534489821 0.173547254179735 170 12.7979406298752 17.1522135016044 27.1606595372756 13.4909716510001 6.7041218845597 2.32021409426696 5.19284081215076 4.35211347359363 34 28 51 25 9 3 14 6 -Mir1843 1.06190995123409 7.5122757672409 13.5685659962442 0.000230005030439204 0.0013458243063135 0.0747430081119079 2782 197.238849707488 236.455514700689 313.678989557948 232.584351263242 108.755755016191 102.862824845835 167.654574792296 87.7676217174715 524 386 589 431 146 133 452 121 -Scarna3b 1.06012675870514 7.51340094202251 13.5373298162888 0.00023386488544015 0.00136142772595516 0.0746687570361004 2784 197.615259726014 236.455514700689 313.678989557948 232.584351263242 108.755755016191 103.636229543924 167.654574792296 87.7676217174715 525 386 589 431 146 134 452 121 -AW495222 5.70358294256303 2.93735738560613 13.2417244298067 0.000273785921073402 0.00158573470022717 1.28500704559326 101 13.5507606669267 0 33.551402957811 0.539638866040004 0 0 0 0.725352245598938 36 0 63 1 0 0 0 1 -Mir511 1.76477775109944 3.71610146206419 12.9739093492132 0.000315861803070706 0.00182019352173574 0.160217213624345 183 21.4553710559672 21.4402668770055 10.1186770825144 19.4269991774402 5.21431702132421 6.96064228280088 5.93467521388658 2.90140898239575 57 35 19 36 7 9 16 4 -Mir1950 3.68940545204489 2.63577448851093 12.896484044671 0.000329199965254606 0.00188752341887189 0.607354523856925 78 10.5394805187207 2.45031621451491 20.7699161167402 1.61891659812001 0 1.54680939617797 0.370917200867911 0.725352245598938 28 4 39 3 0 2 1 1 -Snord47 1.85447163792527 4.20277051282992 12.877014613463 0.000332642446553782 0.00189772515758933 0.201323725424977 277 45.1692022230889 18.9899506624906 26.095535633853 13.4909716510001 3.72451215808872 6.18723758471189 10.7565988251694 7.25352245598938 120 31 49 25 5 8 29 10 -AI506816 4.52350150257814 0.921139908919757 12.848717845434 0.000337710560407054 0.00191705347972362 0.129184374755993 12 1.50564007410296 1.22515810725746 2.13024780684514 1.07927773208001 0 0 0 0 4 2 4 2 0 0 0 0 -Snord1a 1.63910167372071 4.02238336484839 12.8221432117565 0.000342541121258124 0.00193484861067089 0.1477023296062 230 23.3374211485959 33.0792688959513 17.0419824547612 16.7288048472401 5.21431702132421 6.96064228280088 10.0147644234336 5.8028179647915 62 54 32 31 7 9 27 8 -Gm16157 5.30927238982004 1.34792882149269 12.771094923717 0.000352016726297873 0.00197857677195011 0.711879772823525 22 4.14051020378315 3.06289526814364 3.19537171026772 0 0 0 0 0 11 5 6 0 0 0 0 0 -Phyhd1 5.23960166659277 1.28258631948388 12.761734288476 0.000353782722124899 0.0019787553232574 0.660971832490644 20 1.8820500926287 0.612579053628728 6.39074342053543 1.07927773208001 0 0 0 0 5 1 12 2 0 0 0 0 -Sec16b 5.0670703954575 2.2681415176373 12.7482346070013 0.000356345346237498 0.00198336604905846 1.01651406350117 57 8.2810204075663 0 16.5094205030499 1.61891659812001 0 0 0.370917200867911 0 22 0 31 3 0 0 1 0 -D830005E20Rik -4.39448068938813 0.771304509662565 12.7122700604847 0.000363264195301064 0.00201206042154619 0.141933620715364 9 0 0 0 0 2.23470729485323 1.54680939617797 1.11275160260373 0.725352245598938 0 0 0 0 3 2 3 1 -Mir297c -5.46028214667453 1.16310624569704 12.6858246432756 0.000368438065669653 0.00203085909627572 0.98423436642105 16 0 0 0 0 5.21431702132421 4.64042818853392 0 2.17605673679681 0 0 0 0 7 6 0 3 -Mir210 -1.55181848254692 5.30748652269599 12.6346249640967 0.000378667171342058 0.00207720789664081 0.160090784081351 592 26.3487012968019 12.2515810725746 19.7047922133176 19.4269991774402 60.3370969610373 34.8032114140044 90.5037970117704 42.7957824903373 70 20 37 36 81 45 244 59 -Snord43 1.0724635094025 7.57752500010569 12.5209323640319 0.000402418025745375 0.00217646953900115 0.0831700356050766 2975 250.689072338143 271.985099811155 268.411223662488 236.361823325522 90.1331942257471 92.8085637706784 201.037122870408 101.549314383851 666 444 504 438 121 120 542 140 -Chka 5.16699807309474 1.27093683631409 12.5079968264951 0.00040521383696247 0.00217646953900115 0.646760843961031 20 3.38769016673167 0.612579053628728 4.79305756540158 0.539638866040004 0 0 0 0 9 1 9 1 0 0 0 0 -Meg3 -4.82330172761411 0.937921787971393 12.5028578410907 0.000406329978523492 0.00217646953900115 0.528764555179598 12 0 0 0 0 2.97960972647098 3.09361879235595 1.48366880347165 0 0 0 0 0 4 4 4 0 -Pknox1 4.89944680170079 1.10919918577088 12.496528888137 0.000407708833339551 0.00217646953900115 0.448595704681969 16 2.25846011115444 1.22515810725746 3.727933661979 0.539638866040004 0 0 0 0 6 2 7 1 0 0 0 0 -Snhg12 1.14167877936141 8.41345066353433 12.4958643239978 0.00040785389192246 0.00217646953900115 0.0959907545464561 5403 479.169953583268 496.801612492898 491.022119477806 400.951677467723 173.562266566935 139.212845656018 386.866640505231 143.61974462859 1273 811 922 743 233 180 1043 198 -BC024386 5.8839804957065 1.74985172014701 12.4942464278731 0.00040820725797217 0.00217646953900115 1.15280541507025 35 7.52820037051481 0.612579053628728 7.45586732395801 0 0 0 0 0 20 1 14 0 0 0 0 0 -Clip4 -4.61840308730762 0.83639259989645 12.468097368021 0.000413961525770984 0.00219688419025438 0.351654560530334 10 0 0 0 0 0.744902431617745 3.09361879235595 0.741834401735823 2.17605673679681 0 0 0 0 1 4 2 3 -Mir5109 2.53995860641125 6.27289124905161 12.3774719523889 0.000434545111972646 0.00229544431833699 0.437367055362434 1282 206.272690152106 24.5031621451491 254.564612917995 24.8233878378402 21.6021705169146 9.28085637706784 39.3172232919986 16.6831016487756 548 40 478 46 29 12 106 23 -Mir340 1.07425135199083 8.56601383462481 12.3150626029681 0.000449317640241304 0.00236254114062363 0.0864547028702847 5906 452.821252286466 452.083341578001 734.935493361575 407.427343860203 214.531900305911 184.070318145179 392.43039851825 178.436652417339 1203 738 1380 755 288 238 1058 246 -Gm15787 4.81965375867379 1.03182680206019 12.2510725211142 0.000464990815436558 0.00243373633217024 0.406167431652228 14 0.752820037051481 3.67547432177237 1.06512390342257 2.15855546416002 0 0 0 0 2 6 2 4 0 0 0 0 -Mir878 4.64926579956119 0.974349957697144 12.1747184405386 0.000484416112234324 0.00252383006419801 0.291223458606252 13 1.12923005557722 0.612579053628728 2.66280975855643 2.15855546416002 0 0 0 0 3 1 5 4 0 0 0 0 -Mir668 -3.52129994082869 1.08090432140149 12.1407472953393 0.000493320047462953 0.00255853715525104 0.207929799163583 15 0.376410018525741 0 0 0 2.97960972647098 1.54680939617797 1.85458600433956 2.17605673679681 1 0 0 0 4 2 5 3 -Tardbp 3.26639735890803 2.17673793517601 12.0648228191212 0.000513821930353412 0.00265280915173413 0.464336478347039 52 6.77538033346333 4.2880533754011 10.6512390342257 1.61891659812001 0 0.773404698088987 1.11275160260373 0 18 7 20 3 0 1 3 0 -Snhg8 1.68922702390604 3.59241000016082 12.0323448532091 0.000522852596989171 0.00268727393317407 0.153879783915183 164 15.8092207780811 22.0528459306342 10.1186770825144 17.8080825793201 5.21431702132421 3.86702349044493 5.19284081215076 5.8028179647915 42 36 19 33 7 5 14 8 -D830015G02Rik -4.00371870378144 1.28556444411428 11.8850471165561 0.000565863940687806 0.0028952948714116 0.531321627547746 19 0 0 0 0.539638866040004 2.23470729485323 3.86702349044493 0.741834401735823 5.8028179647915 0 0 0 1 3 5 2 8 -Mir450b -1.669966329175 3.92884750600962 11.8198719908045 0.000586018888662336 0.00298503371412377 0.172866406803916 205 6.39897031493759 11.6390020189458 2.13024780684514 7.55494412456006 25.3266826750033 20.8819268484026 24.8514524581501 16.6831016487756 17 19 4 14 34 27 67 23 -Mir98 -0.972268646438484 8.07481173834386 11.7905438404766 0.000595323414062094 0.00301895117975488 0.0735460143075853 4140 204.014230040951 156.820237728954 162.431395271942 201.824935898962 303.175289668422 273.785263123501 560.826807712282 282.887375783586 542 256 305 374 407 354 1512 390 -Fam120b 3.75131245111122 1.86837805067541 11.7409123378485 0.000611410447816025 0.00308681115468179 0.569615866289326 39 6.02256029641185 2.45031621451491 7.98842927566929 1.07927773208001 0 0 0.741834401735823 0 16 4 15 2 0 0 2 0 -Bmp1 3.66149432091536 1.8801824905183 11.665863530871 0.000636573890071191 0.00319969519194374 0.530656556816999 39 4.89333024083463 1.83773716088618 9.58611513080315 1.61891659812001 0 0.773404698088987 0.370917200867911 0 13 3 18 3 0 1 1 0 -Snora24 1.63741748625607 3.55764726367568 11.497464026246 0.00069691209253932 0.00348761709468142 0.149950706883842 160 15.8092207780811 20.215108769748 10.1186770825144 17.2684437132801 5.21431702132421 3.86702349044493 5.19284081215076 5.8028179647915 42 33 19 32 7 5 14 8 -1700001L05Rik 4.88144873590407 1.10745614758089 11.4650741302457 0.000709164020922668 0.00353343296014308 0.573423120149153 16 2.25846011115444 0 3.19537171026772 2.15855546416002 0 0 0 0 6 0 6 4 0 0 0 0 -2700038G22Rik -1.25849182157 5.88412568701528 11.4274331531451 0.000723675930059116 0.00359006189651066 0.119235436185093 872 33.8769016673167 35.5295851104662 36.2142127163675 31.2990542303202 80.4494626147164 77.3404698088987 119.435338679467 49.3239527007278 90 58 68 58 108 100 322 68 -Slc25a44 2.74553045634904 2.63138227225825 11.2881477473413 0.000780034653951903 0.00385289844224728 0.401109003764869 77 8.2810204075663 1.83773716088618 17.5745444064724 5.93602752644005 1.48980486323549 0.773404698088987 1.11275160260373 1.45070449119788 22 3 33 11 2 1 3 2 -Il15ra 3.00551920736734 2.65160751389579 11.2720227673552 0.000786839449484599 0.00386975780974969 0.509183428949874 78 6.77538033346333 8.57610675080219 18.1071063581837 2.15855546416002 1.48980486323549 0 2.22550320520747 0 18 14 34 4 2 0 6 0 -1810026B05Rik 4.75071736662571 1.05600706004695 11.1589298507598 0.00083628149491269 0.00409526689139648 0.515986885031515 15 3.01128014820593 0.612579053628728 2.66280975855643 0.539638866040004 0 0 0 0 8 1 5 1 0 0 0 0 -Mtfr1 3.73003225422435 1.91330931155963 11.1142371717879 0.000856675520466582 0.00417720841389902 0.613480486146352 40 3.76410018525741 1.22515810725746 11.7163629376483 2.15855546416002 0 0.773404698088987 0.370917200867911 0 10 2 22 4 0 1 1 0 -Def8 4.90789710047339 1.11114655162227 11.096533385925 0.000864892407824037 0.00419932866947756 0.649697634051271 16 1.8820500926287 0.612579053628728 4.79305756540158 0.539638866040004 0 0 0 0 5 1 9 1 0 0 0 0 -0610007N19Rik -1.91109645132926 3.00746728871961 11.0514352352139 0.00088618569914032 0.00428448255389451 0.213195586419926 104 3.76410018525741 1.22515810725746 3.19537171026772 3.23783319624003 12.6633413375017 8.50745167897886 15.5785224364523 7.25352245598938 10 2 6 6 17 11 42 10 -Mir222 -0.996993817462646 6.95463686071109 10.9709990222955 0.000925488536859068 0.00445562202766328 0.0807689646866884 1840 94.8553246684867 89.4365418297943 64.9725581087769 79.3269133078806 174.307168998552 128.385179882772 218.099314110332 134.190165435803 252 146 122 147 234 166 588 185 -1810008I18Rik 5.51339780558776 1.46232515362208 10.9112078435794 0.000955841823980723 0.00458241815614288 1.17648456256356 25 3.01128014820593 0 8.52099122738058 0.539638866040004 0 0 0 0 8 0 16 1 0 0 0 0 -Hspa13 4.5335645533697 0.923155569802891 10.8598794998719 0.000982700888940462 0.0046817828848222 0.364299931981324 12 1.12923005557722 0.612579053628728 3.19537171026772 1.07927773208001 0 0 0 0 3 1 6 2 0 0 0 0 -Tysnd1 4.67245989477327 0.97728986546695 10.8559756409294 0.000984774664642706 0.0046817828848222 0.482797884010873 13 0.752820037051481 0.612579053628728 3.727933661979 1.61891659812001 0 0 0 0 2 1 7 3 0 0 0 0 -Syce2 5.60456215929372 1.50299640923642 10.8209128992786 0.00100359992206734 0.00475148344845991 1.26696371509922 26 2.25846011115444 0 10.1186770825144 0.539638866040004 0 0 0 0 6 0 19 1 0 0 0 0 -4732471J01Rik 2.22905943203287 2.65196176434118 10.7525539076486 0.00104135513708647 0.00490986037775067 0.261444787615312 78 9.41025046314352 6.12579053628728 7.45586732395801 9.71349958872008 2.97960972647098 0 1.11275160260373 2.90140898239575 25 10 14 18 4 0 3 4 -Mir551b 4.26611873811836 0.813539566342934 10.7376057354544 0.00104980072958944 0.00492931124469773 0.146325189223804 10 1.50564007410296 1.22515810725746 0.532561951711286 1.61891659812001 0 0 0 0 4 2 1 3 0 0 0 0 -Trmt61b 4.96768908260398 1.18270780146598 10.7120164693483 0.0010644195900925 0.00497747029629319 0.773738385816363 18 4.14051020378315 1.22515810725746 2.66280975855643 0 0 0 0 0 11 2 5 0 0 0 0 0 -Mir128-2 -3.78373754460994 1.78339732783065 10.6675011607303 0.00109034315627492 0.00507788384208034 0.714609405506066 35 0 0.612579053628728 0 0.539638866040004 3.72451215808872 0 6.6765096156224 7.25352245598938 0 1 0 1 5 0 18 10 -Mir1b -3.85021280938264 1.37783937763947 10.6302574176847 0.00111252227563716 0.00516011348171545 0.5875434000809 23 0 0 0 0.539638866040004 1.48980486323549 0.773404698088987 5.93467521388658 2.17605673679681 0 0 0 1 2 1 16 3 -Mir1a-2 -3.85009338813086 1.37783937763947 10.6208757299766 0.00111818079763341 0.00516536149837945 0.588513644740939 23 0 0 0 0.539638866040004 1.48980486323549 0.773404698088987 5.93467521388658 2.17605673679681 0 0 0 1 2 1 16 3 -Snord34 1.90390608992052 3.05424390245224 10.5999961177142 0.00113087897509442 0.00519686244671008 0.214688193528694 110 12.7979406298752 12.8641601262033 7.98842927566929 10.2531384547601 2.97960972647098 2.32021409426696 4.82192361128285 0.725352245598938 34 21 15 19 4 3 13 1 -Mir218-1 -4.02966665256279 0.645094641469066 10.5947222820167 0.00113410933324348 0.00519686244671008 0.0535461111607123 7 0 0 0 0 0.744902431617745 0.773404698088987 1.11275160260373 1.45070449119788 0 0 0 0 1 1 3 2 -U05342 3.31281709881391 2.21106562280467 10.5202106383261 0.00118076025095335 0.00538898978535108 0.596379396994342 54 7.52820037051481 1.83773716088618 12.7814868410709 1.61891659812001 0 0.773404698088987 1.11275160260373 0 20 3 24 3 0 1 3 0 -Mir190b -2.97565754853409 1.252164062092 10.5071479244671 0.00118913651980964 0.00540559668965259 0.232689411631899 19 0 0.612579053628728 0 0.539638866040004 1.48980486323549 2.32021409426696 2.96733760694329 2.90140898239575 0 1 0 1 2 3 8 4 -Mir483 -4.04934244562863 0.651060211291411 10.4898498526861 0.00120032125582041 0.00543478790829798 0.0832379094928258 7 0 0 0 0 0.744902431617745 1.54680939617797 0.741834401735823 1.45070449119788 0 0 0 0 1 2 2 2 -Gm16023 4.53803195644533 2.35992965031332 10.4655844099125 0.00121619066761642 0.00548487569861792 1.15151574664551 61 5.64615027788611 0 21.8350400201627 1.61891659812001 0 0 0.741834401735823 0 15 0 41 3 0 0 2 0 -Snhg7 2.13792964635227 3.65141323422922 10.4572204775174 0.00122170967955348 0.00548807379673433 0.324086063919423 173 12.7979406298752 9.18868580443092 43.6700800403255 7.01530525852006 2.97960972647098 2.32021409426696 5.56375801301867 5.07746571919256 34 15 82 13 4 3 15 7 -Snord65 -2.14580419998559 4.72864529291437 10.2850879004778 0.00134109630909823 0.00600074858306307 0.371398200453088 320 10.9158905372465 10.4138439116884 10.1186770825144 8.09458299060006 55.1227799397131 69.6064228280088 2.96733760694329 49.3239527007278 29 17 19 15 74 90 8 68 -Schip1 -3.88047326506437 1.2021248273388 10.266705033868 0.00135452497117686 0.0060371601254406 0.618935763226322 17 0 0 0.532561951711286 0 4.46941458970647 4.64042818853392 0.370917200867911 2.17605673679681 0 0 1 0 6 6 1 3 -Mir3098 1.61240704288353 4.18647370891867 10.2460832253074 0.00136975126241499 0.00608126922340661 0.191902479688272 259 24.8430612226989 12.2515810725746 44.735203943748 18.8873603114001 8.93882917941294 11.6010704713348 7.41834401735823 5.07746571919256 66 20 84 35 12 15 20 7 -Bc1 1.71937890140519 6.08233428298449 10.2256826747664 0.00138498469802816 0.00612506798624082 0.251905498663074 1034 119.32197587266 32.4666898423226 206.101475312268 46.4089424794404 37.990024012505 34.0298067159154 19.2876944451314 31.9154988063533 317 53 387 86 51 44 52 44 -Snord123 -1.86495872183133 2.9794457728339 10.2155084134146 0.00139264597748347 0.00613517011702177 0.221948043620607 102 3.76410018525741 1.22515810725746 3.19537171026772 3.23783319624003 11.9184389058839 8.50745167897886 15.5785224364523 6.52817021039044 10 2 6 6 16 11 42 9 -Tmem41a 4.65538966305359 1.01032960633687 10.1935579633291 0.00140932126638837 0.00618475217288126 0.592503832690623 14 2.63487012968019 0 2.66280975855643 1.07927773208001 0 0 0 0 7 0 5 2 0 0 0 0 -Nagpa 2.97352460471784 1.43647698744846 10.0249506429243 0.00154433814628868 0.00675130201117006 0.269287136796875 24 2.25846011115444 3.06289526814364 3.727933661979 2.15855546416002 0.744902431617745 0 0.370917200867911 0 6 5 7 4 1 0 1 0 -Aes 3.23047856240698 3.06910239429643 9.97879758812414 0.00158353058690921 0.00689621526589085 0.724626715259297 113 15.4328107595554 0.612579053628728 31.4211551509659 1.61891659812001 0.744902431617745 0.773404698088987 1.85458600433956 1.45070449119788 41 1 59 3 1 1 5 2 -1810064F22Rik 4.64882868838756 1.00918245201978 9.93892927557888 0.00161819646190249 0.00702038845258839 0.634235826761283 14 3.01128014820593 1.22515810725746 2.13024780684514 0 0 0 0 0 8 2 4 0 0 0 0 0 -Cacnb2 -4.06302355816955 0.65099714984949 9.92842634511165 0.00162745612971598 0.00703381607578007 0.184783458472923 7 0 0 0 0 2.23470729485323 0.773404698088987 0.741834401735823 0.725352245598938 0 0 0 0 3 1 2 1 -Snora16a 1.50286567657067 4.93292122441817 9.91346035900646 0.00164074336699186 0.00706448370467063 0.18884377733825 464 45.5456122416146 26.953478359664 60.1795005433753 37.7747206228003 8.93882917941294 12.3744751694238 27.8187900650933 9.42957919278619 121 44 113 70 12 16 75 13 -Gm8883 4.91911838145189 1.11319601658003 9.89152843403226 0.00166041397844841 0.00712230206544977 0.886810026012311 16 1.50564007410296 0 5.32561951711286 1.07927773208001 0 0 0 0 4 0 10 2 0 0 0 0 -Zfp862 4.91910478654094 1.11319601658003 9.87749718644328 0.00167312367357036 0.00714994049267334 0.889880816099473 16 1.50564007410296 0 5.32561951711286 1.07927773208001 0 0 0 0 4 0 10 2 0 0 0 0 -Snord99 1.35178914626321 7.9464134418647 9.85562974243291 0.00169312831478341 0.00720843062376073 0.169702504284287 3970 350.437727247465 401.239280126817 355.751383743139 299.499570652202 93.8577063838358 61.8723758471189 314.166869135121 78.3380425246853 931 655 668 555 126 80 847 108 -A530013C23Rik 4.67075454704127 1.01144457530478 9.84837000626928 0.0016998230654676 0.00721003017731796 0.669417175490588 14 3.01128014820593 2.45031621451491 0 1.07927773208001 0 0 0 0 8 4 0 2 0 0 0 0 -Mir1249 -1.46196390939412 4.19931305895641 9.82633430101478 0.0017203085737606 0.00726989660244759 0.166204289312369 240 7.15179035198907 17.7647925552331 4.79305756540158 8.63422185664007 29.051194833092 30.1627832254705 19.2876944451314 26.8380330871607 19 29 9 16 39 39 52 37 -Gm10319 4.53304281290706 0.923052521660086 9.77251106903352 0.00177140354790803 0.00745819722569397 0.545741897178871 12 1.12923005557722 0.612579053628728 3.727933661979 0.539638866040004 0 0 0 0 3 1 7 1 0 0 0 0 -Mug-ps1 5.60817971617749 1.61849867045231 9.71926086467138 0.00182346835924321 0.00764918160991363 1.55477121145156 31 9.03384044461778 0 3.727933661979 0 0 0 0 0 24 0 7 0 0 0 0 0 -Gm16551 4.354131830696 0.863214695780697 9.68568288562137 0.00185709354868663 0.00776169867784414 0.396645406829089 11 1.8820500926287 0 1.59768585513386 1.61891659812001 0 0 0 0 5 0 3 3 0 0 0 0 -Pglyrp2 5.56628198650275 1.52062717057535 9.66528823530379 0.00187782297490911 0.0078196934831069 1.5286005087766 27 4.51692022230889 0 7.98842927566929 0 0 0 0 0 12 0 15 0 0 0 0 0 -Mir3071 -1.64821204185904 5.6368744677411 9.59854303938321 0.00194731817778514 0.00805540203810413 0.247041989240933 753 49.6861224453978 22.0528459306342 6.92330537224672 14.5702493830801 59.5921945294196 58.778757054763 111.275160260373 64.5563498583055 132 36 13 27 80 76 300 89 -Mir136 -1.64821282526039 5.6368744677411 9.59738565084825 0.0019485459794187 0.00805540203810413 0.247073475964354 753 49.6861224453978 22.0528459306342 6.92330537224672 14.5702493830801 59.5921945294196 58.778757054763 111.275160260373 64.5563498583055 132 36 13 27 80 76 300 89 -Snord93 -1.25494995245598 4.9078644847231 9.54842408438958 0.00200121158519751 0.00824325782927928 0.134055986983375 435 16.9384508336583 17.7647925552331 18.1071063581837 15.6495271151601 40.2247313073582 38.6702349044493 59.7176693397337 23.9366241047649 45 29 34 29 54 50 161 33 -Snord35a 1.70174715785811 3.3252210053787 9.52627964515323 0.00202550306451539 0.00830004911298375 0.198593315269338 131 9.41025046314352 14.0893182334607 20.7699161167402 9.71349958872008 5.95921945294196 4.64042818853392 2.59642040607538 3.62676122799469 25 23 39 18 8 6 7 5 -Snord23 2.88031870193835 2.69743879475134 9.52261884471627 0.00202954750440181 0.00830004911298375 0.586806680247479 83 10.5394805187207 2.45031621451491 19.1722302616063 3.23783319624003 1.48980486323549 0 2.59642040607538 0 28 4 36 6 2 0 7 0 -Tor2a 4.96504912312765 1.11925190379954 9.51300562087038 0.0020402071903048 0.00830838313528841 1.0145183891617 16 0.752820037051481 0 5.85818146882415 1.61891659812001 0 0 0 0 2 0 11 3 0 0 0 0 -Mir3096b -1.25490289934181 4.9078644847231 9.50766947436512 0.00204614869501844 0.00830838313528841 0.134706201674069 435 16.9384508336583 17.7647925552331 18.1071063581837 15.6495271151601 40.2247313073582 38.6702349044493 59.7176693397337 23.9366241047649 45 29 34 29 54 50 161 33 -Mir330 -1.20825291558236 4.07448049484978 9.43463187929297 0.00212925824962758 0.00861519029370592 0.108534074025367 231 9.41025046314352 9.80126485805965 9.05355317909186 10.2531384547601 23.0919753801501 20.8819268484026 25.9642040607538 18.8591583855724 25 16 17 19 31 27 70 26 -Etfb 4.09388203108547 2.19374397059567 9.4213161204447 0.00214477530309658 0.00864730961425157 1.02983418513461 53 7.52820037051481 1.22515810725746 15.4442965996273 0 0 0.773404698088987 0.370917200867911 0 20 2 29 0 0 1 1 0 -Snord19 0.876063538519006 7.21003568721168 9.33474081083471 0.00224849891563529 0.00903358191105587 0.0736533400795967 2203 137.766066780421 192.349822839421 247.641307545748 182.397936721521 110.245559879426 91.2617543745005 123.515427889014 87.7676217174715 366 314 465 338 148 118 333 121 -A630019I02Rik -3.15210527541715 0.934489707344401 9.3251997860741 0.00226023675505872 0.00904887767551578 0.18560808406755 12 0 0 0 0.539638866040004 2.23470729485323 0.773404698088987 1.48366880347165 2.17605673679681 0 0 0 1 3 1 4 3 -Mir350 -1.60121543359202 3.66362250766063 9.30565441155721 0.00228447691844911 0.00911394462919731 0.203881256962694 172 9.78666048166926 4.90063242902982 4.26049561369029 3.77747206228003 26.8164875382388 13.1478798675128 21.1422804494709 9.42957919278619 26 8 8 7 36 17 57 13 -Crem 3.18849826131013 1.10946210718244 9.26902714988639 0.00233061462335807 0.00926561423432597 0.222801951473068 16 1.8820500926287 1.22515810725746 1.59768585513386 2.69819433020002 0 0 0.370917200867911 0 5 2 3 5 0 0 1 0 -4930483K19Rik 3.68708641143103 1.43136350552071 9.24893122586361 0.00235632905873876 0.00933531755562821 0.593716597068376 24 3.01128014820593 1.83773716088618 5.85818146882415 0.539638866040004 0 0 0 0.725352245598938 8 3 11 1 0 0 0 1 -Mir185 -1.52777986019704 4.47414367933805 9.21460941178877 0.00240091428983647 0.00947904223080766 0.205682901562663 331 11.668710574298 14.0893182334607 8.52099122738058 8.63422185664007 29.051194833092 18.5617127541357 59.7176693397337 15.2323971575777 31 23 16 16 39 24 161 21 -1810058I24Rik 3.16972279689547 2.15278125335152 9.20827778497473 0.00240923235256968 0.00947908315269658 0.637376497428484 50 3.76410018525741 1.22515810725746 14.911734647916 3.23783319624003 0 1.54680939617797 0.741834401735823 0 10 2 28 6 0 2 2 0 -B830017H08Rik -4.44239357520754 0.726906104594824 9.19329238199305 0.00242903586504193 0.00952415780760425 0.740706895714857 8 0 0 0 0 2.23470729485323 2.32021409426696 0 1.45070449119788 0 0 0 0 3 3 0 2 -Mir467c 2.92708834617398 1.77425408890849 9.10640612194132 0.00254715833512069 0.00995310842593392 0.441263037280115 35 4.51692022230889 1.83773716088618 7.45586732395801 1.61891659812001 0.744902431617745 0 0.370917200867911 0.725352245598938 12 3 14 3 1 0 1 1 -Snord49b 1.11873941989238 6.5987615159351 9.08854414693623 0.00257215541582898 0.0100164823531088 0.122736252183783 1485 147.929137280616 150.081868139038 65.5051200604882 158.653826615761 46.1839507603002 44.0840677910723 80.1181153874688 68.9084633318991 393 245 123 294 62 57 216 95 -AF357399 1.85711926889977 2.83472686690931 9.07537195172805 0.0025907487524393 0.0100224275886828 0.226204379786583 89 6.77538033346333 7.35094864354474 13.8466107444934 9.17386072268007 2.97960972647098 2.32021409426696 1.48366880347165 3.62676122799469 18 12 26 17 4 3 4 5 -1700123M08Rik -3.46961229422527 1.04557348195539 9.0750182483449 0.00259124990242018 0.0100224275886828 0.462934892296261 14 0 0 0.532561951711286 0 4.46941458970647 2.32021409426696 1.11275160260373 0.725352245598938 0 0 1 0 6 3 3 1 -Mir503 -1.66833908183362 2.85131451985718 9.05034999145096 0.00262644536807953 0.0101242370438471 0.187155656042091 88 2.63487012968019 3.67547432177237 3.727933661979 2.15855546416002 8.93882917941294 12.3744751694238 8.53109561996196 9.42957919278619 7 6 7 4 12 16 23 13 -Gm5105 -4.08556021018168 0.651395980359643 8.99964033627207 0.00270032744138716 0.010373985220952 0.39219669962746 7 0 0 0 0 2.23470729485323 1.54680939617797 0.741834401735823 0 0 0 0 0 3 2 2 0 -Snord2 0.686624994850819 8.05603854998504 8.98514603614761 0.00272183036433662 0.0104215048513694 0.0476262642163418 3954 344.038756932527 356.52100921192 268.411223662488 337.274291275003 238.368778117678 191.804365126069 177.66933921573 204.5493332589 914 582 504 625 320 248 479 282 -Snora17 2.24774829663748 3.50549089812129 8.93298185216231 0.00280066746910172 0.0106532886861418 0.425476507007645 155 12.0451205928237 5.51321148265855 43.6700800403255 4.31711092832003 2.23470729485323 2.32021409426696 4.45100641041494 4.35211347359363 32 9 82 8 3 3 12 6 -4931408D14Rik 5.27572857378375 1.34581378174857 8.93273893477917 0.00280103997006359 0.0106532886861418 1.48235169691868 22 3.76410018525741 0 6.39074342053543 0 0 0 0 0 10 0 12 0 0 0 0 0 -Atp2a2 -2.21529275149044 4.91358745778656 8.84388748999229 0.0029407209586412 0.0111473840990352 0.467742608065437 394 14.3035807039781 1.22515810725746 25.5629736821417 1.07927773208001 55.1227799397131 64.9659946394749 28.9315416676971 49.3239527007278 38 2 48 2 74 84 78 68 -Abhd1 4.58505458443503 0.966932348394413 8.77916365072011 0.00304690868021172 0.0115116649143098 0.827851653717027 13 1.8820500926287 0 3.727933661979 0.539638866040004 0 0 0 0 5 0 7 1 0 0 0 0 -Mir205 4.50599686586616 0.957002966471594 8.7662664087501 0.00306852939220691 0.0115550892293996 0.756170781032776 13 3.38769016673167 1.22515810725746 0 1.07927773208001 0 0 0 0 9 2 0 2 0 0 0 0 -Mir3471-1 -1.1593741950485 5.01727552817838 8.68522124697384 0.00320800633771345 0.0120405764188521 0.126878256875997 469 21.0789610374415 18.3773716088618 20.7699161167402 17.2684437132801 42.4594386022115 43.3106630929833 60.0885865406016 26.8380330871607 56 30 39 32 57 56 162 37 -Snord42b 1.04767977027251 6.25057583145994 8.58324123649257 0.00339270920040068 0.0126920695005153 0.111552873006959 1095 85.4450742053431 140.280603280979 72.9609873844462 105.229578877801 52.1431702132421 51.0447100738731 32.6407136763762 60.2042363847118 227 229 137 195 70 66 88 83 -Mir331 -1.17409481969869 4.69005885814387 8.49349652126477 0.00356418179440943 0.0132899719850365 0.128795803186841 359 18.4440909077613 21.4402668770055 9.05355317909186 12.4116939189201 40.2247313073582 30.9361879235595 36.3498856850553 31.1901465607543 49 35 17 23 54 40 98 43 -Gm14207 -3.00324823073087 0.871092925706287 8.44703117613916 0.00365639833384185 0.0135894153059073 0.159852546031247 11 0.376410018525741 0 0 0 1.48980486323549 1.54680939617797 1.85458600433956 0.725352245598938 1 0 0 0 2 2 5 1 -Cldn25 4.54942307602283 0.925172743829823 8.40230997420413 0.00374744513162565 0.0138825808285223 0.884349223836503 12 0.752820037051481 0 4.26049561369029 1.07927773208001 0 0 0 0 2 0 8 2 0 0 0 0 -1700045H11Rik 3.04377110953582 1.07193064293563 8.33264345445374 0.00389389554026577 0.0143298655473413 0.218886717062585 15 1.50564007410296 1.22515810725746 1.59768585513386 2.69819433020002 0 0.773404698088987 0 0 4 2 3 5 0 1 0 0 -Rnf44 3.29887480230622 2.77326522026601 8.32986769154338 0.00389984980430065 0.0143298655473413 0.888141471327753 88 12.0451205928237 0 24.4978497787192 2.15855546416002 1.48980486323549 1.54680939617797 0.741834401735823 0 32 0 46 4 2 2 2 0 -Mir704 3.79340384491197 0.640568667512782 8.32706943869021 0.00390586168731213 0.0143298655473413 0.0354434688599658 7 0.752820037051481 0.612579053628728 1.06512390342257 1.07927773208001 0 0 0 0 2 1 2 2 0 0 0 0 -Mir542 -1.2202802541791 4.03013743187161 8.31210440681503 0.0039381736087853 0.0144021028449488 0.130055566109976 225 7.52820037051481 9.18868580443092 12.2489248893596 8.09458299060006 17.1327559272081 24.7489503388476 27.8187900650933 15.9577494031766 20 15 23 15 23 32 75 22 -Wac 3.38322498366109 1.79633313978989 8.30390614338839 0.00395599015505876 0.0144210375940001 0.721861346918632 36 5.64615027788611 1.22515810725746 7.98842927566929 1.07927773208001 0 0 0 1.45070449119788 15 2 15 2 0 0 0 2 -9530036O11Rik -3.90592057742747 0.589873232446656 8.25549410820373 0.00406288473667808 0.0147421029674811 0.331237759055139 6 0 0 0 0 2.23470729485323 0.773404698088987 0.370917200867911 0.725352245598938 0 0 0 0 3 1 1 1 -Snord69 0.829321442882835 7.24728851810705 8.25235984080368 0.00406990572721872 0.0147421029674811 0.0750533832179975 2301 165.620408151326 208.889457287396 216.752714346493 179.699742391321 116.949681763986 81.2074932993436 148.737797548032 84.8662127350757 440 341 407 333 157 105 401 117 -Mir743b 3.78685035606387 0.637395804592281 8.19262127631599 0.00420611065033774 0.0151872539621372 0.0566083797972507 7 1.12923005557722 0.612579053628728 0.532561951711286 1.07927773208001 0 0 0 0 3 1 1 2 0 0 0 0 -Ccl25 4.00707224743472 0.705516058541585 8.10993748282072 0.0044023244984849 0.0158455907027485 0.32987634906812 8 0.376410018525741 0.612579053628728 2.13024780684514 1.07927773208001 0 0 0 0 1 1 4 2 0 0 0 0 -4933405D12Rik 3.80231024017593 1.50330582921603 8.10201405332819 0.00442160998977043 0.0158649591142392 0.860774753937791 26 3.01128014820593 2.45031621451491 6.92330537224672 0 0 0 0 0.725352245598938 8 4 13 0 0 0 0 1 -4933406I18Rik 4.45625976111998 0.875643965649095 8.08094539204728 0.00447331029788191 0.0160001474917971 0.870711851263871 11 0.376410018525741 0 3.19537171026772 2.15855546416002 0 0 0 0 1 0 6 4 0 0 0 0 -1700012B15Rik 3.33623302535661 1.23879866724687 8.06792620687989 0.00450556531767401 0.0160651563358314 0.49053639544426 19 2.63487012968019 1.22515810725746 4.26049561369029 0.539638866040004 0 0 0 0.725352245598938 7 2 8 1 0 0 0 1 -Mir1933 -2.88961818869377 1.49355615703795 8.01110165885457 0.00464914461064677 0.0165254641767849 0.532396042059314 26 0.752820037051481 0 0 0.539638866040004 4.46941458970647 1.54680939617797 5.19284081215076 0.725352245598938 2 0 0 1 6 2 14 1 -Numb 1.95329378075693 2.68496615347617 7.98227287098427 0.00472375987681891 0.0167385404330757 0.299374528234942 80 7.52820037051481 4.90063242902982 15.9768585513386 4.31711092832003 2.97960972647098 1.54680939617797 2.22550320520747 1.45070449119788 20 8 30 8 4 2 6 2 -Snord38a 1.18234770903466 4.16991626203916 7.91318882724225 0.00490756874637379 0.0173360245808436 0.128871393512442 255 20.32614100039 25.7283202524066 18.1071063581837 28.6008599001202 6.7041218845597 8.50745167897886 13.7239364321127 10.8802836839841 54 42 34 53 9 11 37 15 -AV039307 5.09008817287059 1.20115324949227 7.88936499917154 0.00497263200789804 0.0175116454352212 1.66106517774716 18 1.50564007410296 0 7.45586732395801 0 0 0 0 0 4 0 14 0 0 0 0 0 -Snord42a -1.51965554755283 5.1124680210519 7.83023664225156 0.00513793726012311 0.018038112042463 0.253810279213768 438 22.9610111300702 18.9899506624906 10.6512390342257 18.8873603114001 69.2759261404503 77.3404698088987 11.1275160260373 49.3239527007278 61 31 20 35 93 100 30 68 -Mir127 -1.11848606176053 10.0332154839942 7.82060446630135 0.00516539170675638 0.0180463837508273 0.149456777227303 14429 1114.55006485472 856.385516972962 252.43436511115 418.759760047043 1622.39749606345 1621.05624719452 839.014708363215 1656.70452894797 2961 1398 474 776 2178 2096 2262 2284 -Tmem179b 4.81663146241863 1.10112721380222 7.81831967284068 0.00517192593034227 0.0180463837508273 1.38933517466344 16 3.01128014820593 0 4.26049561369029 0 0 0 0 0 8 0 8 0 0 0 0 0 -Hyi 4.32129347922799 0.820852932222921 7.80037926201073 0.00522352694375736 0.0181708665939852 0.797692852568275 10 0.376410018525741 0 2.66280975855643 2.15855546416002 0 0 0 0 1 0 5 4 0 0 0 0 -Gm9899 -3.58216582650822 0.514182795737986 7.74731917896024 0.00537923341783197 0.018603002827001 0.029558795886222 5 0 0 0 0 0.744902431617745 0.773404698088987 0.741834401735823 0.725352245598938 0 0 0 0 1 1 2 1 -4931403E22Rik 4.86608799136852 1.10705389582282 7.74694095454115 0.00538036015154279 0.018603002827001 1.4699044098653 16 2.25846011115444 0 5.32561951711286 0 0 0 0 0 6 0 10 0 0 0 0 0 -Surf1 2.79918337055091 1.28462508396559 7.72984370765139 0.00543154507557644 0.0187232414840868 0.35605662419343 20 1.12923005557722 1.83773716088618 3.727933661979 2.69819433020002 0 0 0.741834401735823 0 3 3 7 5 0 0 2 0 -Mir463 3.80805238544316 0.642605100496102 7.71570323860427 0.005474253098324 0.0188136228469509 0.182625352519304 7 0.752820037051481 1.83773716088618 0.532561951711286 0.539638866040004 0 0 0 0 2 3 1 1 0 0 0 0 -B430319G15Rik -3.85484828579297 0.584262995648631 7.69087090373412 0.0055500839095247 0.0189793101467339 0.439490310367902 6 0 0 0 0 2.23470729485323 0.773404698088987 0.741834401735823 0 0 0 0 0 3 1 2 0 -Mir152 -0.717373444639597 7.34718489802364 7.68903536511509 0.00555573145399571 0.0189793101467339 0.0601625082615951 2398 127.979406298752 138.442866120093 109.707762052525 113.863800734441 189.950120062525 167.055414787221 248.514524581501 198.746515294109 340 226 206 211 255 216 670 274 -5730420D15Rik 3.97222804994188 0.701295701561391 7.58721573657581 0.00587836675191462 0.0200215416833868 0.432867265311067 8 0.752820037051481 0 2.13024780684514 1.07927773208001 0 0 0 0 2 0 4 2 0 0 0 0 -Mir351 -0.791220728294924 8.686434600189 7.54485648029569 0.00601816154958927 0.0204366735954802 0.0773151722027245 5692 274.402903505265 362.034220694578 167.224452837344 402.030955199803 631.677262011848 531.329027587134 382.415634094817 541.838127462407 729 591 314 745 848 687 1031 747 -Dmr 4.72266894934163 1.05558803758301 7.53886055801338 0.00603822165983903 0.0204439492993363 1.38979384685798 15 3.01128014820593 0 0 3.77747206228003 0 0 0 0 8 0 0 7 0 0 0 0 -Adhfe1 2.85699150346571 1.46062082791113 7.51879168990492 0.00610586232863485 0.0205943025690742 0.446927226810586 25 4.14051020378315 1.22515810725746 3.19537171026772 2.15855546416002 1.48980486323549 0 0 0 11 2 6 4 2 0 0 0 -C330022C24Rik 4.76717929604495 1.06084871369595 7.51500017730944 0.00611872793244186 0.0205943025690742 1.44898233464354 15 2.25846011115444 0 4.79305756540158 0 0 0 0 0 6 0 9 0 0 0 0 0 -E430016F16Rik -3.92267772171699 0.589304299789426 7.50602977692567 0.00614927713725828 0.0206046140095895 0.580286460227399 6 0 0 0 0 1.48980486323549 0 0.370917200867911 2.17605673679681 0 0 0 0 2 0 1 3 -Ncaph2 2.98102373733304 1.88565061259885 7.49949812229814 0.00617161894964267 0.0206046140095895 0.659954959397958 39 5.26974025936037 3.06289526814364 8.52099122738058 0.539638866040004 0.744902431617745 0 0 1.45070449119788 14 5 16 1 1 0 0 2 -Mir345 -0.894627342818286 6.16636713262709 7.49822986107671 0.00617596668823805 0.0206046140095895 0.0930378404060124 1042 66.2481632605304 46.5560080757833 44.2026419920368 41.0125538190403 93.1128039522181 92.0351590725894 101.26039583694 82.6901559982789 176 76 83 76 125 119 273 114 -Rnu12 1.87451010384166 3.86470859463248 7.43579553193416 0.00639390931031051 0.0212695350526656 0.371941033252637 212 35.0061317228939 3.06289526814364 35.1490888129449 7.01530525852006 5.95921945294196 6.18723758471189 4.08008920954702 5.8028179647915 93 5 66 13 8 8 11 8 -Mir92-2 0.834608763220276 7.78846538426593 7.38642499693542 0.00657179815732567 0.0217977374927575 0.0864815558398534 3238 288.330074190717 320.991424101454 163.496519175365 353.463457256203 204.84816869488 150.813916127352 101.631313037808 175.535243434943 766 524 307 655 275 195 274 242 -4933425B07Rik 3.9241982486516 0.695854728705549 7.38105375589996 0.0065914538370829 0.0217995618206133 0.441784570213431 8 1.50564007410296 0.612579053628728 1.59768585513386 0 0 0 0 0 4 1 3 0 0 0 0 0 -Mir297a-3 -2.47936834158671 1.71218145294539 7.3251877839495 0.00679948597411652 0.0224225823597311 0.460398530178428 32 0 0 0.532561951711286 2.15855546416002 3.72451215808872 2.32021409426696 4.45100641041494 5.07746571919256 0 0 1 4 5 3 12 7 -Lrrc28 3.23201673481648 2.36192282906825 7.30137979295784 0.00689016787484934 0.0226561427815651 0.931712651266373 60 4.51692022230889 1.22515810725746 21.3024780684514 1.07927773208001 0 1.54680939617797 0 1.45070449119788 12 2 40 2 0 2 0 2 -Mir378b -4.08578485556068 0.698687992326907 7.27232139416078 0.00700252416620255 0.0229594254989572 0.958614553597255 8 0 0 0 0 0 2.32021409426696 1.85458600433956 0 0 0 0 0 0 3 5 0 -Mir664 -0.994464145829247 5.49585681483252 7.25649589357891 0.00706450003220319 0.0230962594176041 0.115438887614005 632 28.2307513894306 32.4666898423226 20.2373541650289 37.7747206228003 58.8472920978018 48.7244959796062 57.8630833353942 71.0845200686959 75 53 38 70 79 63 156 98 -G630025P09Rik 3.16936934987259 1.07132330033658 7.25031585587748 0.00708885420356752 0.0231096647036301 0.458358364233475 15 0.752820037051481 0.612579053628728 2.66280975855643 3.23783319624003 0 0 0.370917200867911 0 2 1 5 6 0 0 1 0 -Tmem161b 4.06849315752569 0.709956285202908 7.22072498689638 0.00720665951856604 0.0234267763837147 0.653737574085589 8 0 1.22515810725746 1.06512390342257 2.15855546416002 0 0 0 0 0 2 2 4 0 0 0 0 -Snora36b -0.98973397816389 5.49748452573385 7.18772095162115 0.00734041542696202 0.0237937897788741 0.115485696470091 633 28.6071614079563 32.4666898423226 20.2373541650289 37.7747206228003 58.8472920978018 48.7244959796062 57.8630833353942 71.0845200686959 76 53 38 70 79 63 156 98 -Gm9920 3.58699262965307 0.575929247951925 7.1761700412604 0.00738782503715303 0.0238482590030566 0.0299525985043877 6 0.752820037051481 0.612579053628728 1.06512390342257 0.539638866040004 0 0 0 0 2 1 2 1 0 0 0 0 -Mir3096 3.58698407384378 0.575929247951925 7.17345315276218 0.00739902163635587 0.0238482590030566 0.0306521588392896 6 0.752820037051481 0.612579053628728 1.06512390342257 0.539638866040004 0 0 0 0 2 1 2 1 0 0 0 0 -C130080G10Rik -3.58121232355974 0.514014595028031 7.1615940861441 0.00744809760503764 0.02393881511929 0.199889699365075 5 0 0 0 0 0 0.773404698088987 0.741834401735823 1.45070449119788 0 0 0 0 0 1 2 2 -Mir449a -3.54427958355494 0.508395334408893 7.12012912319071 0.00762232163620326 0.0244299690643481 0.172211097229188 5 0 0 0 0 0 0.773404698088987 1.11275160260373 0.725352245598938 0 0 0 0 0 1 3 1 -2310015A10Rik 3.88092555356896 0.691758047831006 7.08655928344852 0.00776642135901034 0.024822091794484 0.487031614671124 8 1.8820500926287 0 1.06512390342257 0.539638866040004 0 0 0 0 5 0 2 1 0 0 0 0 -Mir3061 -1.44204597140222 3.21903376859713 7.02924965796659 0.00801889452662581 0.0255206993785685 0.204798976981318 119 4.51692022230889 6.12579053628728 1.59768585513386 5.93602752644005 8.19392674779519 14.6946892636907 12.2402676286411 14.5070449119788 12 10 3 11 11 19 33 20 -2410004N09Rik 4.19079569819769 2.11731138088488 7.02682976857285 0.00802973801656977 0.0255206993785685 1.60622005439664 50 8.2810204075663 0 13.8466107444934 0 0 0 0.741834401735823 0 22 0 26 0 0 0 2 0 -AW112010 3.48093740203173 1.74835513330032 6.99861240714699 0.00815729228515806 0.0258540847149037 1.01336863056666 34 3.38769016673167 0 11.183800985937 1.07927773208001 0.744902431617745 0 0.370917200867911 0 9 0 21 2 1 0 1 0 -A730017L22Rik 3.47278151602736 1.32075691711653 6.93782513743781 0.00843916619556624 0.0266733757039919 0.811991991199457 21 2.63487012968019 1.83773716088618 5.32561951711286 0 0.744902431617745 0 0 0 7 3 10 0 1 0 0 0 -9430083A17Rik 3.7575557258687 0.636221593167552 6.87510567867972 0.00874045889426179 0.0275493469567754 0.370716480330109 7 1.12923005557722 0 1.59768585513386 0.539638866040004 0 0 0 0 3 0 3 1 0 0 0 0 -Mir1968 2.22505699076192 1.70917163211724 6.82625179804565 0.00898275753881646 0.028235058820357 0.343304792797405 33 4.14051020378315 2.45031621451491 4.26049561369029 2.69819433020002 0 0 1.48366880347165 0.725352245598938 11 4 8 5 0 0 4 1 -Snora64 2.58664293097842 2.05919567562502 6.75444836467187 0.00935142526471457 0.0293131215028553 0.630152190439171 47 6.77538033346333 4.2880533754011 7.98842927566929 0.539638866040004 0 0 1.85458600433956 0.725352245598938 18 7 15 1 0 0 5 1 -Wdr73 3.72874474943046 0.633055243345956 6.74663705574442 0.00939245542245591 0.029361072978143 0.381176116932167 7 1.50564007410296 0 1.06512390342257 0.539638866040004 0 0 0 0 4 0 2 1 0 0 0 0 -C030037D09Rik 3.72835574440169 0.633055243345956 6.73332123707682 0.00946282450344072 0.0295002261159176 0.385288183337977 7 1.50564007410296 0 1.06512390342257 0.539638866040004 0 0 0 0 4 0 2 1 0 0 0 0 -Mir1947 -1.29225062781322 3.51713179860465 6.72362226549028 0.00951441967249906 0.0295376892310959 0.176377340205224 146 5.64615027788611 9.18868580443092 3.19537171026772 7.01530525852006 16.3878534955904 21.6553315464916 10.7565988251694 13.0563404207809 15 15 6 13 22 28 29 18 -B230206H07Rik 3.72896488407048 0.633160717686267 6.72133731893753 0.00952661668452524 0.0295376892310959 0.390071784390583 7 1.50564007410296 0 0.532561951711286 1.07927773208001 0 0 0 0 4 0 1 2 0 0 0 0 -Mir329 -2.30769827030505 1.21198057502509 6.66824321959665 0.00981458852107267 0.0303480907928019 0.257827607409217 18 0 1.22515810725746 0 0.539638866040004 1.48980486323549 2.32021409426696 2.59642040607538 2.17605673679681 0 2 0 1 2 3 7 3 -Gm16880 3.73564887167009 0.634016524297442 6.65452175855425 0.00989045126970211 0.0304565077513934 0.420760200355142 7 1.50564007410296 0.612579053628728 1.06512390342257 0 0 0 0 0 4 1 2 0 0 0 0 0 -Gm20605 3.73559585478047 0.634016524297442 6.65225591790763 0.009903036262723 0.0304565077513934 0.421505452357253 7 1.50564007410296 0.612579053628728 1.06512390342257 0 0 0 0 0 4 1 2 0 0 0 0 0 -Snora3 1.86825425536268 2.53153259610182 6.62799707945403 0.010038808316742 0.0307910760467813 0.33245025852623 69 5.26974025936037 12.2515810725746 6.92330537224672 4.85674979436004 0 1.54680939617797 1.85458600433956 4.35211347359363 14 20 13 9 0 2 5 6 -Gm16548 3.60645738319239 0.579129439357768 6.61046729132459 0.0101381054760548 0.0310095191944807 0.218585443323118 6 0.376410018525741 0.612579053628728 1.59768585513386 0.539638866040004 0 0 0 0 1 1 3 1 0 0 0 0 -Mir146 -0.710385217413166 9.95438463861553 6.60585786439773 0.0101643822775949 0.0310095191944807 0.0720889055368743 13917 800.624109404251 843.521356846759 415.930884286514 948.685126498327 1416.05952250533 1310.14755856274 947.693448217513 1250.50727141257 2127 1377 781 1758 1901 1694 2555 1724 -Mir92b -1.20464955764475 4.09905235792638 6.51075099957094 0.0107224214481241 0.0326247543261589 0.174535292554301 237 18.820500926287 7.35094864354474 4.79305756540158 7.55494412456006 23.8368778117678 20.8819268484026 22.2550320520747 23.9366241047649 50 12 9 14 32 27 60 33 -Snord32a 0.713154759194487 7.44314472595647 6.43185558940381 0.011209141400107 0.0340149743019205 0.0718378376166883 2646 190.087059355499 241.356147129719 201.308417746866 225.569046004722 122.16399878531 89.7149449783225 185.829517634824 123.309881751819 505 394 378 418 164 116 501 170 -Snora7a 2.05831817675001 2.65448513034462 6.39898767732585 0.0114185455287124 0.0345585157778801 0.458148105710901 80 11.2923005557722 1.22515810725746 13.8466107444934 4.85674979436004 0.744902431617745 3.09361879235595 2.59642040607538 0.725352245598938 30 2 26 9 1 4 7 1 -Mir1949 -3.76288567906352 0.525471344199101 6.38181498172463 0.0115295468895739 0.0348021507963063 0.754988501707678 5 0 0 0 0 0.744902431617745 0.773404698088987 0 2.17605673679681 0 0 0 0 1 1 0 3 -Rreb1 2.0694950756878 3.06306696391568 6.37701168089481 0.0115607923999712 0.0348043908400188 0.501561562514691 113 17.3148608521841 1.83773716088618 22.367601971874 2.15855546416002 2.23470729485323 3.09361879235595 3.3382548078112 1.45070449119788 46 3 42 4 3 4 9 2 -B430010I23Rik 3.55351468097294 0.571660508506008 6.35449206344282 0.011708445969525 0.0351404017542308 0.247102671096052 6 1.12923005557722 0 1.06512390342257 0.539638866040004 0 0 0 0 3 0 2 1 0 0 0 0 -A330009N23Rik -3.68670927513927 0.572526588246057 6.34887545534638 0.0117455729259622 0.0351404017542308 0.748592452363965 6 0 0 0 0 1.48980486323549 0 1.48366880347165 0 0 0 0 0 2 0 4 0 -Mir1191 2.78203182954521 1.72966994996824 6.34597436170453 0.0117647970816093 0.0351404017542308 0.684946592724875 34 6.39897031493759 0 5.32561951711286 2.15855546416002 0 0.773404698088987 0.370917200867911 0.725352245598938 17 0 10 4 0 1 1 1 -Gm10791 4.21529090100729 0.811121956733704 6.3147673466929 0.0119736455436053 0.0356708343740304 1.27425151461522 10 1.50564007410296 0 3.19537171026772 0 0 0 0 0 4 0 6 0 0 0 0 0 -Mir19a 1.07983908902366 3.97679686744879 6.30696566028169 0.0120264495886749 0.0357348410955157 0.131590049176006 223 24.8430612226989 14.7018972870895 18.639668309895 19.4269991774402 11.1735364742662 10.8276657732458 9.64384722256569 5.07746571919256 66 24 35 36 15 14 26 7 -2900009J06Rik 4.10958364300505 0.80184621361431 6.21618597638906 0.0126587522914407 0.0375159386091787 1.18480450374023 10 2.63487012968019 0 1.59768585513386 0 0 0 0 0 7 0 3 0 0 0 0 0 -Rnu11 1.78240522507158 4.31503812639707 6.21011957428464 0.0127022049640469 0.0375471913574548 0.428450018330416 297 39.146641926677 6.73836958991601 61.7771863985092 4.31711092832003 5.95921945294196 9.28085637706784 11.1275160260373 5.8028179647915 104 11 116 8 8 12 30 8 -Mir29a -0.775009906550968 11.1527649022789 6.20113246301565 0.0127668601444967 0.037640794379511 0.091723717434537 33081 1846.29114086876 2137.90089716426 774.877639739921 1956.73052826106 2932.68087327906 2669.79301780318 3109.76981207657 2779.54980513513 4905 3490 1455 3626 3937 3452 8384 3832 -4931440P22Rik 2.69422554144544 0.922636384440636 6.17634518384168 0.0129469437517748 0.0380549211837155 0.214786057182669 12 1.50564007410296 0.612579053628728 1.06512390342257 2.15855546416002 0.744902431617745 0 0 0 4 1 2 4 1 0 0 0 -4930405P13Rik 4.2497789323049 0.814222276413148 6.17264809633618 0.0129740265911177 0.0380549211837155 1.39750324685185 10 1.12923005557722 0 3.727933661979 0 0 0 0 0 3 0 7 0 0 0 0 0 -Mir666 -2.80615346530042 0.780065908832119 6.10876775946343 0.0134512878698625 0.0393536396397771 0.307684101038562 9 0 0 0 0.539638866040004 1.48980486323549 1.54680939617797 0.370917200867911 2.17605673679681 0 0 0 1 2 2 1 3 -Gm12718 3.58286595198089 0.575822842137927 6.08629772931823 0.0136234261485357 0.0397553177377985 0.387364388500097 6 0.752820037051481 0.612579053628728 1.59768585513386 0 0 0 0 0 2 1 3 0 0 0 0 0 -2700089E24Rik 3.04034763305122 2.50936021306659 6.06545978102017 0.0137850862827778 0.0401244475730853 1.06340957990033 70 10.163070500195 0 19.1722302616063 1.07927773208001 0.744902431617745 0.773404698088987 0 2.17605673679681 27 0 36 2 1 1 0 3 -Hdac10 5.17854776665305 1.21291547686687 5.98797443232457 0.0144037329545824 0.041818471504271 2.86212993058383 18 0 0 9.58611513080315 0 0 0 0 0 0 0 18 0 0 0 0 0 -A730056A06Rik -3.88862786022957 0.58495654109149 5.9669442918666 0.0145765187166657 0.0421493177137813 1.24086248700792 6 0 0 0 0 0 3.09361879235595 0.741834401735823 0 0 0 0 0 0 4 2 0 -E230016K23Rik -4.09400759049538 0.596535776513554 5.96512462383297 0.0145915692348323 0.0421493177137813 1.56212556694857 6 0 0 0 0 1.48980486323549 3.09361879235595 0 0 0 0 0 0 2 4 0 0 -4930545L23Rik 3.63102556342012 0.580100294207571 5.9593789278012 0.0146391971142683 0.0421801108772226 0.505866402722076 6 0.376410018525741 1.22515810725746 1.59768585513386 0 0 0 0 0 1 2 3 0 0 0 0 0 -C730036E19Rik 3.98433831465098 0.747886821890444 5.94057307659931 0.0147962069484563 0.0425251187108025 1.13720095722367 9 2.25846011115444 0 1.59768585513386 0 0 0 0 0 6 0 3 0 0 0 0 0 -Mir1198 2.02251815934069 1.98527793197627 5.93243014248034 0.0148647291287332 0.0426147134067451 0.384617578192951 43 4.51692022230889 1.22515810725746 8.52099122738058 3.23783319624003 0.744902431617745 0.773404698088987 1.11275160260373 1.45070449119788 12 2 16 6 1 1 3 2 -A630066F11Rik 3.35419612704175 0.511731227834426 5.90780023314489 0.0150739837354798 0.0431063043663719 0.0712524213497889 5 0.376410018525741 0.612579053628728 0.532561951711286 1.07927773208001 0 0 0 0 1 1 1 2 0 0 0 0 -9130019P16Rik 2.58125904051328 1.28957758188625 5.88489474717361 0.0152713104274963 0.0435614129944333 0.461891716738449 20 1.8820500926287 1.83773716088618 4.26049561369029 1.07927773208001 0 1.54680939617797 0 0 5 3 8 2 0 2 0 0 -Gm3230 3.820043754688 0.642568227191324 5.85518944635986 0.0155311861241487 0.0441922278495105 0.881550821291204 7 0.376410018525741 0 2.66280975855643 0.539638866040004 0 0 0 0 1 0 5 1 0 0 0 0 -AW011738 3.69345791739811 0.584493580316665 5.83435047741961 0.0157162108288891 0.044607454118812 0.652463491341992 6 0 1.83773716088618 1.06512390342257 0.539638866040004 0 0 0 0 0 3 2 1 0 0 0 0 -D330050I16Rik 2.63984206412724 0.86834372342209 5.78744553150091 0.0161410268360658 0.0456995325557098 0.215318076592647 11 1.12923005557722 1.22515810725746 0.532561951711286 2.15855546416002 0 0 0.370917200867911 0 3 2 1 4 0 0 1 0 -Gm16119 2.68544441180761 1.44185052363263 5.77488176874989 0.0162568137423185 0.0459134269306568 0.687146649591784 24 0.376410018525741 2.45031621451491 4.26049561369029 4.31711092832003 0 0 1.11275160260373 0 1 4 8 8 0 0 3 0 -F730035M05Rik 2.49547258142172 1.1680071013812 5.76885606090423 0.0163126497982226 0.0459573664685728 0.387824572820115 17 0.752820037051481 3.06289526814364 3.19537171026772 1.07927773208001 0 0 0.370917200867911 0.725352245598938 2 5 6 2 0 0 1 1 -5730522E02Rik 2.76245017880368 0.916793078443015 5.75511512145183 0.0164407183097961 0.0462040876637373 0.353082848916159 12 1.50564007410296 0.612579053628728 2.66280975855643 0.539638866040004 0 0 0.370917200867911 0 4 1 5 1 0 0 1 0 -Cox18 3.51416475693794 0.56943721310897 5.68624937371652 0.0170983609672658 0.0479342257092146 0.476558529526638 6 1.50564007410296 0.612579053628728 0.532561951711286 0 0 0 0 0 4 1 1 0 0 0 0 0 -1700042O10Rik 3.513793866071 0.56943721310897 5.6757023950238 0.0172014515868012 0.0481050398542652 0.48115557272882 6 1.50564007410296 0.612579053628728 0.532561951711286 0 0 0 0 0 4 1 1 0 0 0 0 0 -Gm13944 3.33654009544205 0.507320755410798 5.66676109801095 0.0172893498080461 0.0482326360170675 0.149058956909043 5 0.752820037051481 0 1.06512390342257 0.539638866040004 0 0 0 0 2 0 2 1 0 0 0 0 -Apol7d 3.33640468038263 0.507320755410798 5.6615677883185 0.0173406157399283 0.0482576647786785 0.151153519316003 5 0.752820037051481 0 1.06512390342257 0.539638866040004 0 0 0 0 2 0 2 1 0 0 0 0 -Senp2 3.92517255297169 0.697936718929815 5.64039860977723 0.017551216332333 0.0487249095746762 1.19667698619411 8 1.12923005557722 0 2.66280975855643 0 0 0 0 0 3 0 5 0 0 0 0 0 -Gm10658 3.34091350906989 0.50829381891728 5.62818209841236 0.0176739512203612 0.0489465493748354 0.171540653150806 5 0.752820037051481 0.612579053628728 1.06512390342257 0 0 0 0 0 2 1 2 0 0 0 0 0 -9530080O11Rik 3.34072482895183 0.50829381891728 5.61473474367925 0.0178100767010679 0.049204110208035 0.177314392730007 5 0.752820037051481 0.612579053628728 1.06512390342257 0 0 0 0 0 2 1 2 0 0 0 0 0 -Raver1-fdx1l 2.8728632178986 1.67787191601149 5.60461635526638 0.0179132168240584 0.0493695178653396 0.905203978574987 32 4.51692022230889 0 7.98842927566929 1.07927773208001 0 0 0.741834401735823 0.725352245598938 12 0 15 2 0 0 2 1 -Gm12992 3.04875774551117 1.01806369607825 5.59241069956709 0.01803845421986 0.0495896018271841 0.699288529447959 14 1.50564007410296 1.22515810725746 3.727933661979 0 0 0 0.370917200867911 0 4 2 7 0 0 0 1 0 -Mirlet7c-1 -0.847452051802063 5.22298069859893 5.58838143816572 0.0180799950570627 0.0495896018271841 0.10636846736497 536 27.8543413709048 25.1157411987778 23.9652878270079 26.9819433020002 51.3982677816244 39.4436396025383 56.0084973310546 39.8943735079416 74 41 45 50 69 51 151 55 -1300002E11Rik 3.81596413981077 1.56184945519892 5.56469634831358 0.0183261884495175 0.0501443189949627 1.57902727583979 28 3.76410018525741 0 9.05355317909186 0 0.744902431617745 0 0 0 10 0 17 0 1 0 0 0 -3110039I08Rik -3.80472087952198 0.525704134119528 5.55032129496486 0.018477294935278 0.0504368266056272 1.31921588338298 5 0 0 0 0 0 1.54680939617797 0 2.17605673679681 0 0 0 0 0 2 0 3 -Snora65 1.505794077037 2.74607363527145 5.51827420928777 0.0188188153266491 0.0512464636938106 0.258966001785376 83 9.03384044461778 6.73836958991601 9.05355317909186 7.55494412456006 2.23470729485323 4.64042818853392 0.741834401735823 4.35211347359363 24 11 17 14 3 6 2 6 -2700069I18Rik 3.35598044839475 0.510649345537855 5.50985296597167 0.0189096365130529 0.0513711791937936 0.246759016542851 5 0.376410018525741 0 1.06512390342257 1.07927773208001 0 0 0 0 1 0 2 2 0 0 0 0 -1810014B01Rik 3.62213282254788 0.579022863117308 5.49945295161865 0.0190224236430342 0.0515548346239954 0.729733922836589 6 0.376410018525741 0.612579053628728 2.13024780684514 0 0 0 0 0 1 1 4 0 0 0 0 0 -Gm15850 -3.46854871906226 0.453518741622584 5.49477010105468 0.0190734354414557 0.0515705920348365 0.662816178731168 4 0 0 0 0 0 3.09361879235595 0 0 0 0 0 0 0 4 0 0 -St7l 2.01288859698535 1.70092759076908 5.48093669774275 0.0192249543722918 0.0518573828340069 0.355311316106136 32 3.01128014820593 1.83773716088618 6.39074342053543 2.15855546416002 0.744902431617745 0.773404698088987 0.370917200867911 1.45070449119788 8 3 12 4 1 1 1 2 -Gm19705 -3.45826853931583 0.453052534566718 5.47006614470426 0.0193448933972833 0.0519353490971771 0.662830924165095 4 0 0 0 0 1.48980486323549 1.54680939617797 0 0 0 0 0 0 2 2 0 0 -Mir701 -3.45826853931583 0.453052534566718 5.47006614470426 0.0193448933972833 0.0519353490971771 0.662830924165095 4 0 0 0 0 1.48980486323549 1.54680939617797 0 0 0 0 0 0 2 2 0 0 -Mir5121 1.94742522131415 1.83785122259044 5.46371186689073 0.0194153605201342 0.0520021745386694 0.376976641878831 37 3.01128014820593 6.73836958991601 3.727933661979 2.15855546416002 0.744902431617745 0.773404698088987 1.85458600433956 0 8 11 7 4 1 1 5 0 -B330016D10Rik -2.50767371876481 0.698215002345895 5.44772199489155 0.0195938600007735 0.0522167328421979 0.124397604157986 8 0.376410018525741 0 0 0 0.744902431617745 0.773404698088987 1.48366880347165 0.725352245598938 1 0 0 0 1 1 4 1 -Slc25a43 -3.44800799301466 0.452586463588376 5.44551853309808 0.0196185905357389 0.0522167328421979 0.662845665062969 4 0 0 0 0 2.97960972647098 0 0 0 0 0 0 0 4 0 0 0 -4930412C18Rik -3.44582480224269 0.452480479327341 5.4401904806621 0.0196785233322919 0.0522167328421979 0.662849017103242 4 0 0 0 0 0.744902431617745 0.773404698088987 0 1.45070449119788 0 0 0 0 1 1 0 2 -Gm17769 -3.44582480224269 0.452480479327341 5.4401904806621 0.0196785233322919 0.0522167328421979 0.662849017103242 4 0 0 0 0 0.744902431617745 0.773404698088987 0 1.45070449119788 0 0 0 0 1 1 0 2 -Gm16793 3.80203374928729 0.688518277319339 5.4263772043002 0.0198347856432169 0.0525092585125534 1.14605199882295 8 2.25846011115444 0 1.06512390342257 0 0 0 0 0 6 0 2 0 0 0 0 0 -Gm1976 3.96505343635482 0.701085179925696 5.40774000758032 0.0200476543735815 0.0529499389820753 1.41043256341209 8 0.752820037051481 0 3.19537171026772 0 0 0 0 0 2 0 6 0 0 0 0 0 -4930546K05Rik 3.37806997507641 0.512599363933001 5.3736330786425 0.020443354046408 0.0538703625102807 0.345436453514549 5 0.376410018525741 1.22515810725746 1.06512390342257 0 0 0 0 0 1 2 2 0 0 0 0 0 -Mir708 -2.70135803241191 1.11706885896262 5.34908005477761 0.020733207145999 0.0545082703999651 0.690665480064639 16 0.376410018525741 0.612579053628728 0 0 4.46941458970647 0 2.59642040607538 0.725352245598938 1 1 0 0 6 0 7 1 -4930564K09Rik 3.6917066956466 0.632949774856083 5.32081113352027 0.0210722003093536 0.0552721392022356 1.00252818613139 7 1.50564007410296 0 1.59768585513386 0 0 0 0 0 4 0 3 0 0 0 0 0 -Ankrd11 1.96126465720307 2.75937978938144 5.29511078569694 0.0213853706044511 0.0559649262836668 0.533978830956786 86 9.41025046314352 3.67547432177237 20.2373541650289 1.07927773208001 3.72451215808872 0.773404698088987 2.59642040607538 1.45070449119788 25 6 38 2 5 1 7 2 -4930549G23Rik 3.7329128881827 0.636115959509291 5.28578795016413 0.021500161093926 0.0560967768632042 1.08974823744359 7 1.12923005557722 0 2.13024780684514 0 0 0 0 0 3 0 4 0 0 0 0 0 -Fam187b 3.40750838155302 0.514959693115746 5.28128931747393 0.0215557800017151 0.0560967768632042 0.43999691984753 5 0 0.612579053628728 1.06512390342257 1.07927773208001 0 0 0 0 0 1 2 2 0 0 0 0 -Arfrp1 3.73280218207586 0.636115959509291 5.27666904944842 0.0216130578427724 0.0560967768632042 1.0956628040622 7 1.12923005557722 0 2.13024780684514 0 0 0 0 0 3 0 4 0 0 0 0 0 -Gm16675 3.73278328960771 0.636115959509291 5.27511074745395 0.021632411761446 0.0560967768632042 1.09667628072858 7 1.12923005557722 0 2.13024780684514 0 0 0 0 0 3 0 4 0 0 0 0 0 -Zfp809 2.81592639123662 1.01263546598095 5.23701253053394 0.0221112126921932 0.0572083756956745 0.563889241245017 14 2.63487012968019 0 2.13024780684514 1.07927773208001 0.744902431617745 0 0 0 7 0 4 2 1 0 0 0 -4930519F09Rik -3.84018091881952 0.526508567699668 5.23153198798229 0.0221809873778682 0.0572590647016916 1.62636121639342 5 0 0 0 0 0 3.09361879235595 0 0.725352245598938 0 0 0 0 0 4 0 1 -Gm12295 -3.35931756219089 0.447201854242734 5.21834698712211 0.022349786263741 0.0575124534433806 0.663015956900222 4 0 0 0 0 0.744902431617745 1.54680939617797 0.370917200867911 0 0 0 0 0 1 2 1 0 -Mllt10 1.67811285283069 2.63174282351349 5.2160013104116 0.0223799555905881 0.0575124534433806 0.358751200382169 76 8.2810204075663 2.45031621451491 13.8466107444934 5.39638866040004 2.97960972647098 3.09361879235595 0.741834401735823 2.90140898239575 22 4 26 10 4 4 2 4 -Mir1929 -3.35568431275757 0.447032885515528 5.21001028092997 0.0224572019171332 0.0575812750279752 0.663021300390328 4 0 0 0 0 0 1.54680939617797 0.370917200867911 0.725352245598938 0 0 0 0 0 2 1 1 -Gm5088 -3.34697233984355 0.446631713835776 5.19014811209488 0.0227152802680294 0.0581124098336805 0.663033987064133 4 0 0 0 0 0 0.773404698088987 0.370917200867911 1.45070449119788 0 0 0 0 0 1 1 2 -H2-K2 3.35732186553034 0.510542271319729 5.17039434055206 0.0229749999623639 0.0584923764411465 0.428229544722993 5 0.376410018525741 0 1.59768585513386 0.539638866040004 0 0 0 0 1 0 3 1 0 0 0 0 -Mir467d -2.15045494570405 1.54637069289957 5.16750403373314 0.0230132586337291 0.0584923764411465 0.500018441659687 27 0 0 0.532561951711286 2.15855546416002 3.72451215808872 1.54680939617797 4.08008920954702 2.90140898239575 0 0 1 4 5 2 11 4 -Psmd2 2.49254330201563 2.29775327700081 5.16090444359063 0.0231008644457515 0.0584923764411465 0.854651385128227 58 7.15179035198907 0 15.4442965996273 1.61891659812001 1.48980486323549 0 1.11275160260373 1.45070449119788 19 0 29 3 2 0 3 2 -Hsf4 2.33319063102608 1.14466113303076 5.15975524013703 0.0231161547764584 0.0584923764411465 0.363940874059809 17 3.38769016673167 1.22515810725746 1.06512390342257 1.07927773208001 0 0.773404698088987 0.370917200867911 0 9 2 2 2 0 1 1 0 -Mir673 -1.42054218960385 2.2063726693917 5.15945702759561 0.0231201242550018 0.0584923764411465 0.210284468986135 51 2.25846011115444 1.83773716088618 2.13024780684514 1.61891659812001 5.95921945294196 4.64042818853392 4.08008920954702 7.25352245598938 6 3 4 3 8 6 11 10 -Mir3076 -2.19538460941271 1.14765455877684 5.13146914271367 0.0234958319772454 0.0593113811637987 0.382349378892988 17 0.752820037051481 0 0 0.539638866040004 1.48980486323549 1.54680939617797 3.3382548078112 0.725352245598938 2 0 0 1 2 2 9 1 -Gm8615 3.37080514996165 0.511516959093398 5.10337491262037 0.0238793386146959 0.060138090478911 0.48782940398963 5 0.376410018525741 0.612579053628728 1.59768585513386 0 0 0 0 0 1 1 3 0 0 0 0 0 -C730027H18Rik 3.37086101286094 0.511516959093398 5.09978997450991 0.0239287406462976 0.060138090478911 0.490089555822992 5 0.376410018525741 0.612579053628728 1.59768585513386 0 0 0 0 0 1 1 3 0 0 0 0 0 -Snord67 1.40714374136953 3.01378643568273 5.09214209054409 0.0240344865441019 0.0602710970259786 0.27445842355946 108 14.6799907225039 11.0264229653171 6.92330537224672 5.93602752644005 2.97960972647098 0.773404698088987 6.30559241475449 3.62676122799469 39 18 13 11 4 1 17 5 -Mir365-2 2.15220527296765 1.44919225009747 5.07231612503183 0.0243108801223958 0.0608305136395914 0.447198542891125 25 3.76410018525741 2.45031621451491 2.13024780684514 1.61891659812001 0 0 1.48366880347165 0 10 4 4 3 0 0 4 0 -4933417D19Rik 3.40638709346778 0.513789676240055 5.05071864940713 0.0246157267165046 0.0614585211893474 0.574681490932197 5 0.376410018525741 1.83773716088618 0 0.539638866040004 0 0 0 0 1 3 0 1 0 0 0 0 -Rchy1 2.54271958534829 0.869700915716328 5.03471780966693 0.0248441339713338 0.0618933555923404 0.290422200398828 11 1.50564007410296 0.612579053628728 2.13024780684514 0.539638866040004 0 0.773404698088987 0 0 4 1 4 1 0 1 0 0 -Elp3 -2.02523152584441 2.32944726038921 5.02735601029897 0.0249499593616662 0.0618982410667584 0.604793592405244 55 3.76410018525741 0.612579053628728 1.59768585513386 0.539638866040004 12.6633413375017 5.41383288662291 0.741834401735823 10.1549314383851 10 1 3 1 17 7 2 14 -1700003F17Rik -2.23540184425716 1.12945697891322 5.02703439305924 0.0249545932433908 0.0618982410667584 0.423931938222114 16 0.376410018525741 0 1.06512390342257 0 1.48980486323549 0.773404698088987 1.48366880347165 4.35211347359363 1 0 2 0 2 1 4 6 -4833422C13Rik 2.45936493705808 1.75834534088732 4.98445087655953 0.0255761010535501 0.0633022370978323 0.747806173853687 34 3.38769016673167 3.67547432177237 7.98842927566929 0 1.48980486323549 0.773404698088987 0.370917200867911 0 9 6 15 0 2 1 1 0 -Mir3089 -3.26019061576154 0.441369062904739 4.97890549813656 0.0256582110356884 0.063368006042685 0.663200412611029 4 0 0 0 0 0 1.54680939617797 0.741834401735823 0 0 0 0 0 0 2 2 0 -BC024582 2.4229484658363 0.815684400444074 4.97391626398971 0.0257323202339933 0.0634137740539662 0.161867609999941 10 1.50564007410296 1.22515810725746 1.06512390342257 0.539638866040004 0.744902431617745 0 0 0 4 2 2 1 1 0 0 0 -Six3os1 -4.46352708702951 0.725197717198738 4.96527249378091 0.0258612400313804 0.0635941268875107 3.10022171650865 8 0 0 0 0 0 0 0 5.8028179647915 0 0 0 0 0 0 0 8 -Mir1938 -3.24656968690344 0.44073775939572 4.94933332780408 0.0261007314927869 0.0636493071670937 0.663220377283659 4 0 0 0 0 0.744902431617745 0 0.741834401735823 0.725352245598938 0 0 0 0 1 0 2 1 -Mir384 -3.24656968690344 0.44073775939572 4.94933332780408 0.0261007314927869 0.0636493071670937 0.663220377283659 4 0 0 0 0 0.744902431617745 0 0.741834401735823 0.725352245598938 0 0 0 0 1 0 2 1 -Sec14l1 -3.24656968690344 0.44073775939572 4.94933332780408 0.0261007314927869 0.0636493071670937 0.663220377283659 4 0 0 0 0 0.744902431617745 0 0.741834401735823 0.725352245598938 0 0 0 0 1 0 2 1 -1700018L02Rik 2.52725439485415 1.2810872988006 4.94237679200358 0.0262059770935944 0.0636493071670937 0.61076973766953 20 3.01128014820593 2.45031621451491 3.19537171026772 0 0.744902431617745 0 0 0.725352245598938 8 4 6 0 1 0 0 1 -4932412D23Rik -3.24299283757228 0.44056942053285 4.94155873497153 0.0262183824439387 0.0636493071670937 0.663225700951393 4 0 0 0 0 0 0 0.741834401735823 1.45070449119788 0 0 0 0 0 0 2 2 -Smpx -3.24299283757228 0.44056942053285 4.94155873497153 0.0262183824439387 0.0636493071670937 0.663225700951393 4 0 0 0 0 0 0 0.741834401735823 1.45070449119788 0 0 0 0 0 0 2 2 -Angel2 3.00095434308495 1.56565914609037 4.93642933631059 0.0262963059568562 0.0637029407574796 1.11574431165375 28 3.76410018525741 1.22515810725746 7.45586732395801 0 0 0 0 1.45070449119788 10 2 14 0 0 0 0 2 -Gm16998 2.16934043071108 1.59943008518047 4.897629610728 0.0268935864837564 0.0650118266482332 0.507140420466589 28 0.752820037051481 4.90063242902982 2.66280975855643 4.85674979436004 0.744902431617745 1.54680939617797 0 0.725352245598938 2 8 5 9 1 2 0 1 -Gm9961 2.48079807981748 0.81113688705366 4.87714638190293 0.027214575497129 0.0656486905755267 0.238468050975588 10 1.50564007410296 1.83773716088618 0.532561951711286 0.539638866040004 0 0 0.370917200867911 0 4 3 1 1 0 0 1 0 -Gorasp2 2.50323271127869 1.43485825537994 4.86866315023636 0.0273486789950654 0.0658217733772276 0.726065774236868 24 1.50564007410296 0.612579053628728 7.45586732395801 1.07927773208001 0 0 0.741834401735823 0.725352245598938 4 1 14 2 0 0 2 1 -Mir1199 -2.1410891017329 0.875152487625875 4.86532088378298 0.0274017023261903 0.0658217733772276 0.187465626508565 11 0.376410018525741 0.612579053628728 0 0 2.23470729485323 0.773404698088987 1.48366880347165 0.725352245598938 1 1 0 0 3 1 4 1 -D130020L05Rik 1.99560087261188 2.2275947807044 4.8299770860904 0.0279690023447093 0.0670433438557003 0.54192105507726 52 3.01128014820593 7.35094864354474 8.52099122738058 4.31711092832003 2.97960972647098 3.09361879235595 0 0 8 12 16 8 4 4 0 0 -Mir337 -1.62336036905266 2.17305843018542 4.81765542847888 0.0281696372508288 0.0673827171974752 0.346358081823553 50 2.63487012968019 3.06289526814364 0 1.07927773208001 7.44902431617745 5.41383288662291 5.19284081215076 3.62676122799469 7 5 0 2 10 7 14 5 -4930592A05Rik 3.5587501426435 0.574747799479499 4.79178041143487 0.0285958536991847 0.0682591403154179 1.10473049154526 6 0.752820037051481 0 2.13024780684514 0 0 0 0 0 2 0 4 0 0 0 0 0 -Snora62 2.51961259078854 1.14921765774973 4.78446712938078 0.028717531741494 0.0683253724986408 0.61992742678754 17 1.8820500926287 0 2.13024780684514 3.23783319624003 0 0 0.741834401735823 0 5 0 4 6 0 0 2 0 -Gm20300 3.55867540528589 0.574747799479499 4.78291864561502 0.0287433644166061 0.0683253724986408 1.1116604298737 6 0.752820037051481 0 2.13024780684514 0 0 0 0 0 2 0 4 0 0 0 0 0 -Mir1195 1.18551091024562 3.42829913358875 4.76777469367737 0.0289972833531965 0.0687229211205553 0.21049604596927 144 13.9271706854524 10.4138439116884 21.8350400201627 6.47566639248005 6.7041218845597 4.64042818853392 4.08008920954702 7.97887470158832 37 17 41 12 9 6 11 11 -Gnas 1.62261058729615 3.79700597703784 4.76577019333553 0.0290310674672284 0.0687229211205553 0.451188823351256 198 30.489211500585 1.83773716088618 34.6165268612336 7.01530525852006 5.21431702132421 10.0542610751568 2.59642040607538 6.52817021039044 81 3 65 13 7 13 7 9 -Snord12 0.762314805515276 7.35216142127777 4.7410292468062 0.0294514463348068 0.0695737065590363 0.11300464673621 2566 201.002949892746 232.780040378917 188.526930905795 192.111436310242 85.6637796360407 80.4340886012546 223.292154922483 87.7676217174715 534 380 354 356 115 104 602 121 -C530005A16Rik 2.13294951392171 1.06984389113655 4.73284395015275 0.0295919162959705 0.069672547711031 0.252138005819411 15 1.8820500926287 0.612579053628728 2.13024780684514 1.61891659812001 0 0.773404698088987 0 0.725352245598938 5 1 4 3 0 1 0 1 -Cd40 -3.15148687096873 0.435092695795631 4.73147876104903 0.029615412480149 0.069672547711031 0.663398911161569 4 0 0 0 0 0.744902431617745 0 1.11275160260373 0 0 0 0 0 1 0 3 0 -Mir1970 3.8210089530472 0.642462262502323 4.72103584004935 0.0297957891702316 0.0698632583094358 1.68660268150846 7 0.376410018525741 0 3.19537171026772 0 0 0 0 0 1 0 6 0 0 0 0 0 -Snora52 1.15584278819121 3.02172876320995 4.71970048180153 0.0298189367192771 0.0698632583094358 0.179149701646278 105 9.03384044461778 9.80126485805965 12.2489248893596 7.01530525852006 2.97960972647098 3.09361879235595 4.82192361128285 5.8028179647915 24 16 23 13 4 4 13 8 -Dnajc5 2.4454298694495 1.42647556996213 4.69405299734116 0.0302671737929223 0.070768125610091 0.714886625520243 24 2.63487012968019 0.612579053628728 6.39074342053543 0.539638866040004 0.744902431617745 0 0.741834401735823 0 7 1 12 1 1 0 2 0 -Mir338 -1.00910007112567 5.11127216101117 4.66844673588312 0.0307217005736617 0.0715778079081509 0.188465090435608 469 22.9610111300702 31.8541107886939 6.92330537224672 28.6008599001202 46.1839507603002 41.7638536968053 33.382548078112 60.9295886303108 61 52 13 53 62 54 90 84 -Mir3065 -1.00910039649857 5.11127216101117 4.66748355183418 0.0307389359114759 0.0715778079081509 0.18850778954269 469 22.9610111300702 31.8541107886939 6.92330537224672 28.6008599001202 46.1839507603002 41.7638536968053 33.382548078112 60.9295886303108 61 52 13 53 62 54 90 84 -Mir466g 2.74152413221779 1.83084002981743 4.65940322444841 0.0308839239806104 0.0717689557268359 1.0492083430981 38 9.03384044461778 1.22515810725746 4.79305756540158 0 1.48980486323549 0.773404698088987 0 0 24 2 9 0 2 1 0 0 -Mir495 -2.3402189238484 0.645644470451624 4.61800484111432 0.0316380180238436 0.0733719076528569 0.0931265969200527 7 0.376410018525741 0 0 0 0.744902431617745 1.54680939617797 0.741834401735823 0.725352245598938 1 0 0 0 1 2 2 1 -Mir540 -1.8704859261144 1.47646177493351 4.55637623858901 0.0327963961533908 0.0759040324767119 0.396099074113572 25 1.50564007410296 1.22515810725746 0 0 1.48980486323549 3.09361879235595 2.96733760694329 3.62676122799469 4 2 0 0 2 4 8 5 -2010308F09Rik -2.32788360610316 0.648937351473606 4.53820271953229 0.033146376614775 0.0764423429937867 0.102970605179992 7 0 0 0 0.539638866040004 0.744902431617745 1.54680939617797 0.741834401735823 0.725352245598938 0 0 0 1 1 2 2 1 -2900060B14Rik -1.08100697451944 3.76125731921139 4.53734555534206 0.0331629796511169 0.0764423429937867 0.198059425970498 185 10.163070500195 12.8641601262033 3.19537171026772 5.93602752644005 13.4082437691194 10.8276657732458 21.1422804494709 22.4859196135671 27 21 6 11 18 14 57 31 -1700102H20Rik -3.05360187129594 0.429297019684393 4.51821113892006 0.0335358782594531 0.0768362190643293 0.663582233184495 4 0 0 0 0 0 0 1.48366880347165 0 0 0 0 0 0 0 4 0 -9230112J17Rik -3.05360187129594 0.429297019684393 4.51821113892006 0.0335358782594531 0.0768362190643293 0.663582233184495 4 0 0 0 0 0 0 1.48366880347165 0 0 0 0 0 0 0 4 0 -Mir3100 -3.05360187129594 0.429297019684393 4.51821113892006 0.0335358782594531 0.0768362190643293 0.663582233184495 4 0 0 0 0 0 0 1.48366880347165 0 0 0 0 0 0 0 4 0 -D330041H03Rik 3.32930386867047 1.27786048002356 4.50364887245404 0.0338226071911225 0.0773378653408233 1.47504094998164 20 2.63487012968019 0 6.39074342053543 0 0.744902431617745 0 0 0 7 0 12 0 1 0 0 0 -Gm16907 3.26552611692941 0.503997485712753 4.49052591111306 0.0340831909673243 0.077777841787434 0.741230615719152 5 1.12923005557722 0 1.06512390342257 0 0 0 0 0 3 0 2 0 0 0 0 0 -Gm10532 3.26536654531193 0.503997485712753 4.48648760034473 0.0341638015612366 0.0778061827971477 0.74419517532416 5 1.12923005557722 0 1.06512390342257 0 0 0 0 0 3 0 2 0 0 0 0 0 -Mir466n 2.20067011169095 2.42089442891858 4.45788317555225 0.0347405236423429 0.0789620268444486 0.785648303302441 64 8.65743042609204 2.45031621451491 14.911734647916 0.539638866040004 2.23470729485323 0.773404698088987 0 2.90140898239575 23 4 28 1 3 1 0 4 -Mir139 -0.72119449385826 5.68703734270453 4.45193702373942 0.0348616825658115 0.0790798803331827 0.100083940174525 751 38.7702319081513 40.430217539496 39.4095844266352 33.9972485605203 58.8472920978018 53.3649241681401 80.4890325883368 58.028179647915 103 66 74 63 79 69 217 80 -4930556M19Rik 2.66295078370768 1.38828943045466 4.44749356732844 0.0349525109569089 0.0791286011941132 0.905594146357706 23 4.14051020378315 1.83773716088618 3.727933661979 0 1.48980486323549 0 0 0 11 3 7 0 2 0 0 0 -Slc35c2 3.30865205063321 0.507213862469314 4.43963505660486 0.0351137526308395 0.079336221290669 0.861401174147407 5 0.752820037051481 0 1.59768585513386 0 0 0 0 0 2 0 3 0 0 0 0 0 -Gm19710 3.30854550904046 0.507213862469314 4.43368996784918 0.0352362513208005 0.0794233311815247 0.866290226188262 5 0.752820037051481 0 1.59768585513386 0 0 0 0 0 2 0 3 0 0 0 0 0 -2310044G17Rik 2.05621267074145 1.32862828701613 4.43101455523806 0.0352915240219396 0.0794233311815247 0.404465860932417 21 2.25846011115444 1.83773716088618 3.727933661979 1.07927773208001 0 1.54680939617797 0 0.725352245598938 6 3 7 2 0 2 0 1 -Ralgps2 2.45080676811912 1.6189912655589 4.42761767274901 0.0353618326398975 0.0794249036262265 0.81298619021514 30 5.64615027788611 0.612579053628728 5.32561951711286 0.539638866040004 0.744902431617745 1.54680939617797 0 0 15 1 10 1 1 2 0 0 -Gm3219 3.60737493223815 0.577946067919671 4.421480162378 0.0354892385246105 0.0795040126826207 1.52667717941297 6 0.376410018525741 0 2.66280975855643 0 0 0 0 0 1 0 5 0 0 0 0 0 -D030028A08Rik 3.60738151612533 0.577946067919671 4.41596802198372 0.0356040719631981 0.0795040126826207 1.5322501246408 6 0.376410018525741 0 2.66280975855643 0 0 0 0 0 1 0 5 0 0 0 0 0 -Gm14403 3.60738163135027 0.577946067919671 4.41587124501828 0.0356060915695173 0.0795040126826207 1.53234812927796 6 0.376410018525741 0 2.66280975855643 0 0 0 0 0 1 0 5 0 0 0 0 0 -Dennd2d 3.6073885554531 0.577946067919671 4.4100360359284 0.0357280863769671 0.0796205987424209 1.53826760209751 6 0.376410018525741 0 2.66280975855643 0 0 0 0 0 1 0 5 0 0 0 0 0 -4933404O12Rik 3.41483468754033 0.513876008043094 4.39861857465169 0.0359680543296903 0.0798701167406372 1.0997339968646 5 0 0 1.59768585513386 1.07927773208001 0 0 0 0 0 0 3 2 0 0 0 0 -9330133O14Rik 3.40993147550957 0.565287625816317 4.39628480824711 0.0360173118390578 0.0798701167406372 1.17471994051209 6 1.8820500926287 0 0 0.539638866040004 0 0 0 0 5 0 0 1 0 0 0 0 -A230108P19Rik 2.12431096016161 1.3211306056393 4.39473543004656 0.036050052691874 0.0798701167406372 0.471731682383365 21 2.25846011115444 0.612579053628728 4.79305756540158 1.07927773208001 0 0.773404698088987 0.370917200867911 0.725352245598938 6 1 9 2 0 1 1 1 -Mea1 1.99180528749444 0.974328529879471 4.39009023045989 0.0361484000501709 0.0799327993357462 0.160665324005786 13 1.12923005557722 1.22515810725746 2.13024780684514 1.07927773208001 0.744902431617745 0 0.370917200867911 0 3 2 4 2 1 0 1 0 -Stap2 1.96836921762169 1.45702826044348 4.24688515308066 0.039322390488878 0.0865226045963398 0.447793446770451 25 3.76410018525741 0.612579053628728 3.19537171026772 2.15855546416002 0 1.54680939617797 0.741834401735823 0 10 1 6 4 0 2 2 0 -Runx2 -1.8781114233878 1.22110313001472 4.24585644988074 0.0393462193619179 0.0865226045963398 0.341255251954501 18 0 1.83773716088618 0 0.539638866040004 2.23470729485323 1.54680939617797 1.85458600433956 2.90140898239575 0 3 0 1 3 2 5 4 -Mir188 -1.59922257277923 1.98299554425222 4.24251863370676 0.0394236408768871 0.0865226045963398 0.371629476825589 41 1.8820500926287 3.06289526814364 0 1.07927773208001 4.46941458970647 6.18723758471189 2.59642040607538 5.8028179647915 5 5 0 2 6 8 7 8 -Snora61 0.969697226409014 3.56540254224777 4.24140176384522 0.0394495826345953 0.0865226045963398 0.154073484156933 164 18.820500926287 12.8641601262033 12.7814868410709 10.7927773208001 7.44902431617745 3.86702349044493 8.53109561996196 7.97887470158832 50 21 24 20 10 5 23 11 -Vsig8 0.750069910159955 5.57576368322374 4.23890276025379 0.0395076923704584 0.0865226045963398 0.113360001130486 711 73.0235435939937 60.6453263092441 39.4095844266352 58.8206363983605 37.2451215808872 27.0691644331145 37.0917200867911 36.2676122799469 194 99 74 109 50 35 100 50 -Ano4 -2.44102696576186 0.940052484741396 4.21583782979193 0.0400482838831723 0.0875384902503823 0.691619616682358 12 0.376410018525741 0 0.532561951711286 0 4.46941458970647 0 0.741834401735823 1.45070449119788 1 0 1 0 6 0 2 2 -Snord37 0.76109809770672 5.37374937014978 4.21175926855503 0.0401446813370918 0.0875814176015712 0.115843179216952 605 50.4389424824493 69.2214330600463 39.4095844266352 43.1711092832003 29.051194833092 24.7489503388476 33.0116308772441 31.9154988063533 134 113 74 80 39 32 89 44 -5430405H02Rik 2.58778573027926 1.29115223901932 4.19097143820825 0.0406398034555258 0.0884923964556392 0.897399733720162 20 2.25846011115444 4.90063242902982 0 2.15855546416002 0 0 0 1.45070449119788 6 8 0 4 0 0 0 2 -Polg2 3.14592319385234 0.445065788409347 4.15497735392699 0.0415123289754101 0.0900486071500817 0.663083507648294 4 0 1.22515810725746 1.06512390342257 0 0 0 0 0 0 2 2 0 0 0 0 0 -Sgsm1 3.14592319385234 0.445065788409347 4.15497735392699 0.0415123289754101 0.0900486071500817 0.663083507648294 4 0 1.22515810725746 1.06512390342257 0 0 0 0 0 0 2 2 0 0 0 0 0 -4930502E09Rik 3.13239036710484 0.444300161259273 4.12791304512818 0.0421813397945613 0.0913262024774088 0.663107719639279 4 0 0.612579053628728 0 1.61891659812001 0 0 0 0 0 1 0 3 0 0 0 0 -Zfp414 3.35771159436211 0.510435203260448 4.12231625073913 0.0423210970545786 0.0913615869544494 1.26204273440692 5 0.376410018525741 0 2.13024780684514 0 0 0 0 0 1 0 4 0 0 0 0 0 -9230116N13Rik 3.12878070152109 0.444084400555259 4.1205980357213 0.0423641000944858 0.0913615869544494 0.663114542800252 4 0 0.612579053628728 1.06512390342257 0.539638866040004 0 0 0 0 0 1 2 1 0 0 0 0 -4833417C18Rik 2.35006375536511 0.758568204956497 4.1176536784517 0.0424378975336181 0.0913615869544494 0.280418772687045 9 0.752820037051481 0.612579053628728 0.532561951711286 2.15855546416002 0 0 0.370917200867911 0 2 1 1 4 0 0 1 0 -Gm9999 3.42407156884898 0.514090525834695 4.10976571594314 0.0426362683774495 0.091615785722542 1.4146566386221 5 0 0 0.532561951711286 2.15855546416002 0 0 0 0 0 0 1 4 0 0 0 0 -Mir191 -0.724056835181618 13.66326713492 4.10168206666822 0.0428405722202924 0.0917658811710067 0.121505260548983 174890 8555.79972109009 11471.1553582516 6973.89875765929 12136.4780972397 19775.6697545879 18076.0146037358 8338.58959271151 18458.7639460018 22730 18726 13095 22490 26548 23372 22481 25448 -Snord88c 0.772003291829085 4.59608010488051 4.09905735285379 0.0429071296584209 0.0917658811710067 0.111637028219497 341 27.8543413709048 25.1157411987778 34.6165268612336 28.0612210340802 21.6021705169146 17.0149033579577 12.9821020303769 16.6831016487756 74 41 65 52 29 22 35 23 -Scarna13 2.37818263258555 0.813784050534841 4.09747145562217 0.0429473974980873 0.0917658811710067 0.357362691777861 10 1.50564007410296 0 1.06512390342257 1.61891659812001 0.744902431617745 0 0 0 4 0 2 3 1 0 0 0 -Mir880 3.11348514900424 0.443211372076721 4.09021063177916 0.0431322667093954 0.0918100626826892 0.663142151271534 4 0 0 0.532561951711286 1.61891659812001 0 0 0 0 0 0 1 3 0 0 0 0 -9330151L19Rik 3.10988480327256 0.442995740899849 4.08298153447082 0.0433171597691468 0.0918100626826892 0.663148970364241 4 0 0 1.59768585513386 0.539638866040004 0 0 0 0 0 0 3 1 0 0 0 0 -Lins 3.10988480327256 0.442995740899849 4.08298153447082 0.0433171597691468 0.0918100626826892 0.663148970364241 4 0 0 1.59768585513386 0.539638866040004 0 0 0 0 0 0 3 1 0 0 0 0 -1190002F15Rik 3.10808521622628 0.442887934784986 4.07937303310311 0.0434097633799645 0.0918100626826892 0.66315237961443 4 0 0 2.13024780684514 0 0 0 0 0 0 0 4 0 0 0 0 0 -Tsix 3.10808521622628 0.442887934784986 4.07937303310311 0.0434097633799645 0.0918100626826892 0.66315237961443 4 0 0 2.13024780684514 0 0 0 0 0 0 0 4 0 0 0 0 0 -Snhg10 2.37733284339773 0.813784050534841 4.07777411895888 0.0434508622687574 0.0918100626826892 0.363056531257373 10 1.50564007410296 0 1.06512390342257 1.61891659812001 0.744902431617745 0 0 0 4 0 2 3 1 0 0 0 -Mir19b-2 1.95460141884699 0.967543811537092 4.0667510821653 0.0437353173957902 0.0922402904779974 0.194698364222462 13 1.8820500926287 0.612579053628728 1.06512390342257 1.61891659812001 0 0.773404698088987 0.370917200867911 0 5 1 2 3 0 1 1 0 -4930451G09Rik 3.09940234131105 0.441920006309181 4.05747128275669 0.0439763063671282 0.0924069347419766 0.663182989421909 4 0.376410018525741 1.22515810725746 0 0.539638866040004 0 0 0 0 1 2 0 1 0 0 0 0 -4933421O10Rik 3.09940234131105 0.441920006309181 4.05747128275669 0.0439763063671282 0.0924069347419766 0.663182989421909 4 0.376410018525741 1.22515810725746 0 0.539638866040004 0 0 0 0 1 2 0 1 0 0 0 0 -Icmt 3.04158259524875 1.01298978592042 4.05190611070757 0.0441214993656041 0.0925416006914601 1.3064646184198 14 1.8820500926287 0 4.26049561369029 0 0 0 0.370917200867911 0 5 0 8 0 0 0 1 0 -BC029722 3.19971849117159 0.500786066092323 4.04549638503555 0.0442893518018265 0.0927232117539156 1.02178221965242 5 1.50564007410296 0 0.532561951711286 0 0 0 0 0 4 0 1 0 0 0 0 0 -D630024D03Rik 4.06980775023739 0.7082404013179 4.03667263086978 0.0445215210737058 0.0928700527056171 3.02593312554975 8 0 0 0 4.31711092832003 0 0 0 0 0 0 0 8 0 0 0 0 -0610040F04Rik 2.01747357743795 0.977371680002771 4.03475819286646 0.0445720624037807 0.0928700527056171 0.261267095275759 13 0.752820037051481 1.22515810725746 2.66280975855643 1.07927773208001 0.744902431617745 0 0.370917200867911 0 2 2 5 2 1 0 1 0 -Xist 4.05419301544092 0.707395597770275 4.03069585480579 0.044679508661419 0.0928700527056171 3.00206353206744 8 0 0 4.26049561369029 0 0 0 0 0 0 0 8 0 0 0 0 0 -2810013P06Rik 2.06704188927481 0.967762003264331 4.03048606761081 0.0446850647987588 0.0928700527056171 0.309415407092658 13 1.50564007410296 2.45031621451491 1.06512390342257 0.539638866040004 0 0 0.741834401735823 0 4 4 2 1 0 0 2 0 -Gm10516 3.08232207628801 0.440940231955907 4.02405179815349 0.0448558278758383 0.0929488328525612 0.663213974165843 4 0.376410018525741 0.612579053628728 0 1.07927773208001 0 0 0 0 1 1 0 2 0 0 0 0 -Snord100 0.6356135257733 6.08912492232221 4.02292153108604 0.0448858956194226 0.0929488328525612 0.0868973478133586 1006 74.1527736495709 82.0855931862496 85.2099122738058 83.6440242362007 51.3982677816244 43.3106630929833 59.3467521388658 54.4014184199203 197 134 160 155 69 56 160 75 -Mir129-1 3.07872386541409 0.440724844947958 4.01695170825076 0.0450450593212474 0.0931094432709118 0.663220785698829 4 0.376410018525741 0.612579053628728 1.06512390342257 0 0 0 0 0 1 1 2 0 0 0 0 0 -Snora23 2.947659078747 1.00398627395562 4.01281959763889 0.0451555750779982 0.0931690979457432 1.19780792767124 14 3.01128014820593 0 2.66280975855643 0 0 0 0.370917200867911 0 8 0 5 0 0 0 1 0 -Mir294 3.06349997293662 0.439853358744087 3.98749133225598 0.0458392651182844 0.09362004436208 0.663248346365878 4 0.376410018525741 0 0.532561951711286 1.07927773208001 0 0 0 0 1 0 1 2 0 0 0 0 -Snora70 3.06349997293662 0.439853358744087 3.98749133225598 0.0458392651182844 0.09362004436208 0.663248346365878 4 0.376410018525741 0 0.532561951711286 1.07927773208001 0 0 0 0 1 0 1 2 0 0 0 0 -2010003O02Rik 1.98348239078607 1.15376056733645 3.98420909577422 0.0459286580442539 0.09362004436208 0.398601895191898 17 1.12923005557722 1.22515810725746 3.19537171026772 1.61891659812001 0 0 1.11275160260373 0 3 2 6 3 0 0 3 0 -1700034P13Rik 3.06170605431538 0.439745726709386 3.98398193097084 0.0459348517545847 0.09362004436208 0.663251750248398 4 0.376410018525741 0 1.06512390342257 0.539638866040004 0 0 0 0 1 0 2 1 0 0 0 0 -Fam120aos 3.06170605431538 0.439745726709386 3.98398193097084 0.0459348517545847 0.09362004436208 0.663251750248398 4 0.376410018525741 0 1.06512390342257 0.539638866040004 0 0 0 0 1 0 2 1 0 0 0 0 -A730020M07Rik 3.05991259759458 0.439638100977263 3.98047653835878 0.0460305389019517 0.09362004436208 0.663255153938683 4 0.376410018525741 0 1.59768585513386 0 0 0 0 0 1 0 3 0 0 0 0 0 -F630206G17Rik 3.05991259759458 0.439638100977263 3.98047653835878 0.0460305389019517 0.09362004436208 0.663255153938683 4 0.376410018525741 0 1.59768585513386 0 0 0 0 0 1 0 3 0 0 0 0 0 -Gm21944 3.05991259759458 0.439638100977263 3.98047653835878 0.0460305389019517 0.09362004436208 0.663255153938683 4 0.376410018525741 0 1.59768585513386 0 0 0 0 0 1 0 3 0 0 0 0 0 -Mir3470a 1.65480723982971 2.35026931926344 3.95738885462005 0.0466660378918481 0.0947436819120973 0.475481922307067 61 8.65743042609204 1.22515810725746 10.1186770825144 2.69819433020002 3.72451215808872 0.773404698088987 1.85458600433956 0.725352245598938 23 2 19 5 5 1 5 1 -Mir669e 2.01012761708276 0.976761579480109 3.9359265892494 0.0472650955169254 0.0957894742181384 0.278646788851285 13 0.752820037051481 0.612579053628728 2.13024780684514 2.15855546416002 0 0.773404698088987 0.370917200867911 0 2 1 4 4 0 1 1 0 -5730408K05Rik 3.03229149852466 0.437585811559422 3.92303893681648 0.0476287099607381 0.0963552447964578 0.663320059640923 4 0.752820037051481 0.612579053628728 0 0.539638866040004 0 0 0 0 2 1 0 1 0 0 0 0 -Alg11 2.54969310547171 0.91195896231435 3.91254406008439 0.0479269939780155 0.096787079874187 0.684211815681331 12 2.63487012968019 0 1.59768585513386 0.539638866040004 0 0 0 0.725352245598938 7 0 3 1 0 0 0 1 -BC031361 3.01357415843156 0.436500850557613 3.88761656046388 0.0486434097482271 0.0977411274915922 0.663354373887436 4 0.752820037051481 0 0.532561951711286 0.539638866040004 0 0 0 0 2 0 1 1 0 0 0 0 -1500015L24Rik 3.01178876963551 0.436393404882941 3.88421409864557 0.0487420697131604 0.0977411274915922 0.6633577721384 4 0.752820037051481 0 1.06512390342257 0 0 0 0 0 2 0 2 0 0 0 0 0 -Cyp2d37-ps 3.01178876963551 0.436393404882941 3.88421409864557 0.0487420697131604 0.0977411274915922 0.6633577721384 4 0.752820037051481 0 1.06512390342257 0 0 0 0 0 2 0 2 0 0 0 0 0 -Trpt1 3.01178876963551 0.436393404882941 3.88421409864557 0.0487420697131604 0.0977411274915922 0.6633577721384 4 0.752820037051481 0 1.06512390342257 0 0 0 0 0 2 0 2 0 0 0 0 0 -Mir297-2 1.54223903109753 2.09323284778587 3.86609308727373 0.0492710892079631 0.0986286189233086 0.370747786569295 47 4.14051020378315 3.67547432177237 8.52099122738058 2.15855546416002 3.72451215808872 0.773404698088987 1.11275160260373 0.725352245598938 11 6 16 4 5 1 3 1 -Snhg3 1.23410251082105 2.87013370923104 3.85237575582464 0.0496755798471384 0.0992641621814097 0.27141878267607 94 10.5394805187207 3.67547432177237 9.58611513080315 9.71349958872008 6.7041218845597 1.54680939617797 3.70917200867911 2.17605673679681 28 6 18 18 9 2 10 3 -Jmjd4 2.15432402469418 1.07901960587324 3.84243990202495 0.0499707537247533 0.0996794230768244 0.489459762198242 15 0.752820037051481 0.612579053628728 3.727933661979 1.61891659812001 0.744902431617745 0.773404698088987 0 0 2 1 7 3 1 1 0 0 -Mir465 2.98235832242491 0.434236891175304 3.82488410595021 0.0504968399885711 0.100553044375148 0.663425979374912 4 1.12923005557722 0.612579053628728 0 0 0 0 0 0 3 1 0 0 0 0 0 0 -D930015M05Rik 2.03574906278116 1.28114908660781 3.79290309757499 0.0514703043912074 0.102276096831736 0.528630729429243 20 2.25846011115444 0.612579053628728 4.79305756540158 0.539638866040004 0 0.773404698088987 0.370917200867911 0.725352245598938 6 1 9 1 0 1 1 1 -4930414N06Rik 2.96376667824733 0.433153838612419 3.79059200287469 0.0515414160194991 0.102276096831736 0.663460235996829 4 1.12923005557722 0 0.532561951711286 0 0 0 0 0 3 0 1 0 0 0 0 0 -Mirlet7f-2 0.586189945014016 9.80950112843876 3.78292421431226 0.0517780966945444 0.102567375570269 0.0860665007021305 14033 912.417884906396 1021.78186145272 1238.20653772874 1129.46414662173 555.697213986838 518.181147719621 1246.28179491618 541.838127462407 2424 1668 2325 2093 746 670 3360 747 -C920021L13Rik 1.76367634720302 1.70225824660072 3.77610679218444 0.0519894948473733 0.102807649256244 0.466172987214309 32 2.25846011115444 0.612579053628728 5.32561951711286 4.85674979436004 0 1.54680939617797 0.741834401735823 1.45070449119788 6 1 10 9 0 2 2 2 -Gm15417 1.67983957433177 1.80164992122508 3.71610400285244 0.053889975808787 0.106305509251098 0.437532321964174 35 1.50564007410296 2.45031621451491 3.727933661979 7.01530525852006 1.48980486323549 2.32021409426696 0.741834401735823 0 4 4 7 13 2 3 2 0 -Mir411 -0.788462638147409 7.18678006636406 3.71265997701833 0.0540012682008808 0.106305509251098 0.155219066494922 2196 193.474749522231 123.740968833003 42.0723941851916 64.2170250587605 152.704998481638 174.789461768111 222.179403319879 182.788765890932 514 202 79 119 205 226 599 252 -Mir33 1.05704167432929 3.14606659666135 3.71152933736439 0.05403785746331 0.106305509251098 0.207018017782448 118 13.5507606669267 9.80126485805965 5.32561951711286 11.8720550528801 2.97960972647098 6.18723758471189 6.30559241475449 3.62676122799469 36 16 10 22 4 8 17 5 -A630072M18Rik 1.68258239677861 1.28602336518056 3.70225213341255 0.0543390761193033 0.106516710338072 0.274903009044658 20 1.8820500926287 3.67547432177237 1.06512390342257 1.61891659812001 0.744902431617745 0 0.741834401735823 0.725352245598938 5 6 2 3 1 0 2 1 -4931403G20Rik 2.91589823742364 0.429919394234628 3.6996072386672 0.054425277937858 0.106516710338072 0.66356254574956 4 1.50564007410296 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 -Gm4265 2.91589823742364 0.429919394234628 3.6996072386672 0.054425277937858 0.106516710338072 0.66356254574956 4 1.50564007410296 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 -Osbpl1a 2.47060020253323 2.20538682744921 3.6943573914536 0.0545968093857622 0.106669451214306 1.23682270771556 52 3.38769016673167 0.612579053628728 19.1722302616063 0 0 1.54680939617797 0.370917200867911 2.17605673679681 9 1 36 0 0 2 1 3 -Mir484 -0.632510337899452 7.18286805708198 3.67311765279572 0.0552966595299158 0.107670420438573 0.0998462983245534 2052 107.276855279836 137.217708012835 53.7887571228399 155.415993419521 199.633851673556 173.242652371933 156.527058766259 174.084538943745 285 224 101 288 268 224 422 240 -Mir3086 -1.59145486347128 1.07120757999586 3.67308125064464 0.0552978671139384 0.107670420438573 0.155363987763911 15 0.752820037051481 0 0.532561951711286 0.539638866040004 1.48980486323549 1.54680939617797 1.85458600433956 1.45070449119788 2 0 1 1 2 2 5 2 -Zfp410 2.40050624799358 1.27209510414984 3.66070723723352 0.0557099804920593 0.108288054074003 0.882974817159586 20 3.76410018525741 0 3.19537171026772 1.07927773208001 0 1.54680939617797 0 0 10 0 6 2 0 2 0 0 -Snord71 0.812834481625127 4.57472241895141 3.65038540252946 0.0560562385400896 0.108775796214698 0.145077150673947 341 35.0061317228939 31.2415317350651 13.8466107444934 34.5368874265603 14.8980486323549 15.4680939617797 14.0948536329806 21.0352151223692 93 51 26 64 20 20 38 29 -Snhg4 -1.23773296257912 2.10618734501935 3.63164359745908 0.0566908046099028 0.10982038719847 0.232173331853086 47 2.63487012968019 1.83773716088618 1.59768585513386 1.61891659812001 2.97960972647098 4.64042818853392 4.08008920954702 7.25352245598938 7 3 3 3 4 6 11 10 -Mir5117 -0.918628727646437 3.53006698882797 3.61010752096311 0.0574294065617766 0.111062632011842 0.168816098394452 153 8.2810204075663 9.80126485805965 7.45586732395801 3.77747206228003 8.19392674779519 16.2414986598687 14.4657708338485 16.6831016487756 22 16 14 7 11 21 39 23 -A930005H10Rik 2.2883427208969 1.01956589864802 3.59998634434969 0.0577800457403129 0.111551661911501 0.713905461258377 14 1.12923005557722 1.83773716088618 0 3.23783319624003 0 0 0.741834401735823 0 3 3 0 6 0 0 2 0 -Mir29b-2 -1.44795171375512 1.94007043007237 3.59625076176146 0.057910035538767 0.111613767820495 0.353810081926908 41 1.8820500926287 0 1.06512390342257 2.69819433020002 2.23470729485323 3.86702349044493 5.56375801301867 4.35211347359363 5 0 2 5 3 5 15 6 -Mir3069 2.21555843820045 0.756685666656939 3.56973154216641 0.0588418232862539 0.113218415463096 0.320229313843863 9 1.50564007410296 0 1.06512390342257 1.07927773208001 0.744902431617745 0 0 0 4 0 2 2 1 0 0 0 -Gm12359 2.16898632974039 1.4882686924078 3.56048945040345 0.0591702894445667 0.113658754640153 0.838744382533676 26 3.38769016673167 0 5.85818146882415 1.07927773208001 0.744902431617745 0 1.11275160260373 0 9 0 11 2 1 0 3 0 -4930512B01Rik 2.311695754453 0.751907182201018 3.55318085590357 0.059431418716913 0.113968485304198 0.447887175675667 9 1.50564007410296 0.612579053628728 1.59768585513386 0 0 0 0.370917200867911 0 4 1 3 0 0 0 1 0 -9330175M20Rik -1.83913038229394 0.769181445189637 3.53330463673361 0.0601477950442438 0.115148715009198 0.123494361527078 9 0.376410018525741 0 0 0.539638866040004 1.48980486323549 1.54680939617797 0.741834401735823 0.725352245598938 1 0 0 1 2 2 2 1 -Ythdf3 1.5347336844379 2.1872400075988 3.52392375500849 0.0604890850104411 0.115608117247761 0.437839949042422 52 6.02256029641185 1.83773716088618 10.1186770825144 1.61891659812001 2.97960972647098 0.773404698088987 1.48366880347165 1.45070449119788 16 3 19 3 4 1 4 2 -Gm7854 1.81305255344412 1.40076095337658 3.51463719659719 0.0608289735971144 0.11606330915436 0.460693165702023 23 3.01128014820593 4.2880533754011 0.532561951711286 1.61891659812001 0.744902431617745 1.54680939617797 0.370917200867911 0 8 7 1 3 1 2 1 0 -Snord15a 1.26556615125299 2.28978783966135 3.51074804715134 0.0609719200016601 0.116141837599156 0.266691310482511 57 7.52820037051481 6.12579053628728 4.79305756540158 2.15855546416002 2.97960972647098 2.32021409426696 1.85458600433956 1.45070449119788 20 10 9 4 4 3 5 2 -A330023F24Rik -0.578411379373362 8.69459977720854 3.50754760326356 0.0610898210772275 0.116172476415194 0.0896883068034673 6103 408.781280118954 382.861908517955 135.803297686378 398.793122003563 490.890702436094 450.894938985879 549.699291686245 488.887413533684 1086 625 255 739 659 583 1482 674 -Wdr13 -1.72012346832078 0.929108611192646 3.49925174417671 0.0613965633152006 0.116561528689923 0.196132662445624 12 0.752820037051481 0 0.532561951711286 0 1.48980486323549 0.773404698088987 1.11275160260373 2.17605673679681 2 0 1 0 2 1 3 3 -2010310C07Rik 2.19594941926093 0.754516632646807 3.46141486343187 0.062816542575302 0.119059260927607 0.339304015131098 9 1.8820500926287 0.612579053628728 0.532561951711286 0.539638866040004 0.744902431617745 0 0 0 5 1 1 1 1 0 0 0 -0610009L18Rik -1.70953095047412 1.30558372556489 3.43327303137063 0.0638953538182766 0.120828775503036 0.427738354254068 21 1.12923005557722 0 0.532561951711286 0.539638866040004 1.48980486323549 1.54680939617797 4.08008920954702 0.725352245598938 3 0 1 1 2 2 11 1 -Mir29c -0.57990984920207 8.6801221089121 3.43155254206587 0.0639619460156302 0.120828775503036 0.0921705197944408 6038 403.88794987812 382.249329464326 130.477678169265 395.555288807323 487.911092709623 447.027915495434 542.651864869754 483.809947814491 1073 624 245 733 655 578 1463 667 -9530026P05Rik -1.7605961243528 1.31005038813491 3.41337010539105 0.0646702465899932 0.12196487827964 0.474959668640155 20 0 0.612579053628728 2.13024780684514 0 2.23470729485323 3.09361879235595 1.48366880347165 2.90140898239575 0 1 4 0 3 4 4 4 -Ranbp3 1.94585296479222 1.31602180536296 3.39704288003483 0.0653134106352512 0.122974589991455 0.559883347902171 21 3.76410018525741 1.22515810725746 2.66280975855643 0.539638866040004 0 1.54680939617797 0 0.725352245598938 10 2 5 1 0 2 0 1 -Snora26 1.8683951204978 0.97078207300884 3.34850130949932 0.0672662297995007 0.126442781221137 0.296473421144586 13 2.25846011115444 1.22515810725746 0.532561951711286 1.07927773208001 0 0.773404698088987 0 0.725352245598938 6 2 1 2 0 1 0 1 -Gm5089 2.28406661080162 1.75471782411861 3.34448804982674 0.0674304514099843 0.126543001741434 1.08109229776745 34 3.76410018525741 0 10.1186770825144 0.539638866040004 0.744902431617745 0.773404698088987 0 1.45070449119788 10 0 19 1 1 1 0 2 -9430008C03Rik 1.89674596190827 1.50713232824516 3.33238405268818 0.0679283448542543 0.127268048405097 0.617315662878852 26 3.01128014820593 0.612579053628728 5.32561951711286 1.61891659812001 1.48980486323549 0 0 1.45070449119788 8 1 10 3 2 0 0 2 -Snora28 1.1496742270066 2.54114084010672 3.32568386547373 0.0682056434892409 0.127578097083974 0.243892218993338 71 9.41025046314352 4.2880533754011 6.92330537224672 4.31711092832003 2.23470729485323 3.86702349044493 1.85458600433956 3.62676122799469 25 7 13 8 3 5 5 5 -3110045C21Rik 1.74505885736988 1.30320211999434 3.3208335221709 0.0684071384609135 0.127745572805077 0.429780317265874 21 3.76410018525741 1.83773716088618 1.06512390342257 1.07927773208001 0 0 1.11275160260373 0.725352245598938 10 3 2 2 0 0 3 1 -5730422E09Rik 2.17813007132661 0.69991420705385 3.31793285722386 0.0685279432377808 0.127762064108346 0.327848806595131 8 0.752820037051481 1.22515810725746 1.59768585513386 0 0 0 0.370917200867911 0 2 2 3 0 0 0 1 0 -Snora74a -1.46979985963907 1.81113794389193 3.30479031516379 0.0690781609579881 0.128577784099616 0.401038547067819 36 2.63487012968019 0 1.06512390342257 1.07927773208001 1.48980486323549 3.86702349044493 4.08008920954702 5.07746571919256 7 0 2 2 2 5 11 7 -Pum2 1.97782252499119 2.18824816941497 3.29348582658385 0.0695552100767045 0.129112655729198 0.877647605651709 52 6.02256029641185 0 13.8466107444934 1.07927773208001 0.744902431617745 3.09361879235595 0.741834401735823 0.725352245598938 16 0 26 2 1 4 2 1 -Mir431 -1.72596294938892 1.80454385303357 3.29262137881222 0.0695918345954921 0.129112655729198 0.631937651435167 36 3.38769016673167 0.612579053628728 0 0 4.46941458970647 3.86702349044493 4.45100641041494 2.17605673679681 9 1 0 0 6 5 12 3 -Mirlet7f-1 -0.618847205867557 5.7539252385751 3.28552344026105 0.0698933385511864 0.129461524816402 0.100580078676248 779 40.2758719822543 47.7811661830408 42.0723941851916 37.2350817567603 72.2555358669212 57.231947658585 76.0380261779218 50.7746571919256 107 78 79 69 97 74 205 70 -BC090627 -1.38077885406157 2.12933903001116 3.26984270915537 0.0705643889819361 0.130492654503062 0.38779446564538 47 2.63487012968019 0.612579053628728 1.06512390342257 3.23783319624003 2.97960972647098 9.28085637706784 2.22550320520747 6.52817021039044 7 1 2 6 4 12 6 9 -Ldha 1.4151914066291 1.99546173390349 3.24154662394186 0.0717928357574312 0.132549555985807 0.366966029357314 43 3.38769016673167 1.22515810725746 6.39074342053543 5.39638866040004 0.744902431617745 3.09361879235595 1.48366880347165 0.725352245598938 9 2 12 10 1 4 4 1 -Snord55 0.573286347215212 7.06540834889277 3.23258793923296 0.0721865298674548 0.133061115636132 0.0928136804736426 2070 173.901428558892 189.286927571277 135.803297686378 134.909716510001 92.3679015206004 78.1138745069877 166.91274039056 86.3169172262736 462 309 255 250 124 101 450 119 -Rmst -2.27195246552724 0.840227711282082 3.20385958582753 0.0734647080686582 0.135198761139256 0.855385796986541 10 0.376410018525741 0 0.532561951711286 0 0.744902431617745 3.86702349044493 0 1.45070449119788 1 0 1 0 1 5 0 2 -Gm10804 1.94827721953343 0.916648370305759 3.19714363707075 0.0737670015006333 0.135536471356236 0.415145004229017 12 1.12923005557722 0.612579053628728 2.66280975855643 0.539638866040004 0 0 0.741834401735823 0 3 1 5 1 0 0 2 0 -9330162012Rik 2.29431770590354 0.808162714550698 3.19179001668869 0.074008931117939 0.135762363996091 0.637228874009647 10 2.25846011115444 0.612579053628728 1.06512390342257 0 0 0 0 0.725352245598938 6 1 2 0 0 0 0 1 -1700008J07Rik 2.20722194147352 0.757683284366375 3.18878562777767 0.0741450721890474 0.135793783896795 0.479398278579983 9 1.50564007410296 0.612579053628728 0 1.61891659812001 0 0 0 0.725352245598938 4 1 0 3 0 0 0 1 -Gm16833 1.63703920992268 1.06403583359424 3.18004090904271 0.0745428635151948 0.136303537293008 0.231429707144578 15 1.50564007410296 0.612579053628728 2.13024780684514 1.61891659812001 0 0 0.741834401735823 0.725352245598938 4 1 4 3 0 0 2 1 -2610020C07Rik 2.37381043050929 1.23920884168522 3.16793683507117 0.075097255938735 0.137097550441755 1.07912563436838 19 2.63487012968019 0 4.79305756540158 0.539638866040004 1.48980486323549 0 0 0 7 0 9 1 2 0 0 0 -9330179D12Rik -1.44454904349038 1.96602595763002 3.15681702116368 0.0756104722192765 0.137813975722355 0.428251678717395 40 0 1.83773716088618 1.59768585513386 3.23783319624003 4.46941458970647 4.64042818853392 2.59642040607538 6.52817021039044 0 3 3 6 6 6 7 9 -Cops5 2.42493991988414 1.18865263844183 3.15052053415562 0.0759027462382252 0.138126050171954 1.15615398282644 18 3.01128014820593 0 4.26049561369029 0 0.744902431617745 0 0.370917200867911 0 8 0 8 0 1 0 1 0 -Snord17 0.688186198791978 6.53903318264474 3.12589464408429 0.0770575637905656 0.140004267969802 0.137600334434511 1360 122.709666039391 139.66802422735 45.2677658954593 145.162854964761 86.4086820676584 60.325566450941 54.8957457284509 79.7887470158832 326 228 85 269 116 78 148 110 -Yipf2 2.9499278905336 0.924821317558717 3.12181356322073 0.077250762286778 0.140132145897001 1.81442683685493 12 0.376410018525741 0 5.32561951711286 0 0 0 0.370917200867911 0 1 0 10 0 0 0 1 0 -Dtnb 2.82236237436022 1.50219576623502 3.1060111891861 0.0780037778164223 0.141273508711965 1.80995429688331 26 3.01128014820593 0 8.52099122738058 0 0 1.54680939617797 0 0 8 0 16 0 0 2 0 0 -1700028E10Rik 1.77398557348739 0.86596011819281 3.08378024106103 0.0790765348150036 0.14298942349274 0.221435529786502 11 1.12923005557722 1.83773716088618 0.532561951711286 1.07927773208001 0 0 0.741834401735823 0 3 3 1 2 0 0 2 0 -4930455H04Rik 2.21756582368463 0.760890915501029 3.07775094136196 0.0793702106317654 0.143293370776652 0.552609695739142 9 1.12923005557722 0.612579053628728 2.13024780684514 0 0 0.773404698088987 0 0 3 1 4 0 0 1 0 0 -Mir22 -0.7493627210391 16.847227518438 3.07241455684471 0.0796311161692024 0.14353728838714 0.173680399712706 1751447 99683.9123861349 109044.584757396 38028.6512858478 105048.799857677 149597.265536928 121835.988899354 184498.66671811 135471.137501531 264828 178009 71407 194665 200828 157532 497412 186766 -Mir22hg -0.749289612870425 16.8472649773795 3.06283963147143 0.0801015713318635 0.144085806087063 0.174189746717331 1751491 99685.7944362275 109054.998601308 38034.5094673166 105050.958413142 149598.01043936 121838.309113449 184499.779469712 135471.137501531 264833 178026 71418 194669 200829 157535 497415 186766 -Elmo1 -2.07301354747071 0.582197696716647 3.0610875608809 0.0801879814770243 0.144085806087063 0.264664941303539 6 0 0 0 0.539638866040004 0.744902431617745 1.54680939617797 0.741834401735823 0 0 0 0 1 1 2 2 0 -Jpx 2.05123134305588 0.923807541001399 3.0352251417648 0.081475246111689 0.146168641216096 0.615528553091534 12 0.376410018525741 1.22515810725746 3.19537171026772 0.539638866040004 0 0 0.741834401735823 0 1 2 6 1 0 0 2 0 -Mir200c 1.52651777599066 1.9509790377512 2.98689172778131 0.0839411491729978 0.150356124342842 0.508415890553731 43 9.03384044461778 1.83773716088618 1.06512390342257 2.69819433020002 0.744902431617745 0.773404698088987 1.85458600433956 1.45070449119788 24 3 2 5 1 1 5 2 -R74862 1.57503862217662 1.06724639335429 2.98029722403416 0.0842837933647213 0.150733241738475 0.22246254590751 15 1.8820500926287 1.22515810725746 1.59768585513386 1.07927773208001 0 0 0.370917200867911 1.45070449119788 5 2 3 2 0 0 1 2 -Gm2061 3.08235093577723 0.497579596667506 2.97398037069645 0.0846134290383063 0.151085950755411 2.3581023212077 5 1.8820500926287 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 -Gm9895 2.10916070362939 0.707791010028783 2.95286791934173 0.0857253054314208 0.152832146089455 0.415894553225032 8 0.376410018525741 0.612579053628728 2.13024780684514 0.539638866040004 0.744902431617745 0 0 0 1 1 4 1 1 0 0 0 -Nt5c2 1.80406958542015 1.49859163441386 2.94710154154279 0.0860317292595703 0.15313916237936 0.681946139266732 26 2.63487012968019 1.83773716088618 5.85818146882415 0 0.744902431617745 0 1.11275160260373 0.725352245598938 7 3 11 0 1 0 3 1 -Mir671 0.575013951822132 6.0570537328933 2.9406146520948 0.0863778581487523 0.153515788392097 0.0983236861585175 973 63.6132931308502 96.1749114197103 72.9609873844462 80.4061910399606 61.8269018242728 47.1776865834282 59.7176693397337 40.6197257535405 169 157 137 149 83 61 161 56 -Gm10125 -2.14528006167061 0.587862989606023 2.93442436198455 0.0867095667893546 0.153865654287175 0.451500784124671 6 0 0 0.532561951711286 0 1.48980486323549 1.54680939617797 0.370917200867911 0 0 0 1 0 2 2 1 0 -2010009K17Rik 1.96055287319476 1.32277568387187 2.91082002751545 0.0879871266884876 0.155890235328516 0.761558387662044 21 2.63487012968019 0 4.26049561369029 1.61891659812001 1.48980486323549 0.773404698088987 0 0 7 0 8 3 2 1 0 0 -2900056M20Rik -1.91775076130401 0.820613808625248 2.90416463645693 0.0883510172801129 0.156075478244288 0.499923546279996 10 0 0 0 1.07927773208001 1.48980486323549 1.54680939617797 1.48366880347165 0 0 0 0 2 2 2 4 0 -Mir1981 0.737678279649995 4.38081005733277 2.90390479146356 0.0883652576212186 0.156075478244288 0.147754252457172 295 30.489211500585 25.7283202524066 12.2489248893596 29.1404987661602 20.1123656536791 13.9212845656018 11.8693504277732 13.0563404207809 81 42 23 54 27 18 32 18 -Mir653 1.75452547114505 1.07498205342374 2.86266613790724 0.0906571226854291 0.159876007703361 0.459622169919446 15 0.752820037051481 3.67547432177237 1.59768585513386 0.539638866040004 0 0 0.741834401735823 0.725352245598938 2 6 3 1 0 0 2 1 -Mir1964 -0.921738155510775 3.085190439632 2.85508210154932 0.0910855891795843 0.160383730330101 0.20745603034252 105 3.38769016673167 6.73836958991601 4.26049561369029 7.01530525852006 16.3878534955904 10.0542610751568 7.04742681649032 7.25352245598938 9 11 8 13 22 13 19 10 -Gm6981 2.04504033054607 0.700623734553716 2.84380537808582 0.0917267475232095 0.161263819605519 0.381985658101575 8 1.12923005557722 0 0.532561951711286 1.61891659812001 0.744902431617745 0 0 0 3 0 1 3 1 0 0 0 -Mir26a-1 -0.732270676025733 4.45760901218185 2.83507092041551 0.0922267295128626 0.161892683529551 0.153279344124871 302 17.3148608521841 21.4402668770055 6.92330537224672 17.8080825793201 34.2655118544163 19.3351174522247 24.4805352572821 27.5633853327596 46 35 13 33 46 25 66 38 -Mir1247 0.757420392371506 4.46178592135931 2.83106357703858 0.0924571099489629 0.161892683529551 0.163332502706495 300 14.3035807039781 33.0792688959513 22.367601971874 36.1558040246803 20.1123656536791 11.6010704713348 10.7565988251694 20.3098628767703 38 54 42 67 27 15 29 28 -Mir532 0.401059821017176 7.671500278555 2.83014329393259 0.0925101048740293 0.161892683529551 0.0515098958597095 3010 230.362931337753 203.376245804738 281.192710503559 207.221324559362 169.092851977228 181.750104050912 160.978065176674 187.140879364526 612 332 528 384 227 235 434 258 -Vps39 2.6120304264449 0.924240962278172 2.82312890103 0.0929151183167386 0.162241916049587 1.4579726121117 12 1.12923005557722 0 4.26049561369029 0 0.744902431617745 0 0 0 3 0 8 0 1 0 0 0 -Rpl22 1.6670069654186 1.89908564072866 2.82042186982558 0.0930719383122308 0.162241916049587 0.682305282989154 40 5.26974025936037 0 7.45586732395801 2.15855546416002 1.48980486323549 0 1.48366880347165 1.45070449119788 14 0 14 4 2 0 4 2 -Snord53 0.782073900374544 4.32899486047366 2.81931324722633 0.0931362445332859 0.162241916049587 0.176012253825409 290 24.4666512041731 30.6289526814364 12.2489248893596 27.5215821680402 15.6429510639726 8.50745167897886 21.1422804494709 8.70422694718725 65 50 23 51 21 11 57 12 -Mir300 -1.08203549445064 3.96437506324002 2.79190665996799 0.0947414404013354 0.16478656021025 0.359024880720656 222 19.9497309818643 12.2515810725746 1.06512390342257 3.23783319624003 16.3878534955904 13.9212845656018 26.7060384624896 21.0352151223692 53 20 2 6 22 18 72 29 -2210408F21Rik 1.11918669419542 4.14688329223917 2.78370768791239 0.0952274827490027 0.165379844469729 0.38469729247399 234 2.25846011115444 25.7283202524066 35.1490888129449 29.1404987661602 4.46941458970647 13.9212845656018 6.6765096156224 17.4084538943745 6 42 66 54 6 18 18 24 -Mir1955 1.88384801300482 0.639671826801534 2.77775041540221 0.0955823377193219 0.165743840938824 0.117361646904157 7 1.12923005557722 0.612579053628728 0.532561951711286 0.539638866040004 0.744902431617745 0 0 0 3 1 1 1 1 0 0 0 -Mir410 -0.812801941372938 3.92856932086554 2.77295528694453 0.0958690136387529 0.165988686740238 0.187945987425009 208 16.9384508336583 12.8641601262033 4.79305756540158 6.47566639248005 17.8776583588259 25.5223550369366 17.4331084407918 12.3309881751819 45 21 9 12 24 33 47 17 -A330035P11Rik 2.65578977262038 0.887244743310555 2.76675782389688 0.0962409160814386 0.166360829884615 1.56902203800335 11 0 3.67547432177237 2.13024780684514 0 0 0.773404698088987 0 0 0 6 4 0 0 1 0 0 -AF357359 -1.44359227004498 2.23591215456667 2.76452059700277 0.0963755552618144 0.166360829884615 0.562538968440777 55 3.76410018525741 2.45031621451491 1.06512390342257 0 6.7041218845597 0.773404698088987 8.53109561996196 4.35211347359363 10 4 2 0 9 1 23 6 -Oxsr1 1.80409098647697 1.42731195989163 2.74522999625259 0.0975450407777998 0.168125213787718 0.71145303174492 24 3.38769016673167 0 5.32561951711286 0.539638866040004 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 9 0 10 1 1 1 1 1 -1110020A21Rik 2.0252077050492 0.919174592242246 2.69973736851093 0.100364778123864 0.172724301416785 0.754838626566988 12 0.752820037051481 0 1.06512390342257 3.23783319624003 0 0 0.741834401735823 0 2 0 2 6 0 0 2 0 -Mir103-1 1.60180992016937 1.01289281605838 2.69453736363526 0.100692712247211 0.17302768776215 0.320017557530298 14 1.50564007410296 1.83773716088618 1.59768585513386 0.539638866040004 0 0 1.11275160260373 0 4 3 3 1 0 0 3 0 -Ankrd10 1.73459832043943 1.19901725888147 2.65992615969979 0.102905511588495 0.176564193567628 0.557311030673748 18 3.01128014820593 1.83773716088618 1.06512390342257 1.07927773208001 0 0 0 2.17605673679681 8 3 2 2 0 0 0 3 -Mir1934 -1.87541029721584 0.760219984028641 2.64444418369403 0.103912494745553 0.177863433099499 0.526931691331989 9 0.752820037051481 0 0 0 2.23470729485323 0.773404698088987 1.11275160260373 0 2 0 0 0 3 1 3 0 -2310050B05Rik -1.89512751414471 0.819659781539882 2.64349617889884 0.103974504712854 0.177863433099499 0.602875576388046 10 0 0 0 1.07927773208001 0.744902431617745 0 1.48366880347165 2.17605673679681 0 0 0 2 1 0 4 3 -Rian -1.03007771264895 2.79185722702252 2.62600705321706 0.10512578829861 0.179563659354363 0.292608233067266 88 6.39897031493759 3.67547432177237 3.727933661979 1.07927773208001 8.93882917941294 3.86702349044493 10.7565988251694 7.25352245598938 17 6 7 2 12 5 29 10 -Zc3h14 1.74094547071798 1.2306309300149 2.62103101568204 0.105455900768554 0.179649568817708 0.592301981081327 19 4.14051020378315 0.612579053628728 1.06512390342257 1.07927773208001 0.744902431617745 0 0 1.45070449119788 11 1 2 2 1 0 0 2 -4930413G21Rik 1.95835690949542 0.930379450543939 2.61922179829774 0.105576206552711 0.179649568817708 0.697287105591386 12 0.752820037051481 3.67547432177237 1.06512390342257 0 0.744902431617745 0 0.370917200867911 0 2 6 2 0 1 0 1 0 -Mir3082 -0.806973491301414 3.15184180065054 2.61813672505674 0.105648431793762 0.179649568817708 0.165811036313198 112 3.76410018525741 7.96352769717346 5.85818146882415 5.93602752644005 11.1735364742662 9.28085637706784 8.90201282082987 11.605635929583 10 13 11 11 15 12 24 16 -4930515G01Rik 1.91653101082592 0.632903832829946 2.59653860741462 0.107097389832873 0.181842443153733 0.262503970550655 7 1.12923005557722 0 1.06512390342257 0.539638866040004 0 0 0.370917200867911 0 3 0 2 1 0 0 1 0 -Gm19461 2.46275182277227 0.871630866777851 2.57025863752175 0.108889927464615 0.184611303472698 1.40019793440911 11 1.12923005557722 0 3.727933661979 0 0 0.773404698088987 0 0 3 0 7 0 0 1 0 0 -4930577N17Rik 1.92899720671844 0.634076093398877 2.5616665831549 0.109483113564329 0.185341591360385 0.302650385920778 7 1.12923005557722 0.612579053628728 0 1.07927773208001 0 0 0.370917200867911 0 3 1 0 2 0 0 1 0 -0610039K10Rik 1.60768916276593 1.31641984305188 2.55029476145412 0.110273680206407 0.186403361652608 0.528337170475025 21 3.38769016673167 1.83773716088618 0.532561951711286 2.15855546416002 0 0 0.370917200867911 2.17605673679681 9 3 1 4 0 0 1 3 -Mir3068 -0.697754217970139 4.8526718459682 2.54295505720836 0.110787267309944 0.186961871017316 0.163166427649011 431 28.2307513894306 20.8276878233768 19.1722302616063 15.6495271151601 35.010414286034 24.7489503388476 56.0084973310546 19.5845106311713 75 34 36 29 47 32 151 27 -Dancr 1.37718408759757 2.08329778707713 2.54089624316785 0.110931802522982 0.186961871017316 0.509160732891526 48 7.52820037051481 1.22515810725746 6.39074342053543 1.61891659812001 0 1.54680939617797 1.85458600433956 2.90140898239575 20 2 12 3 0 2 5 4 -Snora20 1.55549316767531 1.19543821782595 2.51910369375581 0.11247449793659 0.189282304049631 0.447085675966217 18 1.50564007410296 0.612579053628728 3.727933661979 1.07927773208001 0.744902431617745 0 1.11275160260373 0 4 1 7 2 1 0 3 0 -Mir2137 -2.36432275801359 0.589458592851067 2.51538843564699 0.112739850523032 0.189449439538704 1.22515268100648 6 0.376410018525741 0 0 0 1.48980486323549 0 0 2.17605673679681 1 0 0 0 2 0 0 3 -Rad51d 1.24025366819813 2.83684943348656 2.5107583284118 0.113071509532469 0.189453140312883 0.476455964478683 92 10.5394805187207 4.90063242902982 14.911734647916 2.15855546416002 5.95921945294196 3.09361879235595 4.45100641041494 0 28 8 28 4 8 4 12 0 -Gm16861 1.57504923281323 1.06927468979849 2.5107217291075 0.113074135454052 0.189453140312883 0.377495401730676 15 1.50564007410296 0.612579053628728 3.19537171026772 0.539638866040004 0.744902431617745 0 0.370917200867911 0.725352245598938 4 1 6 1 1 0 1 1 -0610043K17Rik 1.59193471931028 1.68820971418152 2.46950646868686 0.116074366214038 0.194194797434336 0.6863291991413 32 3.38769016673167 2.45031621451491 6.39074342053543 0 1.48980486323549 0 1.48366880347165 0.725352245598938 9 4 12 0 2 0 4 1 -Mir142 0.477450694101481 10.3704685920882 2.42583672109981 0.119349499937417 0.199381814683153 0.0894373702514067 19662 1637.00717056845 1402.80603280979 808.961604649444 2308.57506891914 1406.3757908943 918.031376631627 954.740875034004 1143.88049130952 4349 2290 1519 4278 1888 1187 2574 1577 -Snora68 0.754003906242898 3.90979075966623 2.41002362725282 0.120560546434849 0.201110502166905 0.184317945134853 213 13.9271706854524 14.0893182334607 20.2373541650289 20.5062769095202 7.44902431617745 3.86702349044493 17.8040256416597 10.1549314383851 37 23 38 38 10 5 48 14 -Snapc4 2.49041637651916 0.760217106525064 2.40088808695279 0.121266389890555 0.201992629000179 1.61489860751689 9 0.376410018525741 0 3.727933661979 0 0 0 0.370917200867911 0 1 0 7 0 0 0 1 0 -Mir376a -1.79770055073478 0.517679009939258 2.37704742209835 0.123130071001091 0.204797975236509 0.102220591668492 5 0 0 0 0.539638866040004 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 0 0 0 1 1 1 1 1 -Rcbtb2 1.458035208065 1.60444406392876 2.35253785974524 0.125079230443677 0.207737120722323 0.538994375824386 29 3.38769016673167 0.612579053628728 5.32561951711286 1.61891659812001 0 1.54680939617797 0.370917200867911 2.17605673679681 9 1 10 3 0 2 1 3 -Snord90 1.1096339738508 3.57021134154446 2.34966428764857 0.125309990954589 0.207775058281642 0.444973843624013 171 16.1856307966069 8.57610675080219 25.5629736821417 5.39638866040004 1.48980486323549 2.32021409426696 17.0621912399239 3.62676122799469 43 14 48 10 2 3 46 5 -Crebzf 1.48789117978595 2.10034166627966 2.34772153016079 0.125466270951842 0.207775058281642 0.677464272763054 48 7.90461038904056 1.83773716088618 3.19537171026772 4.85674979436004 2.23470729485323 0 0 4.35211347359363 21 3 6 9 3 0 0 6 -Luc7l 1.85138125131535 1.80223159919757 2.31153472918671 0.128417201039621 0.212353661429287 1.10295734287816 36 4.51692022230889 0 8.52099122738058 1.07927773208001 0 3.09361879235595 0.741834401735823 0 12 0 16 2 0 4 2 0 -2410006H16Rik 0.40156959601146 7.61300879663147 2.30675053201469 0.128813086960121 0.212700046630243 0.0639546143922365 2927 246.924972152886 252.995149148665 140.59635525178 244.996045182162 164.623437387522 153.907534919708 178.782090818333 172.633834452547 656 413 264 454 221 199 482 238 -A130049A11Rik 2.22933043064375 0.697786475584508 2.28173485990148 0.130905372741767 0.215842529332884 1.15629017151209 8 0.752820037051481 0 2.66280975855643 0 0 0 0.370917200867911 0 2 0 5 0 0 0 1 0 -Ppp4r1l-ps 2.22958240216918 0.697786475584508 2.27881534539566 0.131152017407923 0.215937159974661 1.16004588257661 8 0.752820037051481 0 2.66280975855643 0 0 0 0.370917200867911 0 2 0 5 0 0 0 1 0 -Gpr137b-ps -1.96393866359511 0.519974483427559 2.26067676098759 0.132696060422496 0.218164560435257 0.507894910982119 5 0.376410018525741 0 0 0 0.744902431617745 0.773404698088987 0 1.45070449119788 1 0 0 0 1 1 0 2 -Afg3l1 1.48878907990836 1.53298802047544 2.2559764943476 0.133099473557556 0.218512948675067 0.605022791017894 27 2.63487012968019 0 5.32561951711286 2.15855546416002 0 1.54680939617797 1.11275160260373 0.725352245598938 7 0 10 4 0 2 3 1 -1110054M08Rik 1.62607709394344 1.10846820178379 2.2388377970179 0.134582101005543 0.220362784792543 0.586825375590316 16 2.25846011115444 0 3.19537171026772 0.539638866040004 0.744902431617745 0 0.370917200867911 0.725352245598938 6 0 6 1 1 0 1 1 -Gabpb1 1.88779347440519 0.644895200393036 2.23848862109124 0.134612498685716 0.220362784792543 0.466643761334266 7 0.376410018525741 0 1.59768585513386 1.07927773208001 0 0 0 0.725352245598938 1 0 3 2 0 0 0 1 -1810062O18Rik 1.90655347492813 0.646997412885778 2.21392370033664 0.136770417256079 0.223574564597689 0.519639812466009 7 0.376410018525741 1.22515810725746 1.59768585513386 0 0.744902431617745 0 0 0 1 2 3 0 1 0 0 0 -Rnu73b 1.12944302096526 2.00334001585587 2.2098905120464 0.137128403040659 0.223839067052063 0.342987267600863 44 6.77538033346333 1.22515810725746 4.26049561369029 2.69819433020002 1.48980486323549 2.32021409426696 1.11275160260373 2.17605673679681 18 2 8 5 2 3 3 3 -Mir485 -1.61130823956713 0.965437135424848 2.17449466030659 0.140315599881039 0.228479476572061 0.595115069085141 13 0.376410018525741 1.22515810725746 0 0 0.744902431617745 0 2.59642040607538 1.45070449119788 1 2 0 0 1 0 7 2 -Mir299 -0.985886212461873 1.99934376192861 2.1738797045983 0.140371702959697 0.228479476572061 0.247192543395644 43 2.63487012968019 2.45031621451491 1.06512390342257 1.61891659812001 5.21431702132421 3.86702349044493 4.45100641041494 2.17605673679681 7 4 2 3 7 5 12 3 -Zfp326 1.42800580995752 1.2389494049915 2.16911987791298 0.140806800254442 0.228861195285353 0.441869400453635 19 2.63487012968019 0 2.13024780684514 2.15855546416002 1.48980486323549 0.773404698088987 0.370917200867911 0 7 0 4 4 2 1 1 0 -Vaultrc5 -0.439038195253424 7.1589713812088 2.15762491685997 0.141863820034024 0.23025123564555 0.0814636369902265 2022 91.467634501755 97.4000695269678 139.531231348357 154.336715687441 192.184827357378 124.518156392327 142.06128793241 195.845106311713 243 159 262 286 258 161 383 270 -Kat5 1.82250028311508 0.936987866235069 2.13330398894876 0.144129793252217 0.233596724574971 0.804256971018474 12 0.376410018525741 2.45031621451491 2.66280975855643 0 0 0.773404698088987 0 0.725352245598938 1 4 5 0 0 1 0 1 -Mir676 -0.446802845859049 6.53242393015933 2.11909507201475 0.145472474888188 0.235438430989252 0.0840718829945521 1363 70.7650834828393 83.310751293507 76.1563590947139 79.8665521739206 108.755755016191 77.3404698088987 135.01386111592 100.098609892653 188 136 143 148 146 100 364 138 -D130009I18Rik 1.81913658193298 1.05660008926899 2.10048735839325 0.147252196626356 0.237981241289905 0.969130775042647 15 2.25846011115444 3.06289526814364 0.532561951711286 0 0 0 1.11275160260373 0 6 5 1 0 0 0 3 0 -4930471I20Rik 2.00255834299285 0.971879491293969 2.08654611461341 0.148601701031468 0.239822547209201 1.19610967428727 13 1.12923005557722 0 4.26049561369029 0 0 0 0.370917200867911 0.725352245598938 3 0 8 0 0 0 1 1 -Nkx6-2 -1.80867083405477 0.51905820233254 2.07067246210755 0.150155301197704 0.241987568738107 0.37896785158673 5 0 0.612579053628728 0 0 0.744902431617745 1.54680939617797 0.370917200867911 0 0 1 0 0 1 2 1 0 -2810008D09Rik 0.992275793226989 3.31325368484776 2.05928786692252 0.151280855720876 0.243457625356162 0.384912015572866 137 21.831781074493 2.45031621451491 16.5094205030499 3.77747206228003 6.7041218845597 3.09361879235595 4.82192361128285 7.97887470158832 58 4 31 7 9 4 13 11 -Adam17 1.29736312070881 1.35888681515096 2.0539905010054 0.151807840172597 0.243736197402701 0.389874918889432 22 3.01128014820593 0.612579053628728 2.66280975855643 1.61891659812001 0 1.54680939617797 0.370917200867911 1.45070449119788 8 1 5 3 0 2 1 2 -4932702P03Rik 1.88393800726104 1.28729255558247 2.0532548355054 0.151881188740859 0.243736197402701 1.16513146848787 20 2.25846011115444 1.22515810725746 4.79305756540158 0 2.23470729485323 0 0 0 6 2 9 0 3 0 0 0 -Mir26b 0.381406457171371 11.5945020692124 2.04699251410788 0.152507192823816 0.244397060410077 0.0679015278661535 46666 3701.99253220066 4096.3161316153 2404.51721197646 3786.64592300271 2674.94463193932 2413.02265803764 3120.52641090174 2530.0286326491 9835 6687 4515 7017 3591 3120 8413 3488 -Flcn 1.46960323620755 1.35192910254652 2.0423319282605 0.152974978906093 0.244802876482261 0.621458151498979 22 2.63487012968019 1.22515810725746 4.26049561369029 0 0 0.773404698088987 1.11275160260373 0.725352245598938 7 2 8 0 0 1 3 1 -Trpc4 -1.74596825626096 0.71317759283185 2.03938585284699 0.15327151711866 0.244933895003349 0.663998693170537 8 0.376410018525741 0 0 0.539638866040004 2.97960972647098 0.773404698088987 0.370917200867911 0 1 0 0 1 4 1 1 0 -2610203C22Rik 1.96678109286616 1.0656769981979 2.03321410371973 0.153894851376589 0.245586049539424 1.20264987743208 15 2.25846011115444 0 3.727933661979 0 0.744902431617745 0.773404698088987 0 0 6 0 7 0 1 1 0 0 -Mir223 -0.528641311338076 6.02781187693563 2.0162824031966 0.155619736425797 0.247991786678539 0.123647105456996 928 44.7927922045631 63.095642523759 28.2257834406982 75.0098023795606 73.000438298539 84.3011120916996 79.376280985733 67.4577588407012 119 103 53 139 98 109 214 93 -F630028O10Rik -0.528638261240286 6.02781187693563 2.01389528549142 0.155864679908194 0.24803570401011 0.123802877012886 928 44.7927922045631 63.095642523759 28.2257834406982 75.0098023795606 73.000438298539 84.3011120916996 79.376280985733 67.4577588407012 119 103 53 139 98 109 214 93 -Mir103-2 0.785120714479267 2.71893553817616 2.01013244005869 0.15625167715619 0.248305241831773 0.185923137317638 81 6.39897031493759 6.12579053628728 6.92330537224672 8.09458299060006 5.21431702132421 4.64042818853392 3.3382548078112 2.90140898239575 17 10 13 15 7 6 9 4 -1500011K16Rik 2.11413372855869 0.642522158922088 2.00221094742783 0.15706995194267 0.249258435558535 1.18295805516123 7 0 0 2.13024780684514 1.07927773208001 0 0 0.370917200867911 0 0 0 4 2 0 0 1 0 -Mir5128 1.61359485230054 1.2738493521877 1.99369519162128 0.157955050290775 0.25031487830802 0.813074408757027 20 2.63487012968019 0 4.26049561369029 0.539638866040004 0 0 0.741834401735823 1.45070449119788 7 0 8 1 0 0 2 2 -Mphosph9 1.79236689198877 0.636333411267628 1.98570831058774 0.158790337521116 0.251289563261571 0.508944007080391 7 1.50564007410296 0.612579053628728 0 0.539638866040004 0 0 0 0.725352245598938 4 1 0 1 0 0 0 1 -Asb7 1.94541351595689 0.63279837173148 1.97745174523747 0.159659117691603 0.252036586419259 0.831752840190151 7 1.12923005557722 0 1.59768585513386 0 0 0 0.370917200867911 0 3 0 3 0 0 0 1 0 -4930417O13Rik 1.71715010444166 0.926786533466471 1.97702503038691 0.159704164751204 0.252036586419259 0.743832722550637 12 1.12923005557722 0 2.66280975855643 1.07927773208001 1.48980486323549 0 0 0 3 0 5 2 2 0 0 0 -Gm14872 1.93209082136727 0.649147101892238 1.96034555973411 0.161476366300663 0.254481400482122 0.816935547976381 7 0.376410018525741 2.45031621451491 0.532561951711286 0 0.744902431617745 0 0 0 1 4 1 0 1 0 0 0 -Mir3087 -1.63929497611101 0.718224595257031 1.95615046599623 0.161925618237476 0.254532253128661 0.535428871476747 8 0 1.22515810725746 0 0 2.23470729485323 0.773404698088987 0.370917200867911 0.725352245598938 0 2 0 0 3 1 1 1 -Dlg1 1.1960400330417 2.0318454145106 1.95587851743632 0.161954790334275 0.254532253128661 0.500980604510724 45 4.14051020378315 0.612579053628728 9.58611513080315 1.61891659812001 1.48980486323549 1.54680939617797 2.22550320520747 1.45070449119788 11 1 18 3 2 2 6 2 -Mir154 -1.46711327280047 1.20680226810302 1.95174361269988 0.162399083698592 0.254879442228464 0.655814506748791 18 0.752820037051481 1.83773716088618 0 0 1.48980486323549 0 2.22550320520747 3.62676122799469 2 3 0 0 2 0 6 5 -Mir3060 -1.2113586950711 1.23412841117325 1.93404842060065 0.164316207060804 0.257328754943386 0.342800597958162 19 1.12923005557722 0.612579053628728 0 1.07927773208001 0.744902431617745 0.773404698088987 2.96733760694329 2.17605673679681 3 1 0 2 1 1 8 3 -4930599N23Rik 2.03468754035397 1.36669597820702 1.93318191859516 0.164410747023425 0.257328754943386 1.57432540168325 22 1.8820500926287 0 7.45586732395801 0 0 0.773404698088987 0 1.45070449119788 5 0 14 0 0 1 0 2 -C130046K22Rik -1.82497997235466 0.998221956150761 1.90372752095523 0.167661683631986 0.262057508252186 1.16292533112971 13 0 1.83773716088618 0 0 3.72451215808872 2.32021409426696 0.741834401735823 0 0 3 0 0 5 3 2 0 -Mir363 1.7925748432871 0.975582225481886 1.88387767295086 0.169894078650183 0.26518350716807 0.983197148538151 13 1.50564007410296 0 0.532561951711286 3.23783319624003 0 1.54680939617797 0 0 4 0 1 6 0 2 0 0 -Mir211 1.80225349548499 0.577821381939333 1.87026630610884 0.171444582259026 0.267238071526706 0.546888078761148 6 0.376410018525741 1.83773716088618 0.532561951711286 0 0 0 0.370917200867911 0 1 3 1 0 0 0 1 0 -Sfpq 1.41155876308153 1.97010238359724 1.86288970907692 0.172291656568755 0.268192060225034 0.790546173016142 42 4.14051020378315 0 10.6512390342257 1.07927773208001 2.23470729485323 2.32021409426696 0.741834401735823 0.725352245598938 11 0 20 2 3 3 2 1 -1700011J10Rik 1.58529666871194 1.38182570088593 1.84526179546736 0.17433548274507 0.271003795384366 0.92161221471478 22 0.376410018525741 5.51321148265855 0 3.77747206228003 1.48980486323549 0 0.741834401735823 0.725352245598938 1 9 0 7 2 0 2 1 -Cep57 2.09388623287428 0.709989751010093 1.83551465851988 0.175477567836488 0.2724080338795 1.41172807747113 8 0 0 2.66280975855643 1.07927773208001 0.744902431617745 0 0 0 0 0 5 2 1 0 0 0 -4930506C21Rik 1.39532594327059 0.763959599735991 1.82409436884954 0.176826684791238 0.274014982163759 0.198880495100446 9 0.376410018525741 0.612579053628728 1.06512390342257 1.61891659812001 0.744902431617745 0 0.370917200867911 0 1 1 2 3 1 0 1 0 -Gm5512 1.599390849938 0.914673682188187 1.82135273515121 0.177152341331285 0.274014982163759 0.660513634807064 12 2.63487012968019 0 1.06512390342257 0.539638866040004 0.744902431617745 0.773404698088987 0 0 7 0 2 1 1 1 0 0 -Snord15b 0.634264424966565 3.97493859739106 1.82067308368825 0.17723317864755 0.274014982163759 0.170515835027921 219 23.7138311671217 14.7018972870895 13.3140487927822 18.3477214453601 19.3674632220614 12.3744751694238 8.90201282082987 5.07746571919256 63 24 25 34 26 16 24 7 -9430091E24Rik 1.24004384386007 1.97440463854726 1.81187270965708 0.178283743947416 0.275266240654941 0.592727378101855 42 3.76410018525741 0 8.52099122738058 3.23783319624003 1.48980486323549 1.54680939617797 0.741834401735823 2.90140898239575 10 0 16 6 2 2 2 4 -Gm11974 1.58863800329829 0.875550395278672 1.79977459683717 0.179739747410812 0.277139259183427 0.63054958225523 11 1.12923005557722 0.612579053628728 0 2.69819433020002 0.744902431617745 0.773404698088987 0 0 3 1 0 5 1 1 0 0 -Scarna3a 0.392736064199881 6.8892050947325 1.77303910592734 0.183006412533395 0.281795299191098 0.0783650330620069 1742 102.383525039001 120.065494511231 179.473377726703 131.132244447721 110.245559879426 84.3011120916996 111.275160260373 99.3732576470545 272 196 337 243 148 109 300 137 -Snord58b -0.959891864807025 4.98142254057752 1.77051212370834 0.183318712396997 0.281895755855759 0.47326365851791 394 17.3148608521841 26.953478359664 15.4442965996273 26.4423044359602 63.3167066875083 62.6457805452079 1.11275160260373 41.3450779991395 46 44 29 49 85 81 3 57 -Gm16845 1.16526727898083 1.63063614891485 1.76110092055298 0.184487255890688 0.283310846529307 0.454435805433799 30 3.01128014820593 1.22515810725746 3.19537171026772 3.23783319624003 0 3.09361879235595 1.48366880347165 0 8 2 6 6 0 4 4 0 -Srsf3 0.982399310397274 2.33968123763579 1.75436232006604 0.185329266491131 0.284221361648361 0.371507892039207 57 2.63487012968019 6.73836958991601 4.79305756540158 7.55494412456006 1.48980486323549 6.18723758471189 0.741834401735823 2.90140898239575 7 11 9 14 2 8 2 4 -Mir1843b 0.389851350484067 6.8875736230068 1.74809462813014 0.186116443545358 0.285045452463427 0.0783163508130989 1740 102.383525039001 120.065494511231 178.408253823281 131.132244447721 110.245559879426 84.3011120916996 111.275160260373 99.3732576470545 272 196 335 243 148 109 300 137 -Brd2 1.00128525429008 2.18480127537997 1.73149429803874 0.188220174345743 0.287880990520767 0.385373147794512 52 5.64615027788611 1.22515810725746 5.32561951711286 5.39638866040004 2.97960972647098 3.09361879235595 2.59642040607538 0 15 2 10 10 4 4 7 0 -4930509E16Rik 1.75126346079812 0.87017516287105 1.72215200430019 0.189416270293976 0.289322576178616 1.0217878616986 11 1.50564007410296 3.06289526814364 0 0 0 0 0.370917200867911 0.725352245598938 4 5 0 0 0 0 1 1 -1700061I17Rik -1.70286107672665 0.502549782041057 1.71784121912438 0.189971164767189 0.289782217913586 0.554180080413085 5 0.376410018525741 0 0 0 0 0 1.11275160260373 0.725352245598938 1 0 0 0 0 0 3 1 -Dnm1l 1.80630973357149 1.49903122302948 1.71111377842606 0.190840927195392 0.290720290961204 1.46946215427461 26 2.25846011115444 0 7.98842927566929 0 0 1.54680939617797 1.11275160260373 0 6 0 15 0 0 2 3 0 -Snora69 1.08869295668089 1.71806156711187 1.70101781749446 0.192154922565122 0.292331688862405 0.418293401275129 33 2.25846011115444 2.45031621451491 5.32561951711286 1.61891659812001 0.744902431617745 0 2.59642040607538 1.45070449119788 6 4 10 3 1 0 7 2 -E130317F20Rik 1.36400541731017 0.758279590034866 1.69878195937302 0.192447347321435 0.29238671543776 0.231002884653887 9 1.12923005557722 1.22515810725746 1.06512390342257 0 0 0 0.370917200867911 0.725352245598938 3 2 2 0 0 0 1 1 -A330032B11Rik 1.39818933903739 0.748748186748486 1.69255365943135 0.193264682471244 0.292951825626326 0.291687482396111 9 1.50564007410296 0.612579053628728 0.532561951711286 0.539638866040004 0 0 0.741834401735823 0 4 1 1 1 0 0 2 0 -9330178D15Rik -1.98679676261059 0.524020298165048 1.6920359770324 0.193332799909399 0.292951825626326 1.32055320070191 5 0 0 0.532561951711286 0 0.744902431617745 2.32021409426696 0 0 0 0 1 0 1 3 0 0 -4930573O16Rik 1.59328290275498 0.573882656582763 1.68701797417748 0.193994532694442 0.29330671354677 0.314421647995217 6 1.12923005557722 0 0.532561951711286 0.539638866040004 0 0 0 0.725352245598938 3 0 1 1 0 0 0 1 -Chpt1 1.47700523685698 2.34168158861338 1.68501921353139 0.194258849908786 0.29330671354677 1.06784086774854 61 8.2810204075663 0 13.3140487927822 0 0.744902431617745 2.32021409426696 2.96733760694329 1.45070449119788 22 0 25 0 1 3 8 2 -Adamts10 1.92767141679509 0.821256886501406 1.68441986181312 0.194338190570866 0.29330671354677 1.44950467480637 10 0 2.45031621451491 2.13024780684514 0 0 0 0.741834401735823 0 0 4 4 0 0 0 2 0 -C030016D13Rik 1.59399520847017 0.575124507193501 1.6469661240288 0.199372361326147 0.300507086226068 0.358787781200112 6 1.12923005557722 0.612579053628728 0 0.539638866040004 0.744902431617745 0 0 0 3 1 0 1 1 0 0 0 -Gm12238 1.17743427197628 1.70057102419889 1.63788298021632 0.200616179289878 0.301982929511545 0.538476450306431 32 3.38769016673167 2.45031621451491 5.85818146882415 0 1.48980486323549 1.54680939617797 0.741834401735823 1.45070449119788 9 4 11 0 2 2 2 2 -Snord57 0.270666655754117 9.42386361558089 1.62967609673575 0.201747854774754 0.303286300787872 0.0422885257396755 10268 653.824202179212 827.594301452412 769.552020222808 749.018746063526 584.74840881993 575.413095378206 753.332834962728 570.852217286364 1737 1351 1445 1388 785 744 2031 787 -Pnpla2 1.09889328874311 1.70024363448059 1.6174148337219 0.203452629195912 0.305177538464227 0.442839629674893 32 3.76410018525741 0.612579053628728 4.26049561369029 2.69819433020002 2.97960972647098 0.773404698088987 0.370917200867911 1.45070449119788 10 1 8 5 4 1 1 2 -St5 1.14540632239047 1.43909936145621 1.6167836371524 0.203540847301732 0.305177538464227 0.427462889995017 24 2.63487012968019 1.22515810725746 3.727933661979 1.07927773208001 2.23470729485323 0 0.370917200867911 1.45070449119788 7 2 7 2 3 0 1 2 -D930016D06Rik 1.7668558791528 0.638496128878626 1.61355760724048 0.203992432363846 0.305453235337465 0.887870673528645 7 1.12923005557722 0 1.59768585513386 0 0.744902431617745 0 0 0 3 0 3 0 1 0 0 0 -Brat1 1.6380671683081 0.580282133402032 1.61096898735123 0.204355645830273 0.305596057526004 0.498016793789895 6 0.376410018525741 0 1.59768585513386 0.539638866040004 0 0 0 0.725352245598938 1 0 3 1 0 0 0 1 -Malat1 0.892035948892433 5.26274681035236 1.60518554183735 0.205169889202452 0.306412098926698 0.452900590043496 560 62.8604730937987 5.51321148265855 107.044952293969 16.7288048472401 26.8164875382388 31.7095926216485 9.27293002169778 36.2676122799469 167 9 201 31 36 41 25 50 -Snord73a 0.93858190397472 2.39902888782473 1.60119404201623 0.205734079634238 0.30685305210806 0.385824614926357 64 10.9158905372465 3.67547432177237 4.79305756540158 1.07927773208001 2.23470729485323 2.32021409426696 2.59642040607538 3.62676122799469 29 6 9 2 3 3 7 5 -Gm11602 1.10178148053281 2.35647563869741 1.5959101403641 0.206483767793295 0.307569163253459 0.576530554130015 61 8.2810204075663 1.83773716088618 9.58611513080315 1.07927773208001 0 3.09361879235595 2.22550320520747 4.35211347359363 22 3 18 2 0 4 6 6 -Pradc1 1.9167474053492 0.650415606184684 1.57297893520174 0.209774926985713 0.312044254071375 1.33002709755067 7 0 1.22515810725746 2.13024780684514 0 0 0.773404698088987 0 0 0 2 4 0 0 1 0 0 -Snord89 0.96657482446075 1.80434757594844 1.57118472936867 0.210035045685203 0.312044254071375 0.331669301498173 36 4.89333024083463 1.22515810725746 4.26049561369029 1.61891659812001 1.48980486323549 1.54680939617797 1.11275160260373 2.17605673679681 13 2 8 3 2 2 3 3 -Kcnq1ot1 1.46901866975376 1.11073986368061 1.55307987897301 0.212681342683352 0.315564905073738 0.811842989993786 16 2.63487012968019 0 2.66280975855643 0.539638866040004 0.744902431617745 0 0 1.45070449119788 7 0 5 1 1 0 0 2 -Mir879 -0.957422875609432 1.24255605117401 1.52112436303966 0.217449422870424 0.322220508435265 0.1980926097388 19 1.12923005557722 0.612579053628728 1.06512390342257 0.539638866040004 2.23470729485323 0.773404698088987 2.22550320520747 1.45070449119788 3 1 2 1 3 1 6 2 -Lrrc57 1.88476764894334 0.578218702340393 1.51434673605246 0.218477009254603 0.323323304227629 1.28595199102671 6 0 0 0.532561951711286 2.15855546416002 0 0 0.370917200867911 0 0 0 1 4 0 0 1 0 -A630010A05Rik -1.06389667985719 1.44453280447873 1.49582215764934 0.22131531189294 0.327099444131923 0.426267937473463 24 1.8820500926287 0.612579053628728 0 1.61891659812001 1.48980486323549 4.64042818853392 1.85458600433956 1.45070449119788 5 1 0 3 2 6 5 2 -BC039771 1.70841256711358 0.635554931729437 1.49045675435669 0.222145605354745 0.327492387207715 0.929498731793885 7 1.50564007410296 0 1.06512390342257 0 0 0.773404698088987 0 0 4 0 2 0 0 1 0 0 -Snhg6 0.363253836479981 6.93079477897274 1.49039475507366 0.222155221471316 0.327492387207715 0.0798920540285094 1762 146.799907225039 144.56865665638 136.335859638089 116.022356198601 108.010852584573 106.72984833628 70.8451853657711 138.542278909397 390 236 256 215 145 138 191 191 -Mir199a-1 1.05557681067525 1.20418398339966 1.48741805741718 0.222617495316257 0.327750402781741 0.279838591324166 18 1.50564007410296 1.22515810725746 2.13024780684514 1.61891659812001 2.23470729485323 0 0.741834401735823 0 4 2 4 3 3 0 2 0 -Mir196b -1.32127454614675 0.829618781393242 1.48196745688318 0.223466948968203 0.328281648202684 0.492761700442821 10 0 0.612579053628728 0 1.07927773208001 1.48980486323549 0 0.741834401735823 2.17605673679681 0 1 0 2 2 0 2 3 -Pex11b 1.65995741405811 0.804639894669543 1.47905585289627 0.223922301313245 0.328281648202684 1.10073827773443 10 1.50564007410296 0 2.13024780684514 0 0 0 0.741834401735823 0 4 0 4 0 0 0 2 0 -Mir15b -0.394788504230464 6.20734639920343 1.4787933591529 0.223963407918088 0.328281648202684 0.0932309163706916 1064 61.3548330196957 61.8704844165015 46.3328897988819 82.5647465041206 90.1331942257471 75.0202557146317 85.6818734004875 80.5140992614821 163 101 87 153 121 97 231 111 -Uqcc 1.33988788764212 1.20237271081473 1.47773532337606 0.224129188387284 0.328281648202684 0.713263179340033 18 1.8820500926287 0 4.26049561369029 0.539638866040004 0 1.54680939617797 0.370917200867911 0.725352245598938 5 0 8 1 0 2 1 1 -Snord87 0.36153140061073 6.92853158846234 1.47349079202399 0.224795731993602 0.328835807954744 0.0800479607573439 1759 146.799907225039 143.956077602751 135.803297686378 116.022356198601 108.010852584573 106.72984833628 70.4742681649032 138.542278909397 390 235 255 215 145 138 190 191 -Parp6 1.3190923221389 1.41955838570186 1.46960938805771 0.225407333574819 0.329308281189332 0.794694003082677 24 3.01128014820593 0 4.26049561369029 1.07927773208001 0 1.54680939617797 1.48366880347165 0 8 0 8 2 0 2 4 0 -9130221H12Rik 1.81174070735102 0.574594586237392 1.46729534955508 0.225772911888377 0.329420578599282 1.16623629038014 6 0.376410018525741 0 2.13024780684514 0 0 0 0.370917200867911 0 1 0 4 0 0 0 1 0 -Mir381 -0.53542313827606 4.2010882103495 1.44983721423112 0.228554074655131 0.33283918500619 0.158316469766086 263 22.5846011115444 12.2515810725746 12.7814868410709 8.09458299060006 20.8572680852969 20.8819268484026 26.3351212616217 13.0563404207809 60 20 24 15 28 27 71 18 -Snora21 0.977714238380409 1.28903949414256 1.44893251156917 0.228699317304867 0.33283918500619 0.238819239186323 20 1.12923005557722 2.45031621451491 2.13024780684514 1.61891659812001 1.48980486323549 0 1.11275160260373 0.725352245598938 3 4 4 3 2 0 3 1 -Deaf1 1.44422489044724 1.025131982023 1.42887089792923 0.231948796935886 0.337138315036746 0.852249424298378 14 1.12923005557722 0.612579053628728 3.727933661979 0 0 1.54680939617797 0.370917200867911 0 3 1 7 0 0 2 1 0 -Mir134 -1.14682917623374 1.93261005672816 1.42668479712669 0.232306244213063 0.337171083801986 0.695658731239936 40 2.63487012968019 4.2880533754011 0 0 1.48980486323549 4.64042818853392 3.70917200867911 5.8028179647915 7 7 0 0 2 6 10 8 -Mir377 -1.61378491210756 0.717489850287155 1.42512097441657 0.232562351404175 0.337171083801986 1.06158652526653 8 0 1.22515810725746 0 0 0.744902431617745 0 0.370917200867911 2.90140898239575 0 2 0 0 1 0 1 4 -Ndufs6 1.53512539963964 0.813159285646448 1.4074042846571 0.235487775099432 0.340979126127477 0.899781590706239 10 1.12923005557722 0 2.66280975855643 0 0 0 0.370917200867911 0.725352245598938 3 0 5 0 0 0 1 1 -6720401G13Rik 2.25133431427165 0.768838918008168 1.40046929457477 0.236645011247734 0.34207404316652 2.81750531855614 9 0 0 4.26049561369029 0 0 0 0 0.725352245598938 0 0 8 0 0 0 0 1 -Airn -1.47387977089094 2.52944495005948 1.39928361818783 0.236843553112665 0.34207404316652 1.34618529718774 66 0 0 10.6512390342257 0 2.97960972647098 13.9212845656018 4.45100641041494 8.70422694718725 0 0 20 0 4 18 12 12 -Gt(ROSA)26Sor -1.15096936032426 1.54361967638261 1.39703783704678 0.237220163498798 0.342184837613311 0.643443268089939 26 1.12923005557722 0 2.13024780684514 1.61891659812001 2.23470729485323 6.96064228280088 0.370917200867911 2.17605673679681 3 0 4 3 3 9 1 3 -Sec23b 1.82895755193542 0.644850222597462 1.36976728055309 0.241851872143371 0.348227087420191 1.4841173419813 7 0.376410018525741 0 2.66280975855643 0 0.744902431617745 0 0 0 1 0 5 0 1 0 0 0 -E2f6 1.5397355275568 1.10259786021808 1.36879311363269 0.242019351730247 0.348227087420191 1.16390433951397 16 3.01128014820593 0 2.66280975855643 0 1.48980486323549 0 0.370917200867911 0 8 0 5 0 2 0 1 0 -Orc6 1.38084285450997 0.514031868300813 1.36557972586963 0.242572802205214 0.348583837929659 0.070272555699057 5 0.376410018525741 0.612579053628728 0.532561951711286 0.539638866040004 0.744902431617745 0 0 0 1 1 1 1 1 0 0 0 -Clk1 1.28610034119548 2.2155754729238 1.36240393310174 0.243121293147929 0.348932572933066 0.993302407697832 54 6.02256029641185 0 9.58611513080315 3.23783319624003 4.46941458970647 0 2.96733760694329 0 16 0 18 6 6 0 8 0 -Mir339 0.428143686688518 5.34471486348628 1.34652946892237 0.245885757253097 0.352343297417368 0.115900409276972 599 54.2030426677067 53.2943776656993 37.8118985715013 35.0765262926003 28.3062924014743 28.6159738292925 38.9463060911307 37.7183167711448 144 87 71 65 38 37 105 52 -Fbxo34 1.07477259541519 1.07377334724852 1.34522091059477 0.246115344471203 0.352343297417368 0.309939899179427 15 1.50564007410296 1.83773716088618 2.13024780684514 0 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 4 3 4 0 1 1 1 1 -B230217O12Rik 1.42461149495111 0.762941248991215 1.32991835054625 0.24881974382378 0.35576858108137 0.700957646095765 9 0.376410018525741 0 0.532561951711286 2.69819433020002 0 0 0.370917200867911 0.725352245598938 1 0 1 5 0 0 1 1 -Mir101c 1.42009163016917 0.50716611553616 1.32364738152275 0.249938507364293 0.356920947312464 0.214834900602068 5 0.376410018525741 0 1.06512390342257 0.539638866040004 0 0 0.370917200867911 0 1 0 2 1 0 0 1 0 -1700113A16Rik 1.04952261884512 0.8748029109583 1.31593390293379 0.251323093778211 0.358210561619927 0.132374100720653 11 0.752820037051481 0.612579053628728 1.06512390342257 1.61891659812001 0.744902431617745 0 0.370917200867911 0.725352245598938 2 1 2 3 1 0 1 1 -Abhd11 1.36437035299399 0.70312593778772 1.31512152223961 0.251469465256408 0.358210561619927 0.514223097681503 8 0 1.22515810725746 1.06512390342257 1.07927773208001 0 0 0.741834401735823 0 0 2 2 2 0 0 2 0 -Pisd-ps3 1.11246774172608 1.06559741280053 1.3073312903184 0.25287840878152 0.35976840950089 0.398841639277764 15 1.50564007410296 0 2.66280975855643 1.07927773208001 0.744902431617745 0.773404698088987 0.741834401735823 0 4 0 5 2 1 1 2 0 -Snord82 0.51854692486225 3.81085925901395 1.29940283327366 0.254322331781357 0.361372080401655 0.152756163370741 191 17.6912708707098 11.6390020189458 21.3024780684514 9.71349958872008 12.6633413375017 10.8276657732458 7.04742681649032 12.3309881751819 47 19 40 18 17 14 19 17 -1600002D24Rik -1.33099651490946 0.646039493001314 1.29243978467413 0.255598815822695 0.362419286128489 0.48374758529178 7 0 0 1.06512390342257 0 0 0.773404698088987 0.741834401735823 1.45070449119788 0 0 2 0 0 1 2 2 -Tug1 0.970668426400342 2.63263861953326 1.29191908705431 0.255694588372861 0.362419286128489 0.588507799211238 78 6.77538033346333 1.22515810725746 14.3791726962047 3.23783319624003 2.23470729485323 0 5.93467521388658 4.35211347359363 18 2 27 6 3 0 16 6 -Mir744 0.37765134046399 7.1472318972363 1.28525775628189 0.256923728528825 0.363709645473187 0.102366882067393 2175 165.2439981328 196.025297161193 99.5890849700105 173.763714864881 110.245559879426 102.089420147746 189.167772442635 84.8662127350757 439 320 187 322 148 132 510 117 -Rn45s 0.651022221011047 14.5532392475354 1.27910700081611 0.258065139413137 0.364872768364794 0.315704197416047 360404 47537.5740596528 12635.6681391998 46475.0838399888 10847.8204851362 22385.8078749765 25986.39785579 4549.6703858458 21904.1871125967 126292 20627 87267 20102 30052 33600 12266 30198 -Mir1945 1.35210912624305 0.509953639891973 1.26278126265296 0.26112529137674 0.368742521609975 0.144131562458887 5 0.752820037051481 0 0.532561951711286 0.539638866040004 0 0.773404698088987 0 0 2 0 1 1 0 1 0 0 -Atp10d 1.53331436368778 1.15558274925479 1.25534657940519 0.262533761082479 0.370273203207797 1.32191949957874 17 2.63487012968019 0 3.727933661979 0 1.48980486323549 0 0 0.725352245598938 7 0 7 0 2 0 0 1 -Pvt1 1.13237061461134 0.706845363550169 1.24762806519257 0.264005987966719 0.371322591262319 0.112183395552759 8 0.752820037051481 0.612579053628728 1.06512390342257 0.539638866040004 0.744902431617745 0 0 0.725352245598938 2 1 2 1 1 0 0 1 -Gm2518 1.15651903727818 0.700596843013412 1.24659672944147 0.264203480347787 0.371322591262319 0.157869476939909 8 0.752820037051481 0 1.06512390342257 1.07927773208001 0 0.773404698088987 0.370917200867911 0 2 0 2 2 0 1 1 0 -C230091D08Rik 1.56585828620224 1.16194302765321 1.24517880888728 0.26447530037548 0.371322591262319 1.41644478133509 17 1.8820500926287 0 4.79305756540158 0 0 1.54680939617797 0 0.725352245598938 5 0 9 0 0 2 0 1 -Spns1 1.29130279990572 0.750979881345235 1.24463548150462 0.26457955012819 0.371322591262319 0.507406490692331 9 1.8820500926287 0.612579053628728 0.532561951711286 0 0 0 0.370917200867911 0.725352245598938 5 1 1 0 0 0 1 1 -Wbscr25 -1.5407040165776 0.450389373474786 1.23959677553576 0.265548779159877 0.372225008625823 0.662915151911734 4 0 0 0.532561951711286 0 1.48980486323549 0.773404698088987 0 0 0 0 1 0 2 1 0 0 -Rnf126 1.35231788236301 0.510697356258459 1.23574317095936 0.266293028528527 0.372810239939937 0.18394855075926 5 0.752820037051481 0.612579053628728 0.532561951711286 0 0.744902431617745 0 0 0 2 1 1 0 1 0 0 0 -Etohd2 1.5502415385845 0.577371011234276 1.22484337181513 0.268412228422148 0.375316608614793 0.885850182775548 6 0.752820037051481 0 1.59768585513386 0 0 0.773404698088987 0 0 2 0 3 0 0 1 0 0 -Gm10865 1.24385542624792 0.708647725781233 1.22065432524545 0.269232278648266 0.376002484623832 0.362664882724467 8 0 1.22515810725746 1.06512390342257 1.07927773208001 0 0 0.370917200867911 0.725352245598938 0 2 2 2 0 0 1 1 -Rbbp8 1.28319321283266 1.21201050991301 1.21613527012602 0.270120442407885 0.376781692894128 0.86165179283376 18 1.50564007410296 1.22515810725746 4.26049561369029 0 1.48980486323549 0 0 1.45070449119788 4 2 8 0 2 0 0 2 -Tubgcp4 1.33791798990343 0.977516297021678 1.20023072345027 0.273275568988221 0.380717245684445 0.874960057223072 13 0.752820037051481 0 3.727933661979 0.539638866040004 1.48980486323549 0 0.370917200867911 0 2 0 7 1 2 0 1 0 -C230037L18Rik 1.35620856225365 0.513286892568134 1.18625356562019 0.276086561126146 0.384164349079187 0.272029007915801 5 0.376410018525741 0 0.532561951711286 1.07927773208001 0 0.773404698088987 0 0 1 0 1 2 0 1 0 0 -Sh2d3c -0.989172553511957 0.989564782427474 1.17988453972444 0.27737950222288 0.385290746832437 0.273751596021872 13 0.752820037051481 0 1.06512390342257 0.539638866040004 1.48980486323549 2.32021409426696 0.370917200867911 1.45070449119788 2 0 2 1 2 3 1 2 -Mir93 0.258061794981831 8.95936436014001 1.17894232081203 0.277571423221966 0.385290746832437 0.0530464153684566 7480 575.907328344383 575.211731357376 368.000308632499 644.328806051765 481.951873256681 371.234255082714 518.171329612472 436.662051850561 1530 939 691 1194 647 480 1397 602 -Zfp207 1.31573613172173 1.24971382078769 1.17162765492472 0.279067053512467 0.386840199590027 0.99740716223018 19 1.8820500926287 0 4.79305756540158 0.539638866040004 0 1.54680939617797 0 1.45070449119788 5 0 9 1 0 2 0 2 -Ubl4 1.06854952853087 1.0735946448232 1.17017272385923 0.279365753253446 0.386840199590027 0.432683488735946 15 1.12923005557722 0 2.66280975855643 1.61891659812001 0.744902431617745 0 0.370917200867911 1.45070449119788 3 0 5 3 1 0 1 2 -Gm13375 1.39917058732533 0.5170958137341 1.1679521666902 0.279822414959382 0.387002879355946 0.416936193500622 5 0 0.612579053628728 1.06512390342257 0.539638866040004 0 0 0 0.725352245598938 0 1 2 1 0 0 0 1 -Klc2 1.3759672979895 0.514840226031161 1.16016309288204 0.281431718975836 0.388757374517468 0.36711541560785 5 0.376410018525741 1.22515810725746 0.532561951711286 0 0 0 0 0.725352245598938 1 2 1 0 0 0 0 1 -Magix 1.58289386102875 0.511362021896504 1.15039037356871 0.283467445680704 0.39109595589079 1.00966038993489 5 0 0.612579053628728 1.59768585513386 0 0 0 0.370917200867911 0 0 1 3 0 0 0 1 0 -Mir1839 0.37048016403446 6.74498720522536 1.14821345887276 0.283923447713764 0.391251997393001 0.109391022289867 1655 113.299415576248 112.101966814057 129.945116217554 121.958383725041 84.9188772044229 58.005352356674 154.301555561051 69.633815577498 301 183 244 226 114 75 416 96 -Snord8 0.806893720861989 1.69268604059307 1.14641299535178 0.284301296093327 0.391300095105533 0.2905292208462 32 3.76410018525741 2.45031621451491 3.19537171026772 1.07927773208001 0.744902431617745 2.32021409426696 1.48366880347165 1.45070449119788 10 4 6 2 1 3 4 2 -4930481A15Rik 1.5515906543429 0.917398122432339 1.12447615887621 0.288956658701854 0.397228370576885 1.46738401507099 12 2.25846011115444 0 2.13024780684514 0 1.48980486323549 0 0 0 6 0 4 0 2 0 0 0 -Dleu2 0.317688954128477 8.19301158324783 1.10602978236287 0.292946616918167 0.402228748379818 0.0855423122435627 4399 326.723896080343 391.438015268757 153.910404044562 421.457954377243 248.797412160327 225.834171841984 319.73062714814 242.267650030045 868 639 289 781 334 292 862 334 -Mir434 -0.549195882867802 5.38683878237064 1.09770962210981 0.294769296489275 0.404244912613297 0.249691576736878 623 60.97842300117 39.8176384858673 6.92330537224672 23.7441101057602 49.1635604867712 43.3106630929833 59.7176693397337 40.6197257535405 162 65 13 44 66 56 161 56 -4930474G06Rik -1.42872669597032 0.444547317099226 1.08660883725862 0.297223804128962 0.406328756182462 0.663099903648611 4 0 0 0.532561951711286 0 0.744902431617745 0.773404698088987 0.370917200867911 0 0 0 1 0 1 1 1 0 -A430093F15Rik -1.42872669597032 0.444547317099226 1.08660883725862 0.297223804128962 0.406328756182462 0.663099903648611 4 0 0 0.532561951711286 0 0.744902431617745 0.773404698088987 0.370917200867911 0 0 0 1 0 1 1 1 0 -2900076A07Rik 0.357704988534701 6.75351475086346 1.08600912283684 0.297357152859207 0.406328756182462 0.107790840411909 1663 113.299415576248 112.101966814057 131.010240120976 121.958383725041 86.4086820676584 59.552161752852 154.672472761919 70.359167823097 301 183 246 226 116 77 417 97 -March2 1.14904502284407 1.81024670587524 1.08392796683563 0.297820501941738 0.406430179737368 0.923172571804893 36 5.26974025936037 0 6.39074342053543 1.07927773208001 2.97960972647098 1.54680939617797 0 1.45070449119788 14 0 12 2 4 2 0 2 -Mir3058 -1.20444655402421 0.776024090779448 1.08247837932884 0.298143786538279 0.406430179737368 0.624160194033208 9 0 0 1.06512390342257 0.539638866040004 1.48980486323549 2.32021409426696 0.370917200867911 0 0 0 2 1 2 3 1 0 -H2-T10 1.49091432235163 0.50705923050694 1.07820067470384 0.299100426298579 0.406871218021166 0.88735926488238 5 0.376410018525741 0 1.59768585513386 0 0 0 0.370917200867911 0 1 0 3 0 0 0 1 0 -Snord111 0.606752197653023 2.71306413132783 1.07784341016059 0.299180501244311 0.406871218021166 0.224746103079064 82 8.65743042609204 8.57610675080219 5.32561951711286 3.23783319624003 4.46941458970647 3.09361879235595 4.82192361128285 4.35211347359363 23 14 10 6 6 4 13 6 -Minos1 0.999689645568595 1.34246645297262 1.07429308634616 0.299977748774594 0.407469775418824 0.533576137746882 22 4.14051020378315 0.612579053628728 0.532561951711286 1.61891659812001 0.744902431617745 1.54680939617797 1.11275160260373 0 11 1 1 3 1 2 3 0 -Gm10336 -1.41305683603525 0.444085980903392 1.06720097889373 0.301578535289453 0.408671150552573 0.663114492823721 4 0 0 0 0.539638866040004 0 0 0.370917200867911 1.45070449119788 0 0 0 1 0 0 1 2 -Gm16897 -1.41305683603525 0.444085980903392 1.06720097889373 0.301578535289453 0.408671150552573 0.663114492823721 4 0 0 0 0.539638866040004 0 0 0.370917200867911 1.45070449119788 0 0 0 1 0 0 1 2 -Snord83b 0.412016510679223 3.99035331424224 1.05314046211572 0.304784917333601 0.412526204837056 0.115963050277066 221 18.0676808892356 13.476739179832 18.1071063581837 17.2684437132801 16.3878534955904 9.28085637706784 12.9821020303769 11.605635929583 48 22 34 32 22 12 35 16 -Fam19a2 -1.39439412627524 0.445236305727518 1.04277451756083 0.307177069371358 0.415271369849194 0.663078115250798 4 0 0.612579053628728 0 0 0.744902431617745 0 0.370917200867911 0.725352245598938 0 1 0 0 1 0 1 1 -Gm6793 1.43759807516063 0.570980107794987 1.02892446786792 0.310411413147432 0.41914724544523 0.985765099419783 6 1.50564007410296 0 0.532561951711286 0 0 0.773404698088987 0 0 4 0 1 0 0 1 0 0 -Mir677 -0.556581193997953 2.91938107006516 1.02166547373758 0.312124279613925 0.420961942127055 0.207540332078884 94 5.26974025936037 3.67547432177237 5.85818146882415 6.47566639248005 11.9184389058839 9.28085637706784 6.30559241475449 4.35211347359363 14 6 11 12 16 12 17 6 -Mir15a 0.323472503910934 8.01067798948637 1.01525465382521 0.313647269211347 0.422516569268178 0.0966057812088073 3883 289.83571426482 347.944902461118 124.08693474873 379.366122826123 219.001314895617 197.991602710781 287.089913471763 206.725389995697 770 568 233 703 294 256 774 285 -Rmi1 1.19649467559255 0.703415054910478 1.01273533114761 0.314248428983006 0.422827190412276 0.536557274958839 8 0.376410018525741 0 2.13024780684514 0.539638866040004 0.744902431617745 0 0.370917200867911 0 1 0 4 1 1 0 1 0 -Myeov2 1.3752791899028 0.500631880884289 1.00847898319514 0.315267503481701 0.42369872964973 0.68508973865761 5 1.12923005557722 0 0.532561951711286 0 0 0 0.370917200867911 0 3 0 1 0 0 0 1 0 -Snhg5 -0.89125240486064 0.988818036196163 1.00092990670477 0.317085602234455 0.425640790764134 0.242108615776921 13 0.376410018525741 1.22515810725746 0 1.07927773208001 2.23470729485323 0.773404698088987 0.741834401735823 1.45070449119788 1 2 0 2 3 1 2 2 -Alg9 1.38266937531919 0.822272867813765 0.991092837701364 0.319475422030725 0.428344837293839 1.20246527903066 10 0.752820037051481 0 3.19537171026772 0 0.744902431617745 0.773404698088987 0 0 2 0 6 0 1 1 0 0 -Mir296 -1.03122376978726 0.868255875953981 0.969681931175626 0.324759517149051 0.434918555243036 0.477911424633654 11 1.12923005557722 0 0.532561951711286 0 0.744902431617745 0 1.11275160260373 2.17605673679681 3 0 1 0 1 0 3 3 -Cnot2 1.1614798897584 1.30506961499225 0.964321981541516 0.326100354524109 0.436202232722166 0.976345068131583 21 4.14051020378315 0 2.66280975855643 0 0 1.54680939617797 0.741834401735823 0.725352245598938 11 0 5 0 0 2 2 1 -Gm10649 -1.17056180193159 0.590943716672117 0.950295172427507 0.329644175096118 0.440426233939895 0.45580559320795 6 0 0 0.532561951711286 0.539638866040004 1.48980486323549 0.773404698088987 0 0.725352245598938 0 0 1 1 2 1 0 1 -4933433G15Rik -1.31542050079851 0.438830702629464 0.944809572865336 0.331044004303658 0.440822941307312 0.663280688352102 4 0 0 0 0.539638866040004 0 0.773404698088987 0.741834401735823 0 0 0 0 1 0 1 2 0 -Mir487b -1.31542050079851 0.438830702629464 0.944809572865336 0.331044004303658 0.440822941307312 0.663280688352102 4 0 0 0 0.539638866040004 0 0.773404698088987 0.741834401735823 0 0 0 0 1 0 1 2 0 -Ufd1l 1.83013215132632 0.648264703504357 0.944466231639634 0.331131881830262 0.440822941307312 2.82443728674874 7 0 0 3.19537171026772 0 0 0.773404698088987 0 0 0 0 6 0 0 1 0 0 -2810055G20Rik -0.774119158390019 1.25290177573675 0.943081999156086 0.331486488730652 0.440822941307312 0.235971306397404 19 1.50564007410296 0 1.06512390342257 1.07927773208001 2.23470729485323 2.32021409426696 1.11275160260373 1.45070449119788 4 0 2 2 3 3 3 2 -Snord49a 0.34770839629348 6.19517637060946 0.940500719973465 0.332149102558436 0.441189902234197 0.115554213591073 1114 87.3271242979718 92.4994370979379 63.9074342053543 78.2476355758006 62.5718042558906 39.4436396025383 94.9548034221853 54.4014184199203 232 151 120 145 84 51 256 75 -Mir26a-2 0.571532904896908 3.30364549427615 0.935051292110705 0.333553780693178 0.442540539268507 0.271793027590436 131 6.39897031493759 17.7647925552331 5.85818146882415 11.8720550528801 7.44902431617745 2.32021409426696 11.4984332269053 5.8028179647915 17 29 11 22 10 3 31 8 -Mrpl48 0.951209129028052 0.877695610887092 0.909879192276184 0.340146474591343 0.450651069046652 0.309435986552878 11 1.12923005557722 0.612579053628728 0.532561951711286 1.61891659812001 1.48980486323549 0.773404698088987 0 0 3 1 1 3 2 1 0 0 -Snord64 -0.420539246374684 3.85466381978465 0.908514521330131 0.340508867355067 0.450651069046652 0.145801201588301 197 9.03384044461778 7.96352769717346 10.1186770825144 18.8873603114001 16.3878534955904 14.6946892636907 17.8040256416597 12.3309881751819 24 13 19 35 22 19 48 17 -Mir505 0.791118576264696 1.12459084148596 0.907225033452811 0.3408517726444 0.450651069046652 0.19314898638665 16 1.12923005557722 1.22515810725746 1.06512390342257 2.15855546416002 1.48980486323549 0.773404698088987 0.370917200867911 0.725352245598938 3 2 2 4 2 1 1 1 -Snora41 0.44576070859843 4.73756446685567 0.903210356799966 0.34192235257265 0.451543291996983 0.189120057509178 394 33.8769016673167 23.2780040378917 13.3140487927822 45.8693036134004 23.8368778117678 15.4680939617797 31.5279620737725 13.7816926663798 90 38 25 85 32 20 85 19 -Snord35b 0.938553767729918 1.07463232563284 0.893886601183439 0.344426244602487 0.454324098371605 0.451610775464804 15 1.8820500926287 0.612579053628728 1.06512390342257 1.61891659812001 2.23470729485323 0.773404698088987 0 0 5 1 2 3 3 1 0 0 -E030003E18Rik 1.12534457527493 0.696844091788613 0.871620831542192 0.350506984478209 0.461811165461473 0.594196025380172 8 1.12923005557722 0 1.59768585513386 0 0 0 0.370917200867911 0.725352245598938 3 0 3 0 0 0 1 1 -2310040G24Rik 1.22956203810023 0.688428201330028 0.849643909355631 0.356653093593223 0.46936698937701 0.959032625979839 8 1.50564007410296 0 0 1.07927773208001 0 0 0.741834401735823 0 4 0 0 2 0 0 2 0 -Gm16973 1.22567680162255 0.688218992824782 0.845862335512928 0.357725504415154 0.47023594531992 0.956184054973809 8 1.50564007410296 0 1.06512390342257 0 0 0 0.741834401735823 0 4 0 2 0 0 0 2 0 -Gm11696 1.37713756744946 0.517710856875195 0.840001444355036 0.359396357734633 0.471888658429478 1.1865459918362 5 0 0.612579053628728 0 1.61891659812001 0 0.773404698088987 0 0 0 1 0 3 0 1 0 0 -Mir500 -0.65432294937993 2.08516539683144 0.825337104118956 0.363624328814802 0.476891217445619 0.338073545102596 47 3.76410018525741 4.2880533754011 0.532561951711286 1.07927773208001 3.72451215808872 3.09361879235595 4.82192361128285 3.62676122799469 10 7 1 2 5 4 13 5 -4930568G15Rik 1.30358013149416 0.512841362949814 0.817716551975529 0.365848639333824 0.4792575171985 0.984364384302183 5 0.376410018525741 0 1.59768585513386 0 0.744902431617745 0 0 0 1 0 3 0 1 0 0 0 -Mirlet7c-2 -0.307312511346622 5.86443424900537 0.815620604554291 0.366463717563754 0.47951273135349 0.101448148643958 861 57.9671428529641 53.9069567193281 39.9421463783465 52.3449700058804 55.8676823713309 55.6851382624071 80.8599497892047 59.4788841391129 154 88 75 97 75 72 218 82 -Mir106b -0.297713966634986 6.35758815909002 0.814163245832254 0.366892241481227 0.479523536689668 0.0976709524651887 1230 68.1302133531591 69.2214330600463 78.8191688532704 73.9305246474806 75.2351455933922 64.9659946394749 129.079185902033 85.5915649806747 181 113 148 137 101 84 348 118 -Yaf2 1.38354680620102 0.821712573526099 0.812180496915611 0.367476370426453 0.479682116013702 1.6879474805934 10 0.752820037051481 0 3.19537171026772 0 0 0 0 1.45070449119788 2 0 6 0 0 0 0 2 -Mir130b -0.444987061481984 3.37682815824708 0.810899714603164 0.367854383446091 0.479682116013702 0.175477723944169 135 6.77538033346333 8.57610675080219 4.26049561369029 12.4116939189201 13.4082437691194 10.0542610751568 10.0147644234336 10.1549314383851 18 14 8 23 18 13 27 14 -A930016O22Rik -1.17178435883904 1.28462277570249 0.806214669406105 0.369241756693223 0.480941603181469 1.3351716980059 20 0 0 1.06512390342257 2.15855546416002 0 0 2.96733760694329 4.35211347359363 0 0 2 4 0 0 8 6 -F420014N23Rik 1.14779620722844 1.34450233010102 0.800908151371196 0.370821985837752 0.482449128666904 1.2617668789774 22 3.01128014820593 0 4.26049561369029 0 0 1.54680939617797 1.48366880347165 0 8 0 8 0 0 2 4 0 -Snord92 0.52290702062929 3.03213216722955 0.798443821204557 0.371559049028505 0.482857488543877 0.249678604579217 106 8.65743042609204 4.90063242902982 15.4442965996273 3.77747206228003 6.7041218845597 3.86702349044493 6.30559241475449 5.8028179647915 23 8 29 7 9 5 17 8 -Irf3 1.21538930808434 0.506395465905888 0.789393867310646 0.374283469645481 0.485844640347547 0.75379335993512 5 1.12923005557722 0 0.532561951711286 0 0.744902431617745 0 0 0 3 0 1 0 1 0 0 0 -B630019K06Rik 1.03511439963633 0.63602399238927 0.778625331391439 0.377561892273739 0.489543317141291 0.41483392970795 7 0.376410018525741 0 1.06512390342257 1.07927773208001 0 0 0.741834401735823 0 1 0 2 2 0 0 2 0 -4931431C16Rik -0.845865494210436 0.700083313892079 0.758319103234554 0.383855067399365 0.497138061183514 0.129525558332925 8 0.376410018525741 0.612579053628728 0 0.539638866040004 0.744902431617745 0 1.11275160260373 0.725352245598938 1 1 0 1 1 0 3 1 -4930562F07Rik 1.34287799465984 0.822501348903931 0.755708948558348 0.384674741312307 0.49763478439608 1.72411792892147 10 0.752820037051481 0 3.19537171026772 0 0 1.54680939617797 0 0 2 0 6 0 0 2 0 0 -Fam172a 0.829161987049268 1.39027536327005 0.737139046900338 0.390578887496102 0.504700465043095 0.56761709629665 23 3.01128014820593 0.612579053628728 3.727933661979 0 0.744902431617745 0.773404698088987 1.11275160260373 1.45070449119788 8 1 7 0 1 1 3 2 -Mir341 -0.804049229205303 0.820535214985958 0.730585892148707 0.39269334395299 0.506858716572807 0.200080957816894 10 0.752820037051481 0 1.06512390342257 0 0.744902431617745 1.54680939617797 0.741834401735823 0.725352245598938 2 0 2 0 1 2 2 1 -Nnt 0.731200799065247 3.20582365999364 0.728701346525382 0.39330445675118 0.507073881528922 0.630783969375754 121 13.1743506484009 0 23.4327258752966 3.23783319624003 8.19392674779519 7.73404698088987 2.59642040607538 5.8028179647915 35 0 44 6 11 10 7 8 -4930523C07Rik 0.899081179953709 0.64825486595462 0.726068692531381 0.394160453901643 0.507603925397037 0.142981927376187 7 0.376410018525741 0.612579053628728 1.06512390342257 0.539638866040004 0.744902431617745 0 0 0.725352245598938 1 1 2 1 1 0 0 1 -1700012D01Rik 0.895803351263824 0.648652964811539 0.71852037737851 0.396629681451857 0.510207966783054 0.147961792462411 7 0.376410018525741 0.612579053628728 1.06512390342257 0.539638866040004 0.744902431617745 0.773404698088987 0 0 1 1 2 1 1 1 0 0 -Pafah1b1 0.776539563690095 1.93264864506089 0.700236369578089 0.402704282044751 0.516851180939527 0.628361813090434 40 3.01128014820593 0 8.52099122738058 2.15855546416002 2.23470729485323 2.32021409426696 0.741834401735823 2.90140898239575 8 0 16 4 3 3 2 4 -Chkb 0.791663078398559 1.5581515348387 0.698963809043893 0.403132088597175 0.516851180939527 0.581705682158923 28 5.26974025936037 1.22515810725746 2.13024780684514 0 1.48980486323549 1.54680939617797 0.741834401735823 1.45070449119788 14 2 4 0 2 2 2 2 -Gm9776 1.26783591431231 0.640089668967138 0.698901713254078 0.403152980750376 0.516851180939527 1.47810830121231 7 0.376410018525741 2.45031621451491 0 0 0 0 0.741834401735823 0 1 4 0 0 0 0 2 0 -Mir7-1 -0.434345393483456 2.95674097176898 0.69255928405775 0.405295235169244 0.518832261453527 0.179868795418403 96 3.76410018525741 7.35094864354474 5.32561951711286 7.01530525852006 9.68373161103068 7.73404698088987 6.30559241475449 7.97887470158832 10 12 10 13 13 10 17 11 -2610027K06Rik 1.04243942387709 0.87725455315041 0.690657995027687 0.405940662366127 0.518832261453527 0.933262894296961 11 0.376410018525741 0 3.19537171026772 0.539638866040004 0 1.54680939617797 0.370917200867911 0 1 0 6 1 0 2 1 0 -Mirlet7a-1 0.331930611364316 4.84638083803529 0.690299848928334 0.406062409709027 0.518832261453527 0.132876622074108 419 31.2420315376365 35.5295851104662 19.1722302616063 36.6954428907203 21.6021705169146 18.5617127541357 33.0116308772441 23.211271859166 83 58 36 68 29 24 89 32 -Mir3066 -0.973171215328754 0.721388054019918 0.666406247381841 0.414307365615454 0.5287748368761 0.662410917831457 8 0 1.22515810725746 0.532561951711286 0 1.48980486323549 0.773404698088987 0 1.45070449119788 0 2 1 0 2 1 0 2 -2610307P16Rik -1.23146301822652 0.5911142913688 0.659924708867725 0.416586525133248 0.531089637069314 1.51562474279377 6 0 0 0 1.07927773208001 0 1.54680939617797 0 1.45070449119788 0 0 0 2 0 2 0 2 -Mir301b -0.780489469242022 1.03765341473878 0.652965876914063 0.419054292819026 0.533639451011729 0.423616649028355 14 1.12923005557722 1.22515810725746 0.532561951711286 0 2.97960972647098 1.54680939617797 0.370917200867911 0.725352245598938 3 2 1 0 4 2 1 1 -Mir20a -0.338389619416232 5.42939616655335 0.647176110981368 0.421124106485644 0.535677375139487 0.156918737377208 643 37.6410018525741 33.69184794958 21.8350400201627 54.5035254700404 34.2655118544163 34.0298067159154 71.5870197675069 45.6971914727331 100 55 41 101 46 44 193 63 -4933400L20Rik 1.12001466972809 0.437322143926504 0.632136381542928 0.426572756388441 0.542003914297562 0.66332839862045 4 0.376410018525741 0.612579053628728 0.532561951711286 0 0 0 0.370917200867911 0 1 1 1 0 0 0 1 0 -Mir382 -0.659280189502642 0.92035890087847 0.62431270567111 0.429449157863605 0.544454876360784 0.109458100657689 12 0.752820037051481 0.612579053628728 0.532561951711286 0.539638866040004 0.744902431617745 0.773404698088987 1.48366880347165 0.725352245598938 2 1 1 1 1 1 4 1 -Scarna10 0.674462699329127 1.38740791775028 0.623064977274185 0.429910596452755 0.544454876360784 0.373484660116741 23 2.63487012968019 1.83773716088618 2.13024780684514 0.539638866040004 0 1.54680939617797 1.85458600433956 0.725352245598938 7 3 4 1 0 2 5 1 -Mir326 -0.365232526132623 3.42530293299704 0.623003761654971 0.429933254689804 0.544454876360784 0.149931654519519 144 10.5394805187207 7.96352769717346 9.05355317909186 5.93602752644005 8.93882917941294 9.28085637706784 12.611184829509 12.3309881751819 28 13 17 11 12 12 34 17 -5430417L22Rik 1.09959921618681 0.436237331375563 0.612893756673641 0.433700335414825 0.548616499676625 0.663362708387481 4 0.376410018525741 0 1.06512390342257 0 0 0 0.370917200867911 0 1 0 2 0 0 0 1 0 -8430429K09Rik 1.12253259785196 0.84715686768471 0.60146487805238 0.43801965395899 0.553466694537328 1.53021367795053 11 2.63487012968019 0 0.532561951711286 0 0 0 1.11275160260373 0 7 0 1 0 0 0 3 0 -4921511C10Rik 0.998142829739886 0.645140283412508 0.599680280945289 0.438700039387944 0.553713213431022 0.767053798703686 7 0 0 1.59768585513386 1.07927773208001 0 0.773404698088987 0.370917200867911 0 0 0 3 2 0 1 1 0 -Wls -0.803426790832396 0.701043119380667 0.588993759477365 0.442808489672493 0.558281200791507 0.315836557186661 8 0.376410018525741 1.22515810725746 0 0 0.744902431617745 0 1.11275160260373 0.725352245598938 1 2 0 0 1 0 3 1 -Oaz1-ps 0.601420711308711 1.98111633304013 0.587071213338421 0.443553902331276 0.558603755584974 0.400464642249182 41 1.8820500926287 6.73836958991601 3.727933661979 2.15855546416002 1.48980486323549 4.64042818853392 0.741834401735823 2.90140898239575 5 11 7 4 2 6 2 4 -Map1lc3a 0.92033915276373 1.32088784200928 0.58364486102124 0.44488718768188 0.559665139079411 1.06684721791119 21 2.25846011115444 0 4.79305756540158 0 0.744902431617745 0 0.741834401735823 2.17605673679681 6 0 9 0 1 0 2 3 -4930426L09Rik 1.06616698981936 0.434080966065142 0.580358594896956 0.446171797505459 0.560663018671507 0.663430911184046 4 0.752820037051481 0.612579053628728 0 0 0 0 0.370917200867911 0 2 1 0 0 0 0 1 0 -4921513I03Rik -1.16061154136325 0.593069310168718 0.572370626949817 0.449318427208886 0.563248117079795 1.59680543011032 6 0 1.22515810725746 0 0 0 1.54680939617797 0 1.45070449119788 0 2 0 0 0 2 0 2 -Wiz 0.668535651278183 1.48218332565456 0.57234299374246 0.44932937237185 0.563248117079795 0.461062085045196 26 3.76410018525741 0.612579053628728 1.59768585513386 1.61891659812001 0 0.773404698088987 2.22550320520747 1.45070449119788 10 1 3 3 0 1 6 2 -2900008C10Rik -0.824821425558547 0.71062331541386 0.571382843352887 0.449709933969933 0.563248117079795 0.419199274493315 8 0 1.22515810725746 0 0.539638866040004 0.744902431617745 1.54680939617797 0.741834401735823 0 0 2 0 1 1 2 2 0 -Nol8 0.919396384338302 1.01112351011483 0.568696292326813 0.450777440616212 0.563966074279713 0.966274964247411 14 2.25846011115444 0 2.13024780684514 0 0 0 0.741834401735823 1.45070449119788 6 0 4 0 0 0 2 2 -Gm6225 1.15629829223457 0.715363145236353 0.565881659005822 0.45190009216295 0.564250291227706 1.64779454565928 8 0 1.83773716088618 0 1.61891659812001 0 0 0 1.45070449119788 0 3 0 3 0 0 0 2 -Mir5100 0.634371747631053 1.19957551550219 0.565097228464408 0.452213751250949 0.564250291227706 0.274150038379573 18 2.25846011115444 0.612579053628728 0.532561951711286 2.15855546416002 0.744902431617745 0.773404698088987 0.741834401735823 1.45070449119788 6 1 1 4 1 1 2 2 -BB123696 1.04790925633361 0.433105255115748 0.5640098169877 0.45264912300755 0.564250291227706 0.663461772698723 4 0.752820037051481 0 0 0.539638866040004 0 0 0.370917200867911 0 2 0 0 1 0 0 1 0 -Rit1 0.932128699011501 0.699759638408082 0.563177748967027 0.452982705315144 0.564250291227706 0.746976702361511 8 1.50564007410296 0 1.06512390342257 0 0.744902431617745 0.773404698088987 0 0 4 0 2 0 1 1 0 0 -E130307A14Rik -0.787865586338567 0.702504053127267 0.552974281991933 0.457104944418612 0.568764167482701 0.350823872063262 8 0 0 0.532561951711286 1.07927773208001 0 0.773404698088987 1.11275160260373 0.725352245598938 0 0 1 2 0 1 3 1 -Fendrr 1.03429645342154 0.446336692868558 0.551706538402537 0.457621240690217 0.568786313319758 0.663043316795392 4 0 0.612579053628728 0.532561951711286 0.539638866040004 0 0 0 0.725352245598938 0 1 1 1 0 0 0 1 -2210015D19Rik 1.32252923445843 0.516071775763498 0.546950881606871 0.459566245593037 0.570582248336948 2.48306448453647 5 0 0 2.13024780684514 0 0.744902431617745 0 0 0 0 0 4 0 1 0 0 0 -Srsf7 1.03764046296736 0.708832099940444 0.541693684417194 0.461731655127361 0.572647628804695 1.24193177167318 8 0.376410018525741 0 2.66280975855643 0 0.744902431617745 0 0 0.725352245598938 1 0 5 0 1 0 0 1 -5031425E22Rik 0.498535620498972 1.96771163424586 0.536440885178772 0.463911493449226 0.57472639959345 0.252982478852469 41 1.8820500926287 3.06289526814364 4.79305756540158 3.77747206228003 2.97960972647098 2.32021409426696 1.48366880347165 2.90140898239575 5 5 9 7 4 3 4 4 -Mir466d 1.01367621368447 0.445246636164444 0.533453125506082 0.465158700895323 0.575303543817171 0.663077788563546 4 0 0 1.06512390342257 0.539638866040004 0 0 0 0.725352245598938 0 0 2 1 0 0 0 1 -9530082P21Rik 1.01169974733699 0.445138693748276 0.531707232977313 0.465889986404089 0.575303543817171 0.663081202108138 4 0 0 1.59768585513386 0 0 0 0 0.725352245598938 0 0 3 0 0 0 0 1 -Mir1196 1.01169974733699 0.445138693748276 0.531707232977313 0.465889986404089 0.575303543817171 0.663081202108138 4 0 0 1.59768585513386 0 0 0 0 0.725352245598938 0 0 3 0 0 0 0 1 -Mir16-1 0.266648492919724 5.1191961069463 0.529826342904596 0.466679877673115 0.575655935594621 0.111810394452286 499 35.7589517599454 43.4931128076397 26.6280975855643 41.0125538190403 29.051194833092 26.2957597350256 32.2697964755083 34.0915555431501 95 71 50 76 39 34 87 47 -Scarna8 0.816620325270264 0.765101649582907 0.525082558727163 0.468681622958088 0.57750079027557 0.500951309834161 9 0 1.22515810725746 0.532561951711286 1.61891659812001 0 0.773404698088987 0.741834401735823 0 0 2 1 3 0 1 2 0 -E530011L22Rik 0.99273159832741 0.429763784898832 0.514597872167043 0.473155217746308 0.582384146114928 0.663567468077491 4 1.12923005557722 0 0 0 0 0 0.370917200867911 0 3 0 0 0 0 0 1 0 -Gm14005 -0.743600089397306 1.51935775446941 0.506630461192112 0.47660115300942 0.585993443516969 0.799146778701133 26 1.12923005557722 0 4.26049561369029 0 4.46941458970647 2.32021409426696 1.85458600433956 0.725352245598938 3 0 8 0 6 3 5 1 -Mipep 0.849945210941799 1.02339428099156 0.505232592929953 0.477209945029203 0.586110384583769 0.910437563766178 14 1.50564007410296 0 3.19537171026772 0 0.744902431617745 1.54680939617797 0.370917200867911 0 4 0 6 0 1 2 1 0 -Mir32 0.28934173400454 4.28014319858298 0.496866451013978 0.480880221758868 0.589983153792332 0.131147679115238 274 18.0676808892356 22.0528459306342 15.4442965996273 24.8233878378402 14.1531462007372 10.0542610751568 20.4004460477351 20.3098628767703 48 36 29 46 19 13 55 28 -Ube2w 0.638167033552422 0.927313332057918 0.494579782900801 0.4818914498289 0.590588769339178 0.210014769305447 12 1.12923005557722 0.612579053628728 1.59768585513386 0.539638866040004 0.744902431617745 1.54680939617797 0.370917200867911 0 3 1 3 1 1 2 1 0 -Ngrn 0.968968558356829 0.443481226280296 0.493286865567292 0.482464761169292 0.590656966195453 0.663133617448015 4 0.376410018525741 0.612579053628728 0 0.539638866040004 0 0.773404698088987 0 0 1 1 0 1 0 1 0 0 -Prmt1 0.835141586049875 0.803891454244425 0.483662054745965 0.486768222055603 0.594215579190575 0.769784269377446 10 1.8820500926287 0 1.06512390342257 0 0.744902431617745 0 0.741834401735823 0 5 0 2 0 1 0 2 0 -Ccdc11 0.956980597772437 0.442268953988299 0.483450662749194 0.486863451693297 0.594215579190575 0.663171954256636 4 0.376410018525741 0 0 1.07927773208001 0.744902431617745 0 0 0 1 0 0 2 1 0 0 0 -Ppargc1a 0.73777855529358 1.20225929998052 0.483294350757062 0.486933888293766 0.594215579190575 0.698756363898175 18 1.12923005557722 0 4.26049561369029 0.539638866040004 0.744902431617745 1.54680939617797 1.11275160260373 0 3 0 8 1 1 2 3 0 -Rtel1 0.94658164651125 0.442284978865184 0.474730398078529 0.490818975736775 0.59831672149109 0.663171447484812 4 0.376410018525741 0 1.06512390342257 0 0 0.773404698088987 0 0 1 0 2 0 0 1 0 0 -Gm19782 -1.01344700481197 0.514661419223208 0.473074388936205 0.49157619556565 0.598600255219217 1.1875923994569 5 0.752820037051481 0 0 0 1.48980486323549 0.773404698088987 0 0 2 0 0 0 2 1 0 0 -Snord22 -0.425699932620555 2.50457525888426 0.466991873713775 0.494374312045806 0.601365767637809 0.261532782026323 69 5.64615027788611 3.67547432177237 3.19537171026772 2.69819433020002 6.7041218845597 1.54680939617797 7.04742681649032 5.07746571919256 15 6 6 5 9 2 19 7 -Mir702 -0.674871842355238 0.916320543314225 0.450038365435216 0.502316735791663 0.610376353075919 0.449595417916621 12 1.12923005557722 0 1.06512390342257 0 1.48980486323549 0.773404698088987 1.48366880347165 0 3 0 2 0 2 1 4 0 -6720483E21Rik 0.668114196124675 0.932462079307135 0.446606372538282 0.503950955195473 0.611710680721313 0.39436240949799 12 0.752820037051481 1.83773716088618 0 1.61891659812001 1.48980486323549 0.773404698088987 0.370917200867911 0 2 3 0 3 2 1 1 0 -3110056K07Rik 0.774357837071837 0.760592621264944 0.445050404526317 0.504694858848799 0.611962629061084 0.595983318966314 9 0.376410018525741 0.612579053628728 2.13024780684514 0 0 0.773404698088987 0.741834401735823 0 1 1 4 0 0 1 2 0 -Dos 0.906037352732158 0.438743954255937 0.441017032037908 0.506631985375272 0.613659336850516 0.663283431843788 4 0.752820037051481 0 0 0.539638866040004 0 0 0 0.725352245598938 2 0 0 1 0 0 0 1 -Gm3086 0.90409702260889 0.438636372882922 0.439485318828828 0.507370974685822 0.613902738193556 0.663286834204667 4 0.752820037051481 0 0.532561951711286 0 0 0 0 0.725352245598938 2 0 1 0 0 0 0 1 -Scarna9 0.441544176512902 2.49897911146477 0.437556569881781 0.508304158807166 0.614380344490441 0.306630303324145 67 7.90461038904056 4.2880533754011 4.26049561369029 4.31711092832003 7.44902431617745 3.86702349044493 1.11275160260373 3.62676122799469 21 7 8 8 10 5 3 5 -4930467D21Rik 0.89294246878891 0.439035668986502 0.43054683194297 0.511720748084911 0.617855421761782 0.663274206136928 4 0.752820037051481 0 0.532561951711286 0 0 0.773404698088987 0 0 2 0 1 0 0 1 0 0 -Rprl3 0.855488577637097 0.696717252050301 0.429308881107262 0.51232826471993 0.617935042331332 0.967076195510798 8 1.8820500926287 0 0 0.539638866040004 0.744902431617745 0.773404698088987 0 0 5 0 0 1 1 1 0 0 -Nup88 0.769486707048031 1.06525376477261 0.419034723562449 0.517419091792476 0.623416244704557 0.933078156192094 15 1.12923005557722 0 3.727933661979 0 0.744902431617745 0.773404698088987 1.11275160260373 0 3 0 7 0 1 1 3 0 -A930006I01Rik -0.690362659847153 1.0377898621168 0.415246547377414 0.519318505393337 0.625044741195989 0.660766650161898 14 0.376410018525741 0.612579053628728 2.13024780684514 0 1.48980486323549 3.09361879235595 0.741834401735823 0 1 1 4 0 2 4 2 0 -Gm12216 0.73630187680471 1.02730494581993 0.411539537912105 0.521189129275997 0.626355613287831 0.803248038464695 14 1.8820500926287 0.612579053628728 0 2.15855546416002 1.48980486323549 1.54680939617797 0 0 5 1 0 4 2 2 0 0 -1700034H15Rik 0.849344671916336 0.650929067984208 0.410751681825148 0.521588227746467 0.626355613287831 0.919120637086146 7 0.376410018525741 1.83773716088618 0.532561951711286 0 0 1.54680939617797 0 0 1 3 1 0 0 2 0 0 -Ccdc77 0.826491848870139 0.647111521913666 0.409658257226869 0.522143011452968 0.626355613287831 0.819697320949885 7 0.752820037051481 1.83773716088618 0 0 0.744902431617745 0 0 0.725352245598938 2 3 0 0 1 0 0 1 -Mir4660 0.660515187199725 1.51298056614054 0.408752324272715 0.522603456485552 0.626355613287831 0.750007966574541 26 2.63487012968019 0 5.32561951711286 0.539638866040004 0.744902431617745 2.32021409426696 0.370917200867911 2.17605673679681 7 0 10 1 1 3 1 3 -Krit1 -0.713716061202647 0.512097308228887 0.402297500317457 0.525905111095416 0.629651344973631 0.12053648375969 5 0.376410018525741 0 0.532561951711286 0 0.744902431617745 0.773404698088987 0.370917200867911 0 1 0 1 0 1 1 1 0 -1110002L01Rik 0.846176006495195 0.435560759771216 0.39408789555009 0.530158419059225 0.634078360740645 0.663384107016639 4 1.12923005557722 0 0 0 0.744902431617745 0 0 0 3 0 0 0 1 0 0 0 -Mir25 0.145604741062039 10.3816441963585 0.380767984872676 0.537192510200265 0.641818486008903 0.0530428606373541 19593 1111.53878470651 1247.82353224172 1819.76418899746 1421.94841201541 1354.23262068106 1094.36764779592 1301.17754064463 1312.88756453408 2953 2037 3417 2635 1818 1415 3508 1810 -Snora44 0.222229676506932 5.67030809838154 0.379712947038573 0.537756902267458 0.64182073795729 0.113106642748892 724 59.8491929455928 50.2314823975557 56.9841288331076 47.4882202115204 56.6125848029486 56.458542960496 30.0442932703008 42.0704302447384 159 82 107 88 76 73 81 58 -Neat1 0.458218049855568 2.45239491191107 0.37790332570209 0.538727482374543 0.642307269999325 0.410441267339356 65 7.90461038904056 0.612579053628728 7.45586732395801 3.77747206228003 3.72451215808872 5.41383288662291 1.48366880347165 4.35211347359363 21 1 14 7 5 7 4 6 -Scarna2 0.561947709067622 1.67571193934247 0.374089972646132 0.540783279579094 0.644085304801405 0.582380880878287 32 3.38769016673167 0 3.19537171026772 2.69819433020002 1.48980486323549 0 2.96733760694329 1.45070449119788 9 0 6 5 2 0 8 2 -Mir491 -0.697207862376865 0.515434392986584 0.371905577942818 0.541967392785611 0.644822518423757 0.184978613504818 5 0 0 0.532561951711286 0.539638866040004 0.744902431617745 0.773404698088987 0.370917200867911 0 0 0 1 1 1 1 1 0 -Rbm7 0.641714768580038 1.02054418900719 0.365437162785524 0.545501971587546 0.648040962632862 0.605460510436625 14 0.752820037051481 0 2.66280975855643 1.07927773208001 1.48980486323549 0 1.11275160260373 0 2 0 5 2 2 0 3 0 -Snord1b 0.456375724118481 1.83167888209148 0.363824059718125 0.546390082959052 0.648040962632862 0.341132237057721 37 5.26974025936037 1.22515810725746 2.66280975855643 1.61891659812001 2.23470729485323 3.09361879235595 1.48366880347165 1.45070449119788 14 2 5 3 3 4 4 2 -Mir672 -0.820368368871952 0.508306679505791 0.363540455928995 0.546546501578787 0.648040962632862 0.835485393774012 5 0.752820037051481 0 0 0 0 0 0.370917200867911 1.45070449119788 2 0 0 0 0 0 1 2 -4930526I15Rik -0.70553102850489 0.693461096792201 0.362819882505525 0.546944300627035 0.648040962632862 0.676401693384515 8 0.376410018525741 0 0 1.07927773208001 0 0 1.48366880347165 0.725352245598938 1 0 0 2 0 0 4 1 -Mir501 0.370692293946042 4.88663909505449 0.358279408405801 0.549463364237612 0.65035030974597 0.346915893202848 395 27.1015213338533 40.430217539496 15.4442965996273 47.4882202115204 46.1839507603002 27.8425691312035 2.96733760694329 24.6619763503639 72 66 29 88 62 36 8 34 -Ippk 0.557222036308679 1.0703145305506 0.34605502688451 0.556354824066831 0.657824719440677 0.404282501174662 15 1.8820500926287 0 2.13024780684514 0.539638866040004 0.744902431617745 1.54680939617797 0.370917200867911 0.725352245598938 5 0 4 1 1 2 1 1 -Adck5 0.661114143917773 0.578973377602091 0.341969619505603 0.558694520626501 0.659907296102317 0.230098863641556 6 0.376410018525741 1.22515810725746 0.532561951711286 0 0 0 0.370917200867911 0.725352245598938 1 2 1 0 0 0 1 1 -B230208H11Rik -0.257641378968129 4.19913910247094 0.338838809387722 0.560500251183244 0.661355518717768 0.155998438665841 250 9.03384044461778 17.1522135016044 13.8466107444934 23.7441101057602 14.8980486323549 13.9212845656018 19.2876944451314 27.5633853327596 24 28 26 44 20 18 52 38 -Mir369 -0.51844422623232 1.49149896858914 0.335446183077206 0.562469640215724 0.662993656493947 0.511495095617011 26 1.8820500926287 2.45031621451491 0 1.07927773208001 0.744902431617745 0.773404698088987 3.70917200867911 2.17605673679681 5 4 0 2 1 1 10 3 -Khdrbs1 0.643054366198991 0.576926602152428 0.33318409309616 0.563790166633985 0.663285158759039 0.19520967200011 6 0.376410018525741 0 1.06512390342257 0.539638866040004 0 0 0.370917200867911 0.725352245598938 1 0 2 1 0 0 1 1 -9430060I03Rik 0.664483113006599 0.819342119968741 0.333031290120102 0.563879582818815 0.663285158759039 0.674165310242138 10 1.50564007410296 0.612579053628728 0.532561951711286 0.539638866040004 2.23470729485323 0 0 0 4 1 1 1 3 0 0 0 -AF357425 -0.513876393721297 0.88492924881942 0.331934432545256 0.56452223816214 0.663357233514934 0.162823883575834 11 0.376410018525741 0.612579053628728 0.532561951711286 1.07927773208001 1.48980486323549 0.773404698088987 0.370917200867911 1.45070449119788 1 1 1 2 2 1 1 2 -Mir874 0.250440008204915 5.00200324437406 0.325257925708765 0.568464826089262 0.666744788250525 0.166055961721476 439 28.983571426482 40.430217539496 19.1722302616063 46.9485813454804 33.5206094227985 35.5766161120934 14.4657708338485 31.1901465607543 77 66 36 87 45 46 39 43 -Orc4 0.675511189637043 0.766015368676437 0.324834778135718 0.56871650474309 0.666744788250525 0.683934643006601 9 0.376410018525741 0.612579053628728 2.13024780684514 0 1.48980486323549 0 0.370917200867911 0 1 1 4 0 2 0 1 0 -9530052E02Rik 0.490682084709432 0.877279201971865 0.324093158494372 0.569158127744094 0.666744788250525 0.0868354918104817 11 0.752820037051481 0.612579053628728 1.06512390342257 1.07927773208001 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 2 1 2 2 1 1 1 1 -Gm19466 -0.850027143372103 0.521134526805219 0.316910282155049 0.573470395465571 0.67056054185408 1.39379707179662 5 0 0 1.06512390342257 0 1.48980486323549 0.773404698088987 0 0 0 0 2 0 2 1 0 0 -2610001J05Rik -0.589596247050352 0.650622399700235 0.316711268339857 0.573590787773516 0.67056054185408 0.21494600812717 7 0 0.612579053628728 1.06512390342257 0 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 0 1 2 0 1 1 1 1 -Snord98 0.244984547632527 5.22202332463771 0.308707372185 0.578474478658959 0.675577666478887 0.171626474966113 553 27.8543413709048 47.1685871294121 51.1259473642835 30.2197764982402 32.7757069911808 18.5617127541357 55.6375801301867 23.211271859166 74 77 96 56 44 24 150 32 -Mir1982 0.511913356903781 1.17412597773582 0.307059431962727 0.579490266081234 0.676071977094773 0.409017138030022 17 1.12923005557722 2.45031621451491 1.06512390342257 1.07927773208001 0 3.09361879235595 0.370917200867911 0.725352245598938 3 4 2 2 0 4 1 1 -Fam214b 0.599378993055639 0.942163250327604 0.292634469267814 0.588537225573456 0.685925407946183 0.657883278469512 12 0 0.612579053628728 2.13024780684514 1.61891659812001 0.744902431617745 1.54680939617797 0 0.725352245598938 0 1 4 3 1 2 0 1 -Ankzf1 0.713752444229503 1.20395445542396 0.291516552047776 0.589250323200598 0.686055733440697 1.35189562135173 18 2.63487012968019 0 2.13024780684514 1.07927773208001 3.72451215808872 0 0 0 7 0 4 2 5 0 0 0 -1700052K11Rik -0.518504110977981 0.76397647173871 0.290183615270322 0.590102889330486 0.686348008895091 0.196246724605391 9 0.376410018525741 0 1.06512390342257 0.539638866040004 1.48980486323549 0 0.741834401735823 0.725352245598938 1 0 2 1 2 0 2 1 -Mir409 -0.286784513316351 3.11744072368069 0.287568920929397 0.591782651254287 0.68760081983823 0.205472282220305 114 9.78666048166926 8.57610675080219 4.26049561369029 4.31711092832003 9.68373161103068 6.18723758471189 10.3856816243015 6.52817021039044 26 14 8 8 13 8 28 9 -Kcnk2 0.673619949630601 0.637644696631125 0.283582740565619 0.594362519355705 0.689895864277578 0.816410596659737 7 1.50564007410296 0 0 0.539638866040004 0.744902431617745 0 0 0.725352245598938 4 0 0 1 1 0 0 1 -Mir1965 -0.650016077068414 0.517097070529987 0.273440221786 0.601033322788311 0.696929899696609 0.534133811568219 5 0 1.22515810725746 0 0 0.744902431617745 0 0.370917200867911 0.725352245598938 0 2 0 0 1 0 1 1 -Mir130a 0.115800453755846 9.55311460630384 0.270932599831488 0.602706861532481 0.698160943155899 0.0467711706453168 11048 741.151326477183 896.815734512458 587.94839468926 895.260878760367 786.616967788339 645.792922904304 732.932388914993 714.471961914954 1969 1464 1104 1659 1056 835 1976 985 -Trappc13 0.665267368708226 0.577139553751261 0.268376017886015 0.604423239301938 0.699439062924453 0.691218081573687 6 0.376410018525741 0 0 1.61891659812001 0 0 0.370917200867911 0.725352245598938 1 0 0 3 0 0 1 1 -Gm20757 -0.776009741830897 0.523311479221059 0.258426740348906 0.61120307112183 0.706568089311052 1.49415445918375 5 0 1.22515810725746 0 0 1.48980486323549 0.773404698088987 0 0 0 2 0 0 2 1 0 0 -1700020I14Rik 0.511677459522811 1.69333530858258 0.254378807586672 0.614008562099227 0.709092883962771 0.771834063324729 32 2.25846011115444 0 6.39074342053543 1.07927773208001 2.97960972647098 0 2.22550320520747 1.45070449119788 6 0 12 2 4 0 6 2 -2810454H06Rik -0.461485550939025 1.20689195772609 0.23323187017155 0.629137731511447 0.72583028478722 0.521341567714164 18 0.376410018525741 0 0.532561951711286 3.23783319624003 1.48980486323549 1.54680939617797 1.85458600433956 0.725352245598938 1 0 1 6 2 2 5 1 -Mir872 0.173458580751626 5.86912357899905 0.231196354472224 0.630638165130774 0.726826410519407 0.115128647138331 859 68.5066233716848 75.9598026499623 34.6165268612336 63.6773861927205 53.6329750764776 51.0447100738731 60.8304209423375 49.3239527007278 182 124 65 118 72 66 164 68 -Gm12191 0.572573094935686 0.570431043572058 0.226028152067893 0.634484662341414 0.730410992206191 0.496548467920854 6 1.12923005557722 0 0.532561951711286 0 0 0 0.370917200867911 0.725352245598938 3 0 1 0 0 0 1 1 -Mtf2 0.575650228675496 1.04697625812409 0.225303007888383 0.635028662812043 0.730410992206191 1.02411397250782 15 3.38769016673167 0 0.532561951711286 0 0.744902431617745 0 1.11275160260373 0.725352245598938 9 0 1 0 1 0 3 1 -BB283400 0.726460019576606 0.5804200497188 0.21670413856331 0.641562756562936 0.737183388961037 1.67005291583137 6 0 0 2.13024780684514 0 0 0.773404698088987 0.370917200867911 0 0 0 4 0 0 1 1 0 -Mir30a -0.144964375088855 15.2335016708516 0.206342533329803 0.649649318331344 0.745724217521191 0.0978062674345588 565907 34393.336212734 38997.3951330585 35030.860059665 37938.7708380765 40346.1504037119 39766.1493616414 42927.360408046 38791.1127423856 91372 63661 65778 70304 54163 51417 115733 53479 -Mir374c 0.186988665025616 4.54109183809289 0.20351952836825 0.651894857321752 0.747492257888304 0.139129965648704 323 28.6071614079563 19.6025297161193 19.7047922133176 26.4423044359602 20.8572680852969 20.8819268484026 11.8693504277732 30.4647943151554 76 32 37 49 28 27 32 42 -Mir374 0.186922341960334 4.54109183809289 0.202762999831023 0.652499814948949 0.747492257888304 0.139630734400824 323 28.6071614079563 19.6025297161193 19.7047922133176 26.4423044359602 20.8572680852969 20.8819268484026 11.8693504277732 30.4647943151554 76 32 37 49 28 27 32 42 -Mirg -0.194692711895539 6.99334996494852 0.198336213024067 0.656067171821859 0.750825118403953 0.179266255972064 1940 212.671660467044 143.343498549122 34.6165268612336 79.3269133078806 122.16399878531 128.385179882772 153.559721159315 134.190165435803 565 234 65 147 164 166 414 185 -Snora47 0.367184940707723 0.971678040002798 0.193385701749604 0.660113540317511 0.754698947397075 0.136537230069917 13 1.50564007410296 0.612579053628728 1.06512390342257 0.539638866040004 0.744902431617745 0.773404698088987 0.741834401735823 0.725352245598938 4 1 2 1 1 1 2 1 -4732416N19Rik -0.42920669730497 0.87441154659201 0.192309031467414 0.661001739040633 0.754957942187549 0.360193019307998 11 0.376410018525741 0.612579053628728 1.06512390342257 0.539638866040004 0 2.32021409426696 1.11275160260373 0 1 1 2 1 0 3 3 0 -Snora34 0.358682265772185 1.52841029171095 0.185787199597183 0.666446271529441 0.759968739306732 0.387468698334602 26 1.12923005557722 3.06289526814364 3.727933661979 0.539638866040004 1.48980486323549 2.32021409426696 0.741834401735823 2.17605673679681 3 5 7 1 2 3 2 3 -Mir206 -0.557300163868706 0.509352619513514 0.185461599828116 0.666721041232286 0.759968739306732 0.794534003981227 5 0 0 0 1.07927773208001 0 0 0.741834401735823 0.725352245598938 0 0 0 2 0 0 2 1 -1700012D14Rik 0.457698980801941 1.05239914943821 0.183399811068393 0.668467631053436 0.760593811022909 0.652669637534749 15 1.8820500926287 1.22515810725746 1.06512390342257 0 0 0 1.85458600433956 0.725352245598938 5 2 2 0 0 0 5 1 -A330093E20Rik 0.480065748086362 0.764399165276152 0.183241026009526 0.668602622660804 0.760593811022909 0.58143065526178 9 1.12923005557722 0 1.59768585513386 0 0.744902431617745 0.773404698088987 0 0.725352245598938 3 0 3 0 1 1 0 1 -Rmrp 0.128965282662926 7.72861317232106 0.181233574113241 0.670315262787053 0.761617791478779 0.085477814742037 3178 226.22242113397 276.885732240185 117.163629376483 261.185211163362 207.082875989733 148.493702033085 251.852779389312 197.295810802911 601 452 220 484 278 192 679 272 -H19 0.578283481746906 0.587588586573705 0.180623738387893 0.670837756736348 0.761617791478779 0.996774122217943 6 0 0.612579053628728 0 1.61891659812001 0.744902431617745 0.773404698088987 0 0 0 1 0 3 1 1 0 0 -Mir5113 0.409003956145711 0.702470798890555 0.174613169298516 0.676044064131219 0.766765683075269 0.128682773928578 8 0.752820037051481 0 1.06512390342257 0.539638866040004 0.744902431617745 0 0.370917200867911 0.725352245598938 2 0 2 1 1 0 1 1 -Mrpl15 0.354486187264429 1.12264014244871 0.171526446668704 0.678758754129772 0.76908017722152 0.274555190522228 16 1.50564007410296 0.612579053628728 2.13024780684514 0.539638866040004 0.744902431617745 1.54680939617797 0.370917200867911 1.45070449119788 4 1 4 1 1 2 1 2 -Snora81 0.46428598367279 1.33471701593054 0.162117615112983 0.687214316569815 0.777237358091638 0.998582172412714 22 4.14051020378315 0 1.59768585513386 0 0 0.773404698088987 1.85458600433956 1.45070449119788 11 0 3 0 0 1 5 2 -4930414L22Rik 0.421818487080384 0.70562654711203 0.162001611622868 0.687320328058249 0.777237358091638 0.283945909548244 8 0.376410018525741 0 1.59768585513386 0.539638866040004 0.744902431617745 0 0.370917200867911 0.725352245598938 1 0 3 1 1 0 1 1 -Mir16-2 -0.199757727758102 3.35566743436828 0.156402721030534 0.692490273503911 0.782099392679349 0.185695331099322 133 6.39897031493759 11.0264229653171 4.79305756540158 12.4116939189201 13.4082437691194 8.50745167897886 9.64384722256569 7.97887470158832 17 18 9 23 18 11 26 11 -Mir496 0.363802711710715 0.972594427097247 0.155734513161715 0.693114402367356 0.782099392679349 0.298925738978438 13 1.50564007410296 1.22515810725746 0 1.07927773208001 1.48980486323549 0 0.741834401735823 0.725352245598938 4 2 0 2 2 0 2 1 -Mir425 0.138494139070515 6.73818262398074 0.155134413551104 0.693676236101228 0.782099392679349 0.113421136376822 1583 115.934285705928 143.343498549122 50.5933854125722 132.751161045841 103.541437994867 85.8479214878775 119.806255880335 92.1197351910651 308 234 95 246 139 111 323 127 -5930430L01Rik 0.55029772424215 1.22711792259108 0.153607450023317 0.695111514735944 0.782943966746014 1.60884942941964 18 0 0 3.19537171026772 3.23783319624003 0 1.54680939617797 0 2.90140898239575 0 0 6 6 0 2 0 4 -A930011G23Rik -0.379444849905303 0.940040830807948 0.151556010879312 0.697052791498954 0.784272720012762 0.353652103012618 12 0.752820037051481 0.612579053628728 0.532561951711286 1.07927773208001 1.48980486323549 0.773404698088987 0 2.17605673679681 2 1 1 2 2 1 0 3 -Mir362 0.20966239542092 3.62466456414292 0.150911392013287 0.69766591657577 0.784272720012762 0.231537803675842 169 15.0564007410296 15.9270553943469 2.66280975855643 14.0306105170401 11.1735364742662 6.96064228280088 12.611184829509 10.1549314383851 40 26 5 26 15 9 34 14 -Dnajc24 0.397250919216445 0.702304342518726 0.145452195377215 0.702919849083779 0.789401129728929 0.28053193718388 8 0.752820037051481 0 1.06512390342257 0.539638866040004 0 0 0.370917200867911 1.45070449119788 2 0 2 1 0 0 1 2 -4931440J10Rik 0.323591494428645 1.07992975464348 0.144214423791992 0.704126737968011 0.789978965606195 0.229533852705902 15 0.752820037051481 2.45031621451491 1.06512390342257 0.539638866040004 0.744902431617745 0.773404698088987 0.741834401735823 1.45070449119788 2 4 2 1 1 1 2 2 -Mir148b -0.0806673115388228 9.51989631970164 0.142952062851338 0.705363722264059 0.790589397940365 0.0429444567890728 10703 679.420083438962 809.21692984355 562.385421007118 799.744799471286 797.045601830987 750.202557146317 741.092567334087 726.077597844537 1805 1321 1056 1482 1070 970 1998 1001 -9930014A18Rik 0.422318684896462 0.705459812408182 0.140147572392052 0.708134349437508 0.792915890783314 0.487315637252735 8 0.376410018525741 0 1.59768585513386 0.539638866040004 0 0 0.370917200867911 1.45070449119788 1 0 3 1 0 0 1 2 -Snora43 -0.429522010111272 0.637007839147179 0.137234620707105 0.711045798836049 0.795395349482286 0.611552502796935 7 0.376410018525741 1.22515810725746 0 0 0.744902431617745 0 1.11275160260373 0 1 2 0 0 1 0 3 0 -Rbm18 -0.454724526391826 0.943259220896963 0.135932632985204 0.712358482950568 0.796083280163171 0.980236341917647 12 0.376410018525741 0 1.59768585513386 1.07927773208001 1.48980486323549 3.09361879235595 0 0 1 0 3 2 2 4 0 0 -Cyp4f41-ps 0.526168458354573 0.507984402269386 0.133895511758039 0.714426744637496 0.797613420382958 0.90631890048976 5 0 0.612579053628728 1.06512390342257 0 0 0 0.741834401735823 0 0 1 2 0 0 0 2 0 -9330020H09Rik 0.439602635166319 0.576168455579699 0.131224768537169 0.717165521705854 0.799888426457849 0.639400571737768 6 1.12923005557722 0 0.532561951711286 0 0.744902431617745 0 0 0.725352245598938 3 0 1 0 1 0 0 1 -Mir219-1 0.201764027807474 2.81841724977799 0.12548019737958 0.723165142768157 0.805761674124267 0.222536217519915 90 7.52820037051481 6.12579053628728 3.727933661979 7.55494412456006 4.46941458970647 3.09361879235595 7.78926121822614 5.8028179647915 20 10 7 14 6 4 21 8 -Peg13 0.395663453487048 0.87276342497791 0.124839552797677 0.723843747570003 0.805761674124267 0.67638044181286 11 1.12923005557722 0 2.13024780684514 0 0 0.773404698088987 0.370917200867911 1.45070449119788 3 0 4 0 0 1 1 2 -Tk2 0.347626573296405 0.820006525365917 0.120804184452138 0.728163918137773 0.809294812466653 0.304584813392699 10 0.376410018525741 0.612579053628728 0.532561951711286 1.61891659812001 1.48980486323549 0 0.741834401735823 0 1 1 1 3 2 0 2 0 -Mir187 -0.22015912557185 2.76113845437296 0.120552287254329 0.72843625977498 0.809294812466653 0.293671244832773 82 3.76410018525741 11.6390020189458 2.66280975855643 3.77747206228003 5.95921945294196 4.64042818853392 5.19284081215076 9.42957919278619 10 19 5 7 8 6 14 13 -Snora31 -0.181895910023802 4.54857568249611 0.113429054537682 0.736273476696104 0.817206261585851 0.255444502436103 320 21.4553710559672 6.12579053628728 43.1375180886142 13.4909716510001 28.3062924014743 29.3893785273815 13.3530192312448 25.3873285959628 57 10 81 25 38 38 36 35 -Snord110 0.0935841111512622 7.44718365579125 0.112664589646716 0.737130694723878 0.817362607074776 0.0712583601047463 2471 166.749638206903 207.05172012651 141.661479155202 201.285297032922 198.14404681032 174.789461768111 110.16240865777 190.042288346922 443 338 266 373 266 226 297 262 -Slc12a4 0.356530102061702 0.700902916845484 0.109824556779557 0.74034396385002 0.820128604614439 0.388542539016462 8 1.12923005557722 0.612579053628728 0.532561951711286 0 0 1.54680939617797 0.370917200867911 0 3 1 1 0 0 2 1 0 -Mir669a-1 -0.282841976476736 1.02913129033703 0.104306295762486 0.746721860700429 0.825961375739553 0.250623912051666 14 1.12923005557722 1.22515810725746 0.532561951711286 0.539638866040004 1.48980486323549 0 0.741834401735823 2.17605673679681 3 2 1 1 2 0 2 3 -Mir30c-2 0.10691804578271 6.47799654504875 0.104020597004281 0.747057090064171 0.825961375739553 0.0993022410381055 1345 84.3158441497659 85.1484884543932 104.382142535412 90.6593294947207 86.4086820676584 68.0596134318308 123.515427889014 58.753531893514 224 139 196 168 116 88 333 81 -C330013E15Rik 0.425364547798013 0.705776351352618 0.1026909716117 0.748623952822721 0.826892478384051 1.06614869073738 8 0.376410018525741 0 0 2.15855546416002 0 0 0.370917200867911 1.45070449119788 1 0 0 4 0 0 1 2 -Gm10033 0.446605568438783 0.795097543606531 0.0981895104323094 0.75401320570929 0.832039717325242 1.46176677300876 10 1.8820500926287 0 0.532561951711286 0 0 0 1.48366880347165 0 5 0 1 0 0 0 4 0 -Mir667 -0.4125649978383 0.582911301651855 0.0971422364121199 0.755286394390143 0.832639397100631 0.753494772671829 6 0.752820037051481 0.612579053628728 0 0 0 0.773404698088987 0 1.45070449119788 2 1 0 0 0 1 0 2 -4930429F24Rik 0.372517002600183 0.716762658399084 0.0943811879277181 0.758679565760408 0.835572764992882 0.745918087137385 8 0 1.22515810725746 1.59768585513386 0 0.744902431617745 0.773404698088987 0 0.725352245598938 0 2 3 0 1 1 0 1 -Snord88a -0.116579002052208 5.40848950651294 0.0915722883193331 0.76218775231403 0.838627025448706 0.128668821063436 589 36.1353617784711 37.9799013249811 53.7887571228399 31.8386930963603 51.3982677816244 56.458542960496 28.5606244668292 37.7183167711448 96 62 101 59 69 73 77 52 -Snora78 -0.26473132762471 1.35813176879128 0.085893819044049 0.769463699389677 0.845018366485607 0.476932540601757 22 1.8820500926287 0 2.13024780684514 1.07927773208001 1.48980486323549 0 1.85458600433956 2.90140898239575 5 0 4 2 2 0 5 4 -Snhg9 -0.26473349096456 1.35813176879128 0.0858830645434763 0.769477723732292 0.845018366485607 0.477052525751055 22 1.8820500926287 0 2.13024780684514 1.07927773208001 1.48980486323549 0 1.85458600433956 2.90140898239575 5 0 4 2 2 0 5 4 -Snora75 0.340239733242681 0.803580132003168 0.0837770977297607 0.77224259482451 0.847239231437275 0.73660805329414 10 1.50564007410296 0 1.06512390342257 0 0 0 1.11275160260373 0.725352245598938 4 0 2 0 0 0 3 1 -Gm11747 0.242704774785282 0.921496479498808 0.0796925124372807 0.777714541494161 0.851058778862465 0.131665348739081 12 0.752820037051481 0.612579053628728 1.06512390342257 1.07927773208001 0.744902431617745 0.773404698088987 1.11275160260373 0 2 1 2 2 1 1 3 0 -Mir5122 0.218731838517834 1.48404740864424 0.0794784379816886 0.778005463346698 0.851058778862465 0.293959292898116 25 2.25846011115444 2.45031621451491 0.532561951711286 2.15855546416002 2.23470729485323 1.54680939617797 0.741834401735823 2.17605673679681 6 4 1 4 3 2 2 3 -2410137F16Rik 0.341735189451036 0.50379538111903 0.0794570931045415 0.778034493679824 0.851058778862465 0.265951097280125 5 0.376410018525741 0 0.532561951711286 0.539638866040004 0 0 0.741834401735823 0 1 0 1 1 0 0 2 0 -Gm13483 -0.405259819671297 0.441450511506885 0.0788340733649076 0.778883699912491 0.851058778862465 0.663197836850272 4 0.752820037051481 0 0 0 0.744902431617745 0.773404698088987 0 0 2 0 0 0 1 1 0 0 -Cdh23 0.259325213039656 1.01902545028967 0.0778130211141939 0.780283308337702 0.851058778862465 0.323423403817609 14 0.752820037051481 1.22515810725746 1.59768585513386 0.539638866040004 0 0 1.48366880347165 1.45070449119788 2 2 3 1 0 0 4 2 -4921531C22Rik 0.364921908940289 0.515191961700188 0.0777501959057494 0.78036974848368 0.851058778862465 0.563424790023917 5 0 1.22515810725746 0 0.539638866040004 0 0.773404698088987 0.370917200867911 0 0 2 0 1 0 1 1 0 -4930526L06Rik -0.400926323794431 0.441282103013107 0.0773326077835055 0.780945259832604 0.851058778862465 0.663203162665824 4 0.752820037051481 0 0 0 0 0.773404698088987 0 0.725352245598938 2 0 0 0 0 1 0 1 -4930565N06Rik -0.275692016771903 0.704972067181646 0.0745521979400161 0.784820558538014 0.853759421766179 0.187746764272001 8 0.752820037051481 0 1.06512390342257 0 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 2 0 2 0 1 1 1 1 -Gm16039 0.203635382066304 1.53814985640646 0.0744816256008043 0.784919924130343 0.853759421766179 0.266864141711064 27 3.01128014820593 1.22515810725746 1.06512390342257 2.15855546416002 1.48980486323549 2.32021409426696 1.48366880347165 1.45070449119788 8 2 2 4 2 3 4 2 -1600020E01Rik -0.390597471075805 0.440882265837424 0.073819783748645 0.785854266766057 0.853961636552449 0.663215807320349 4 0.752820037051481 0 0 0 0 0 0 1.45070449119788 2 0 0 0 0 0 0 2 -Fance 0.500843331601474 0.585954539136612 0.0720524697545653 0.78837149692123 0.855270402132738 3.124339363091 6 0 0 2.13024780684514 0 1.48980486323549 0 0 0 0 0 4 0 2 0 0 0 -E230016M11Rik 0.342721174693478 0.513769470217108 0.0717982032818814 0.788736368472031 0.855270402132738 0.488493855150857 5 0 0.612579053628728 1.06512390342257 0 0.744902431617745 0 0.370917200867911 0 0 1 2 0 1 0 1 0 -1700086O06Rik 0.236269656222048 1.48883272976725 0.0714012436871725 0.789307391275875 0.855270402132738 0.475993254072284 26 3.01128014820593 1.22515810725746 0.532561951711286 2.15855546416002 0.744902431617745 2.32021409426696 2.59642040607538 0 8 2 1 4 1 3 7 0 -4930473A02Rik 0.352471611631002 0.500477705690642 0.0701446217076507 0.791126327458405 0.856428026214459 0.646696111281133 5 0.752820037051481 0 0.532561951711286 0 0 0 0.741834401735823 0 2 0 1 0 0 0 2 0 -A230020J21Rik -0.26702678833372 0.705749087999938 0.0694037210226259 0.792206947588702 0.856784954690719 0.20358355520215 8 0.752820037051481 0.612579053628728 0 0.539638866040004 0.744902431617745 0 0.370917200867911 1.45070449119788 2 1 0 1 1 0 1 2 -4930583K01Rik -0.311376486734374 0.585998814634588 0.066941594503537 0.795843001811579 0.859902334343761 0.427642087614707 6 0.376410018525741 0.612579053628728 0 0.539638866040004 0.744902431617745 0 0 1.45070449119788 1 1 0 1 1 0 0 2 -Snord70 0.145331626973595 2.86064497684293 0.0657897222156478 0.797568584790053 0.860951518680654 0.222052907955902 92 8.65743042609204 6.12579053628728 3.19537171026772 7.55494412456006 4.46941458970647 8.50745167897886 5.93467521388658 4.35211347359363 23 10 6 14 6 11 16 6 -Arhgap1 0.339569541187172 1.2096566695747 0.064981287366308 0.798789310911968 0.861454256853077 1.44007572113629 18 2.25846011115444 0 3.19537171026772 0 2.23470729485323 2.32021409426696 0 0 6 0 6 0 3 3 0 0 -AI450353 0.340558451478882 0.910101618432891 0.063246612062132 0.801436227172968 0.863492667803925 1.43735572039671 12 3.01128014820593 0 0 0 0.744902431617745 0 0.370917200867911 1.45070449119788 8 0 0 0 1 0 1 2 -Abhd10 -0.276151496509402 0.585317127970325 0.0624086266547552 0.802728728192441 0.863759655420483 0.171774391618725 6 0.376410018525741 0 0.532561951711286 0.539638866040004 0.744902431617745 0.773404698088987 0 0.725352245598938 1 0 1 1 1 1 0 1 -Mir5114 -0.308027420198161 0.576749028964489 0.0613324248443501 0.804402249121322 0.863759655420483 0.546573167112509 6 0.752820037051481 0 0 0.539638866040004 0 1.54680939617797 0.370917200867911 0 2 0 0 1 0 2 1 0 -Svip -0.350973217175863 0.444935973798038 0.0605317094627615 0.805657517222393 0.863759655420483 0.663087612872245 4 0.376410018525741 0 0.532561951711286 0 0 1.54680939617797 0 0 1 0 1 0 0 2 0 0 -Mir3473 -0.272529890056161 0.586398376437974 0.0604269268049213 0.805822433361309 0.863759655420483 0.185359945015693 6 0.376410018525741 0.612579053628728 0 0.539638866040004 0.744902431617745 0.773404698088987 0 0.725352245598938 1 1 0 1 1 1 0 1 -Mir1306 -0.1851941109557 1.27726022626805 0.0596401678006564 0.807065576372413 0.863759655420483 0.210448917094858 20 1.50564007410296 1.22515810725746 1.06512390342257 1.07927773208001 0.744902431617745 0.773404698088987 2.22550320520747 1.45070449119788 4 2 2 2 1 1 6 2 -Mir1946b 0.227524210048923 1.08130128376378 0.0593307770828053 0.807556818003022 0.863759655420483 0.410864247283655 15 0.752820037051481 0 2.13024780684514 1.61891659812001 0.744902431617745 0.773404698088987 0.370917200867911 2.17605673679681 2 0 4 3 1 1 1 3 -Gm19522 -0.282927454068442 0.707964870962573 0.0590387697299386 0.808021704992552 0.863759655420483 0.57947688717992 8 0.376410018525741 0 1.59768585513386 0 0 0.773404698088987 0.370917200867911 1.45070449119788 1 0 3 0 0 1 1 2 -B230319C09Rik -0.344937059890468 0.444704025045226 0.0587065080967655 0.808552161679303 0.863759655420483 0.663094947958413 4 0.376410018525741 0 0.532561951711286 0 0.744902431617745 0.773404698088987 0 0 1 0 1 0 1 1 0 0 -2310010J17Rik -0.34310955213697 0.802996102846669 0.0584115673321559 0.809024368576825 0.863759655420483 1.47638377658757 10 1.8820500926287 0 0 0 1.48980486323549 0 1.11275160260373 0 5 0 0 0 2 0 3 0 -Gm10433 -0.342785645739389 0.444811958880092 0.0580500029918296 0.809604966160125 0.863759655420483 0.663091534687487 4 0.376410018525741 0 0 0.539638866040004 0.744902431617745 0.773404698088987 0 0 1 0 0 1 1 1 0 0 -2610035D17Rik -0.340603774495524 0.444535312857616 0.0574097330026992 0.810637819798016 0.863759655420483 0.663100283267538 4 0.376410018525741 0 0.532561951711286 0 0 0.773404698088987 0 0.725352245598938 1 0 1 0 0 1 0 1 -1700007J10Rik 0.31576310409063 0.642271288008478 0.0573291362326076 0.810768265517386 0.863759655420483 0.825778513949122 7 0 0.612579053628728 1.59768585513386 0 0 0 0.741834401735823 0.725352245598938 0 1 3 0 0 0 2 1 -Gm10548 -0.219560840499605 0.703615641790463 0.0554878370826657 0.813775229792994 0.866154419024073 0.0594854790099508 8 0.376410018525741 0.612579053628728 0.532561951711286 0.539638866040004 0 0.773404698088987 0.741834401735823 0.725352245598938 1 1 1 1 0 1 2 1 -C730002L08Rik 0.281569792976704 0.50929338696675 0.0545302073589191 0.815359940278172 0.867032331647152 0.336468455814993 5 0.376410018525741 0 1.06512390342257 0 0 0 0.370917200867911 0.725352245598938 1 0 2 0 0 0 1 1 -Thap6 -0.228642515349319 0.700752433660892 0.049311618623209 0.824265466830191 0.875686124444364 0.270900876411097 8 0.752820037051481 0.612579053628728 0.532561951711286 0 0 1.54680939617797 0.741834401735823 0 2 1 1 0 0 2 2 0 -Mir423 -0.0744500249085479 8.84921671367008 0.0477299944992389 0.827061408335607 0.877839132010165 0.110378535571433 6997 452.821252286466 622.380318486788 186.929245050661 530.465005317324 495.3601170258 328.696996687819 675.811139981334 385.887394658635 1203 1016 351 983 665 425 1822 532 -AF357426 0.301433033904942 0.627241496694233 0.0452689227626708 0.83151030578685 0.880712988936908 1.1339324847852 7 1.12923005557722 0.612579053628728 0 0 0 0 1.11275160260373 0 3 1 0 0 0 0 3 0 -Gm7367 0.248315611787722 0.506240872372134 0.0451945925355544 0.8316466170932 0.880712988936908 0.282626853737893 5 0.752820037051481 0 0.532561951711286 0 0.744902431617745 0 0.370917200867911 0 2 0 1 0 1 0 1 0 -Mir5129 -0.221316550567267 0.712411651231399 0.0446696870571808 0.83261257374908 0.880712988936908 0.320432296498945 8 0 0.612579053628728 0.532561951711286 1.07927773208001 0 0.773404698088987 0.370917200867911 1.45070449119788 0 1 1 2 0 1 1 2 -Lmf1 -0.225487960478568 0.97883425965457 0.0445376198782759 0.832856542561721 0.880712988936908 0.558630351034666 13 1.50564007410296 0 1.59768585513386 0 0.744902431617745 2.32021409426696 0.370917200867911 0.725352245598938 4 0 3 0 1 3 1 1 -Rhno1 -0.289809107838437 0.448195063662935 0.0427642768364294 0.836169763254006 0.883397870252612 0.662984547299375 4 0 0 1.06512390342257 0 0 1.54680939617797 0 0 0 0 2 0 0 2 0 0 -Mdp1 -0.246852882614077 0.579048510757911 0.0401952105453862 0.841099385969895 0.887184784708128 0.578850144736575 6 0.376410018525741 0 1.06512390342257 0 0 0 0.370917200867911 1.45070449119788 1 0 2 0 0 0 1 2 -4930452A19Rik -0.277343300032949 0.435635447316297 0.0395376746856142 0.842387257879236 0.887184784708128 0.663381744779537 4 0.752820037051481 0 0 0 0 0.773404698088987 0.370917200867911 0 2 0 0 0 0 1 1 0 -Mir20b -0.277343300032949 0.435635447316297 0.0395376746856142 0.842387257879236 0.887184784708128 0.663381744779537 4 0.752820037051481 0 0 0 0 0.773404698088987 0.370917200867911 0 2 0 0 0 0 1 1 0 -4930555B11Rik 0.136762824649001 2.39033698550999 0.0392954843817712 0.842864422983007 0.887184784708128 0.336389297324335 61 6.77538033346333 1.83773716088618 5.32561951711286 3.23783319624003 2.97960972647098 5.41383288662291 1.48366880347165 6.52817021039044 18 3 10 6 4 7 4 9 -A430071A18Rik -0.269112364005017 0.447392391552775 0.0376139194800551 0.846220448676115 0.889076917071314 0.663009931310973 4 0 0 1.06512390342257 0 0 0 0 1.45070449119788 0 0 2 0 0 0 0 2 -Cd22 -0.269112364005017 0.447392391552775 0.0376139194800551 0.846220448676115 0.889076917071314 0.663009931310973 4 0 0 1.06512390342257 0 0 0 0 1.45070449119788 0 0 2 0 0 0 0 2 -Ppifos 0.248620894603687 1.07213176442027 0.0362286858148835 0.849044007385751 0.891222826519909 1.30513118664635 15 1.12923005557722 0 3.19537171026772 0 0 0 0.741834401735823 2.90140898239575 3 0 6 0 0 0 2 4 -Rbmx 0.0986438999749744 4.04533361891745 0.0351385203591095 0.851305694435457 0.892775549035714 0.231893714397037 240 18.0676808892356 20.215108769748 17.5745444064724 6.47566639248005 12.6633413375017 6.96064228280088 27.8187900650933 9.42957919278619 48 33 33 12 17 9 75 13 -2610002J02Rik -0.186800122590262 0.574544504406253 0.0317659246695001 0.858542368435858 0.898715157487363 0.156379445413877 6 0.376410018525741 0.612579053628728 0.532561951711286 0 0 0 0.741834401735823 0.725352245598938 1 1 1 0 0 0 2 1 -4930527F14Rik -0.24428103506993 0.448591927059054 0.0317648588182369 0.858544716618077 0.898715157487363 0.662971996634328 4 0 0.612579053628728 0 0.539638866040004 0 0 0 1.45070449119788 0 1 0 1 0 0 0 2 -Mir376b -0.158192220319779 1.94229985404655 0.0291620904822585 0.864405315323923 0.904020591003296 0.661049460546989 42 6.02256029641185 3.06289526814364 0.532561951711286 0 1.48980486323549 3.09361879235595 4.08008920954702 2.17605673679681 16 5 1 0 2 4 11 3 -Btbd19 -0.227998019592194 0.449745032994211 0.0281794627865608 0.866687599979336 0.904817325469295 0.662935529585305 4 0 1.22515810725746 0 0 0.744902431617745 0 0 0.725352245598938 0 2 0 0 1 0 0 1 -Mir1966 -0.168385030472092 0.694856549428838 0.0281514991045873 0.866753143503891 0.904817325469295 0.282676636878928 8 0.752820037051481 0.612579053628728 0.532561951711286 0 0 0.773404698088987 1.11275160260373 0 2 1 1 0 0 1 3 0 -Mir541 -0.0771686464735477 6.66411334271104 0.0276499777686858 0.867934381831919 0.905222239186673 0.201614530593495 1553 181.806038947933 115.164862082201 25.5629736821417 66.3755805229205 90.1331942257471 95.9021825630344 118.693504277732 105.901427857445 483 188 48 123 121 124 320 146 -2010320M18Rik -0.153440953029659 0.817265649192632 0.0272545555970316 0.868873507395072 0.905374129623541 0.260143808082556 10 0.376410018525741 1.22515810725746 0.532561951711286 0.539638866040004 0 0 1.11275160260373 1.45070449119788 1 2 1 1 0 0 3 2 -Mir598 0.117106193593944 2.01449875553177 0.0265919621605635 0.870462988759268 0.90572735890301 0.318163899000955 44 3.01128014820593 4.90063242902982 1.06512390342257 3.23783319624003 1.48980486323549 1.54680939617797 4.08008920954702 3.62676122799469 8 8 2 6 2 2 11 5 -Mir29b-1 -0.208341414352939 0.834692809796765 0.0264525099116115 0.870800098787556 0.90572735890301 1.08109841309526 10 0 2.45031621451491 0.532561951711286 0 0.744902431617745 2.32021409426696 0.370917200867911 0 0 4 1 0 1 3 1 0 -Gm15545 -0.217022286505151 0.43887938549888 0.0257098809174789 0.872610879912088 0.906784165737425 0.663279148717022 4 0.376410018525741 0 0.532561951711286 0 0 0.773404698088987 0.370917200867911 0 1 0 1 0 0 1 1 0 -Mir147 -0.214870858659419 0.438986983809201 0.0252765020853651 0.873680018168807 0.907069063449144 0.663275745839563 4 0.376410018525741 0 0 0.539638866040004 0 0.773404698088987 0.370917200867911 0 1 0 0 1 0 1 1 0 -Gm5095 -0.211230984542268 0.438648247953698 0.0245845189775671 0.875406798183938 0.907639457476068 0.663286458644096 4 0.376410018525741 0 0.532561951711286 0 0.744902431617745 0 0.370917200867911 0 1 0 1 0 1 0 1 0 -Mir18 -0.09904618111702 2.43255748654297 0.0244202462369061 0.875820370447985 0.907639457476068 0.262434880797944 62 2.63487012968019 5.51321148265855 2.13024780684514 7.01530525852006 5.21431702132421 5.41383288662291 2.96733760694329 5.07746571919256 7 9 4 13 7 7 8 7 -Gm10785 0.246751251689773 0.623026703715629 0.021644951920698 0.883035540149543 0.913456047408021 2.19651377696506 7 1.50564007410296 0 0 0 0 0 1.11275160260373 0 4 0 0 0 0 0 3 0 -Plscr3 -0.194781611758839 0.439965845826999 0.0214241887193065 0.883629276882342 0.913456047408021 0.663244788948983 4 0.376410018525741 0.612579053628728 0 0 0 0.773404698088987 0.370917200867911 0 1 1 0 0 0 1 1 0 -Ftx 0.0442562859858771 6.90323954909954 0.0213480502831525 0.883834773302765 0.913456047408021 0.0833237482571728 1746 143.788627076833 106.588755331399 88.4052839840735 142.464660634561 117.694584195604 100.542610751568 97.1803066273928 152.323971575777 382 174 166 264 158 130 262 210 -1810034E14Rik -0.0921399384667942 2.43383344256362 0.0208468626407154 0.88519691373511 0.913699658868852 0.275109743703655 64 4.14051020378315 6.12579053628728 2.13024780684514 4.31711092832003 6.7041218845597 1.54680939617797 5.56375801301867 3.62676122799469 11 10 4 8 9 2 15 5 -Snord61 0.0765324626137025 4.00249776431419 0.0206734656726466 0.885672061971035 0.913699658868852 0.236868929008775 233 17.3148608521841 18.9899506624906 17.0419824547612 6.47566639248005 11.9184389058839 6.18723758471189 27.8187900650933 9.42957919278619 46 31 32 12 16 8 75 13 -1110019D14Rik 0.167902116965802 0.515697023285334 0.0202799335549235 0.886758034631578 0.913993602090904 0.549541191684745 5 0.376410018525741 0 0 1.07927773208001 0.744902431617745 0.773404698088987 0 0 1 0 0 2 1 1 0 0 -Mirlet7g 0.0421573852939418 11.2520713569692 0.0161689790359105 0.898815900346968 0.925585687992681 0.105394399266193 38152 2846.03615007313 2901.17439798566 1421.94041106913 2723.5573569039 2055.93071126498 1812.0872076225 3890.17960270265 1847.47216954049 7561 4736 2670 5047 2760 2343 10488 2547 -Zmynd8 -0.0949628221617816 1.65780389373413 0.0137976813222194 0.906492741283485 0.932316202413436 0.385874123779875 30 1.12923005557722 1.83773716088618 4.26049561369029 1.07927773208001 3.72451215808872 3.09361879235595 1.48366880347165 0.725352245598938 3 3 8 2 5 4 4 1 -2810001G20Rik -0.147420769233856 0.429608186028715 0.0136518455727499 0.906985963785201 0.932316202413436 0.66357239009262 4 0.752820037051481 0 0 0 0 0 0.741834401735823 0 2 0 0 0 0 0 2 0 -Mir10a -0.0474697256380123 14.9476035526803 0.0130438853993837 0.909071459233041 0.933618843370747 0.165973497988853 435679 26662.2508422338 36481.5329598053 22924.1292114123 38247.9839083174 26200.4532272909 53305.3720063872 15001.3752719018 33968.2456613983 70833 59554 43045 70877 35173 68923 40444 46830 -4930547E14Rik -0.141532389694495 0.441943990602939 0.0125841052378952 0.910681560216746 0.93443134910729 0.663182230938337 4 0 0 0 1.07927773208001 0 0 0.370917200867911 0.725352245598938 0 0 0 2 0 0 1 1 -Pfkfb2 0.105273545930285 1.33195915147488 0.0121131136690922 0.912362114767682 0.935314620799573 0.577808434849009 21 1.12923005557722 0 4.26049561369029 0.539638866040004 0.744902431617745 2.32021409426696 1.11275160260373 1.45070449119788 3 0 8 1 1 3 3 2 -Gm15441 0.0780434196844491 2.02230388105404 0.010169282238599 0.919675203562429 0.941269119470948 0.417333073299858 43 2.25846011115444 0.612579053628728 5.85818146882415 3.77747206228003 4.46941458970647 2.32021409426696 1.11275160260373 4.35211347359363 6 1 11 7 6 3 3 6 -2310001K24Rik -0.123279260083545 0.442816530704177 0.0101324286488609 0.919820392822179 0.941269119470948 0.663154637691565 4 0 0.612579053628728 0.532561951711286 0 0 0 0.370917200867911 0.725352245598938 0 1 1 0 0 0 1 1 -A930015D03Rik 0.0859151926929213 1.36572130390349 0.00942686840160789 0.922653285101637 0.943322041488322 0.492017118766544 22 2.63487012968019 0.612579053628728 1.59768585513386 1.07927773208001 3.72451215808872 1.54680939617797 0.741834401735823 0 7 1 3 2 5 2 2 0 -Zc3h7a -0.0668358501012109 5.69031492491042 0.00701387167050171 0.933256108339025 0.953308164382119 0.60189041106342 754 126.473766224649 10.4138439116884 52.7236332194173 7.55494412456006 110.245559879426 46.4042818853392 7.41834401735823 43.5211347359363 336 17 99 14 148 60 20 60 -Gm15713 0.0969082615946592 0.644365940186003 0.00606852116740964 0.937907031828168 0.957202078100125 0.87570585131856 7 0.376410018525741 0 1.59768585513386 0 0 1.54680939617797 0.370917200867911 0 1 0 3 0 0 2 1 0 -Mir101a 0.0187463621453821 10.33617221496 0.00533099108497481 0.941795266280249 0.960311348369763 0.0629120870617446 19692 1149.17978655909 1264.36316668969 1605.67428440953 1180.72983889553 1087.55755016191 1068.07188806089 1844.94215711699 1129.37344639755 3053 2064 3015 2188 1460 1381 4974 1557 -E130102H24Rik 0.0184637983551309 10.3369640511302 0.00517084903614773 0.942674633331049 0.960349782706006 0.062920227106964 19702 1149.93260659614 1264.36316668969 1607.27197026466 1180.72983889553 1089.79225745676 1068.07188806089 1845.31307431786 1130.09879864315 3055 2064 3018 2188 1463 1381 4975 1558 -Mir17 0.0263848006973678 5.19330849849068 0.00482973042491786 0.9445946079939 0.961447321785049 0.122797096744261 534 36.1353617784711 38.5924803786099 27.1606595372756 41.0125538190403 40.969633738976 27.8425691312035 45.2518985058852 25.3873285959628 96 63 51 76 55 36 122 35 -Mir1940 0.0461015892262148 0.765417696099668 0.00275503640587133 0.95813950563393 0.974364684428088 0.0575915210815779 9 0.752820037051481 0.612579053628728 0.532561951711286 0.539638866040004 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 2 1 1 1 1 1 1 1 -Srsf9 0.0560106917056318 1.03618949071648 0.00198539947999343 0.964459762605131 0.979600222217201 1.24067995254529 14 0.376410018525741 0 3.727933661979 0 1.48980486323549 0 0.370917200867911 2.17605673679681 1 0 7 0 2 0 1 3 -1500017E21Rik 0.0442484285848243 1.30258841717713 0.00181010011044869 0.96606402311823 0.979600222217201 0.889719238393225 20 1.50564007410296 0 3.727933661979 0.539638866040004 0.744902431617745 2.32021409426696 0 2.90140898239575 4 0 7 1 1 3 0 4 -Dio3os -0.0496676415204486 0.773498972596457 0.00166750535258586 0.967427357317129 0.979600222217201 0.367416862910588 9 0.376410018525741 0 1.06512390342257 1.07927773208001 0.744902431617745 1.54680939617797 0 0.725352245598938 1 0 2 2 1 2 0 1 -6330549D23Rik 0.0365504895754985 0.766481265149971 0.00165505138189159 0.967549154353767 0.979600222217201 0.144795356612801 9 0.752820037051481 1.22515810725746 0 0.539638866040004 0.744902431617745 0.773404698088987 0.370917200867911 0.725352245598938 2 2 0 1 1 1 1 1 -Gm16291 -0.0497984136905431 1.04049827004916 0.00165184486677905 0.96758058758877 0.979600222217201 0.760533853439203 14 0.752820037051481 0.612579053628728 2.66280975855643 0 2.23470729485323 1.54680939617797 0 0.725352245598938 2 1 5 0 3 2 0 1 -Gm4890 -0.0259416163380367 0.436081268353407 0.00151936462515234 0.968907109122493 0.98007359176309 0.663367644323302 4 0 0 1.06512390342257 0 0 0 0.741834401735823 0 0 0 2 0 0 0 2 0 -5430402O13Rik -0.0215659699049333 0.436296133284018 0.00131072419039668 0.971119756290488 0.980573134449068 0.66336084861507 4 0 0 0 1.07927773208001 0 0 0.741834401735823 0 0 0 0 2 0 0 2 0 -Gm6297 -0.0215659699049333 0.436296133284018 0.00131072419039668 0.971119756290488 0.980573134449068 0.66336084861507 4 0 0 0 1.07927773208001 0 0 0.741834401735823 0 0 0 0 2 0 0 2 0 -G730013B05Rik -0.0385365765720963 1.01651726367811 0.000926357662148547 0.975719235170337 0.983633409630645 0.703663961483763 14 2.25846011115444 0 1.06512390342257 0 1.48980486323549 1.54680939617797 0.741834401735823 0 6 0 2 0 2 2 2 0 -Fut8 -0.0301535765572007 0.983272857012977 0.000914530335813346 0.975874688608142 0.983633409630645 0.461988777734778 13 0.376410018525741 0.612579053628728 2.66280975855643 0 0.744902431617745 1.54680939617797 0.741834401735823 0.725352245598938 1 1 5 0 1 2 2 1 -Mir451 0.00783986907310383 10.6424503554937 0.000668429572201035 0.979373786499111 0.986289047127525 0.0880041428130113 23834 1259.46792198713 1282.12795924493 1240.8693474873 2624.26380555254 1712.5306902892 1143.86554847361 1957.70098618084 1556.60591905532 3346 2093 2330 4863 2299 1479 5278 2146 -Mir3103 -0.0011092316730465 0.437273490728585 0.00054275250380531 0.981413325432899 0.987471432380016 0.663329937374097 4 0 0.612579053628728 0 0.539638866040004 0 0 0.741834401735823 0 0 1 0 1 0 0 2 0 -Mir877 0.0169238059397901 2.07117778204749 0.000493226392977775 0.982281477037185 0.987474154448835 0.411290532451564 45 2.25846011115444 4.2880533754011 0.532561951711286 5.93602752644005 2.23470729485323 3.09361879235595 1.85458600433956 5.8028179647915 6 7 1 11 3 4 5 8 -Mirlet7a-2 0.00692268187132084 3.52904314853656 0.000229292382525781 0.987918571764677 0.991638607573432 0.145210168895582 158 13.1743506484009 10.4138439116884 7.98842927566929 9.71349958872008 8.93882917941294 9.28085637706784 13.7239364321127 8.70422694718725 35 17 15 18 12 12 37 12 -Adarb1 -0.0208372088988242 1.01574105327976 0.000220136486121625 0.988162223322517 0.991638607573432 0.682420434692774 14 2.25846011115444 0 1.06512390342257 0 1.48980486323549 0 0.741834401735823 1.45070449119788 6 0 2 0 2 0 2 2 -Zfp821 0.0194908209613808 0.438251386312134 0.000105716899237329 0.991796397330917 0.994410974828274 0.663299009834018 4 0 1.22515810725746 0 0 0 0 0.741834401735823 0 0 2 0 0 0 0 2 0 -Snord7 -0.00363412912961608 0.808396104681926 2.65747690626483e-05 0.99588686572452 0.997635569615169 1.23423123101037 10 2.25846011115444 0 0 0 0.744902431617745 0 0.370917200867911 1.45070449119788 6 0 0 0 1 0 1 2 -D330022K07Rik 8.83246306215062e-05 2.3059219632559 9.35429808279764e-07 0.999228305160102 0.999852120027929 0.587915295555401 56 4.89333024083463 0.612579053628728 9.05355317909186 1.07927773208001 4.46941458970647 7.73404698088987 1.11275160260373 2.90140898239575 13 1 17 2 6 10 3 4 -AA465934 -0.00551213095838715 1.05434721413031 3.43509380940077e-08 0.999852120027929 0.999852120027929 1.50064027311007 15 3.38769016673167 0 0 0 0.744902431617745 0 0.741834401735823 2.17605673679681 9 0 0 0 1 0 2 3 diff -r 0de946608423 -r d6fbd1cf7768 test-data/gentestdata.sh --- a/test-data/gentestdata.sh Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,9 +0,0 @@ -#!/bin/bash -# generate test data for rgGSEA -# ross lazarus June 2013 -# adjust gseajar_path ! -GSEAJAR_PATH=/home/rlazarus/galaxy-central/tool_dependency_dir/gsea_jar/2.0.12/fubar/rg_gsea_test/8e291f464aa0/jars/gsea2-2.0.12.jar -python ../rgGSEA.py --input_tab "gsea_test_DGE.xls" --adjpvalcol "5" --signcol "2" --idcol "1" --outhtml "gseatestout.html" --input_name "gsea_test" --setMax "500" --setMin "15" --nPerm "10" --plotTop "20" --gsea_jar "$GSEAJAR_PATH" --output_dir "gseatestout" --mode "Max_probe" ---title "GSEA test" --builtin_gmt "gseatestdata.gmt" - - diff -r 0de946608423 -r d6fbd1cf7768 test-data/test_bams2mx.xls --- a/test-data/test_bams2mx.xls Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,3243 +0,0 @@ -Contigname 11706Liv_CAAAAG_L003_R1_001_trimmed.fastq_bwa.sam.bam 11706He_AGTTCC_L001_R1_001_trimmed.fastq_bwa.sam.bam 11699He_GGCTAC_L001_R1_001_trimmed.fastq_bwa.sam.bam 11698He_TAGCTT_L001_R1_001_trimmed.fastq_bwa.sam.bam 11700Liv_ATTCCT_L003_R1_001_trimmed.fastq_bwa.sam.bam 11698Liv_ACTGAT_L003_R1_001_trimmed.fastq_bwa.sam.bam 11699Liv_ATGAGC_L003_R1_001_trimmed.fastq_bwa.sam.bam 11700He_CTTGTA_L001_R1_001_trimmed.fastq_bwa.sam.bam -0610005C13Rik 40 0 2 0 6 70 6 2 -0610007N19Rik 10 17 11 42 2 6 6 10 -0610008F07Rik 16 0 0 0 8 5 4 1 -0610009B14Rik 0 0 0 1 0 0 0 0 -0610009L18Rik 3 2 2 11 0 1 1 1 -0610012G03Rik 6 0 0 0 4 5 2 0 -0610031O16Rik 33 0 0 0 10 25 10 0 -0610038B21Rik 0 0 0 2 0 0 0 0 -0610038L08Rik 0 0 0 0 0 3 0 0 -0610039K10Rik 9 0 0 1 3 1 4 3 -0610040B10Rik 0 0 0 0 0 0 2 0 -0610040F04Rik 2 1 0 1 2 5 2 0 -0610043K17Rik 9 2 0 4 4 12 0 1 -1110002L01Rik 3 1 0 0 0 0 0 0 -1110006O24Rik 0 0 0 1 0 0 0 0 -1110015O18Rik 0 0 0 0 0 0 0 0 -1110017D15Rik 0 0 0 0 0 2 0 0 -1110019D14Rik 1 1 1 0 0 0 2 0 -1110020A21Rik 2 0 0 2 0 2 6 0 -1110028F11Rik 0 0 0 0 0 0 0 0 -1110028F18Rik 0 0 0 0 0 0 0 0 -1110035M17Rik 0 0 0 0 0 0 0 1 -1110036E04Rik 0 0 0 0 0 0 0 0 -1110038B12Rik 9406 1346 1212 1600 7604 6486 8084 1328 -1110046J04Rik 0 0 0 0 0 0 0 1 -1110054M08Rik 6 1 0 1 0 6 1 1 -1190002F15Rik 0 0 0 0 0 4 0 0 -1300002E11Rik 10 1 0 0 0 17 0 0 -1300015D01Rik 0 0 0 0 1 2 0 0 -1500002O10Rik 0 0 0 0 0 0 0 0 -1500004A13Rik 0 0 0 0 0 0 0 0 -1500009C09Rik 0 0 0 0 0 0 0 0 -1500011B03Rik 0 0 0 0 1 0 0 0 -1500011K16Rik 0 0 0 1 0 4 2 0 -1500012K07Rik 0 0 0 0 0 0 0 0 -1500015A07Rik 0 0 0 0 0 0 0 0 -1500015L24Rik 2 0 0 0 0 2 0 0 -1500016L03Rik 0 0 0 0 0 0 0 0 -1500017E21Rik 4 1 3 0 0 7 1 4 -1600002D24Rik 0 0 1 2 0 2 0 2 -1600010M07Rik 0 0 0 0 0 0 0 0 -1600019K03Rik 0 0 0 0 0 0 0 0 -1600020E01Rik 2 0 0 0 0 0 0 2 -1600023N17Rik 0 0 0 0 0 0 1 0 -1600025M17Rik 0 0 0 0 0 0 0 0 -1600029I14Rik 1 0 0 0 0 0 0 0 -1600029O15Rik 0 0 0 0 0 0 0 0 -1700001D01Rik 0 0 0 0 0 0 0 1 -1700001G11Rik 0 0 0 0 0 0 0 0 -1700001G17Rik 1 0 0 0 0 0 0 1 -1700001J11Rik 0 0 0 0 0 0 0 0 -1700001K23Rik 0 0 0 0 0 0 0 0 -1700001L05Rik 6 0 0 0 0 6 4 0 -1700001O22Rik 0 0 0 0 0 0 0 0 -1700003C15Rik 0 0 0 0 0 0 0 0 -1700003D09Rik 1 0 0 0 0 1 0 0 -1700003F17Rik 1 2 1 4 0 2 0 6 -1700003G13Rik 0 0 0 0 0 0 0 0 -1700003G18Rik 2 0 0 1 0 0 0 0 -1700003H04Rik 0 0 0 0 0 0 0 0 -1700003L19Rik 0 5 4 12 0 0 0 2 -1700003M07Rik 0 0 0 0 0 0 0 0 -1700003P14Rik 0 0 0 0 0 0 0 0 -1700006F04Rik 0 0 0 0 0 0 0 0 -1700006H21Rik 0 0 0 0 0 0 0 0 -1700007F19Rik 0 0 0 0 0 0 0 0 -1700007J10Rik 0 0 0 2 1 3 0 1 -1700007L15Rik 0 0 0 0 0 0 1 0 -1700007P06Rik 0 0 0 0 0 0 0 0 -1700008J07Rik 4 0 0 0 1 0 3 1 -1700008K24Rik 0 0 0 0 0 0 0 0 -1700009C05Rik 0 0 0 1 0 0 0 0 -1700009J07Rik 0 0 0 0 0 0 0 0 -1700010I02Rik 0 0 0 0 0 0 0 0 -1700010J16Rik 0 0 0 0 0 0 0 0 -1700010K23Rik 0 0 0 0 0 0 0 0 -1700011B04Rik 0 0 0 0 0 0 0 0 -1700011J10Rik 1 2 0 2 9 0 7 1 -1700011M02Rik 0 0 0 0 0 0 0 0 -1700012B15Rik 7 0 0 0 2 8 1 1 -1700012D01Rik 1 1 1 0 1 2 1 0 -1700012D14Rik 5 0 0 5 2 2 0 1 -1700012I11Rik 0 2 0 0 0 0 0 0 -1700013G23Rik 0 0 0 0 0 0 0 0 -1700016G22Rik 0 0 0 0 0 0 0 0 -1700016L04Rik 0 0 0 0 0 0 0 0 -1700016L21Rik 0 0 0 0 0 0 0 0 -1700016P04Rik 0 0 0 0 0 0 0 0 -1700017G19Rik 0 0 0 0 0 0 0 0 -1700017J07Rik 0 0 0 0 0 0 0 0 -1700018A04Rik 0 0 0 0 2 1 0 0 -1700018B24Rik 0 0 0 0 0 0 0 0 -1700018G05Rik 0 0 0 0 0 0 0 0 -1700018L02Rik 8 1 0 0 4 6 0 1 -1700019B21Rik 0 0 0 0 0 0 0 0 -1700019E08Rik 0 0 0 0 0 0 0 0 -1700019G24Rik 0 0 0 0 0 0 0 0 -1700020G17Rik 0 1 1 1 0 0 0 0 -1700020I14Rik 6 4 0 6 0 12 2 2 -1700020M21Rik 0 0 0 0 0 0 0 0 -1700020N01Rik 0 0 0 0 0 0 0 0 -1700020N18Rik 0 0 0 0 0 0 0 0 -1700021N21Rik 0 0 0 0 0 0 0 0 -1700022A21Rik 0 0 0 0 0 0 0 0 -1700022A22Rik 0 0 0 0 0 0 0 0 -1700022E09Rik 0 0 0 0 0 0 0 0 -1700022H16Rik 0 0 0 0 0 0 0 0 -1700023C21Rik 0 0 0 0 0 0 0 0 -1700023F02Rik 0 0 0 0 0 0 0 0 -1700023L04Rik 0 0 0 0 0 0 0 0 -1700024B18Rik 0 0 0 0 0 0 0 0 -1700024F13Rik 0 0 0 0 0 0 0 0 -1700024P03Rik 0 0 0 0 0 0 1 0 -1700025B11Rik 0 0 0 0 0 0 0 0 -1700025C18Rik 0 0 0 0 0 0 0 0 -1700025F24Rik 0 0 0 0 0 0 0 0 -1700025K24Rik 0 0 0 0 0 0 0 0 -1700025M24Rik 0 0 0 0 0 0 0 0 -1700025N23Rik 0 0 0 0 0 0 0 0 -1700026D11Rik 0 0 0 0 0 0 0 1 -1700026F02Rik 0 0 0 0 0 0 0 0 -1700027A15Rik 0 0 0 0 0 0 0 0 -1700027F09Rik 0 0 0 0 0 0 0 0 -1700027H10Rik 0 0 0 0 0 0 0 0 -1700027I24Rik 0 0 0 0 0 0 0 0 -1700027J07Rik 1 0 1 0 0 0 0 0 -1700028B04Rik 0 0 0 0 0 0 0 0 -1700028D13Rik 0 0 0 0 0 0 0 0 -1700028E10Rik 3 0 0 2 3 1 2 0 -1700028I16Rik 0 0 0 0 0 0 0 0 -1700028J19Rik 0 0 0 0 0 0 0 0 -1700028M03Rik 0 0 0 0 0 0 0 0 -1700028P15Rik 0 0 0 0 0 0 0 0 -1700029B22Rik 0 0 0 0 0 0 0 0 -1700029J03Rik 0 0 0 0 0 0 0 0 -1700029M20Rik 0 0 0 0 0 0 0 0 -1700029N11Rik 0 0 0 0 0 0 0 0 -1700030A11Rik 0 0 0 0 0 0 0 0 -1700030C10Rik 0 0 0 0 0 0 0 0 -1700030F04Rik 0 0 0 0 0 0 0 0 -1700030L20Rik 0 0 0 0 0 0 0 0 -1700030M09Rik 0 0 0 0 0 0 0 0 -1700030N03Rik 0 0 0 0 0 0 0 0 -1700030O20Rik 0 0 0 0 0 0 0 0 -1700031A10Rik 0 0 0 0 0 0 0 0 -1700031M16Rik 0 0 0 0 0 0 0 0 -1700031P21Rik 0 0 0 0 0 0 0 0 -1700034G24Rik 0 0 0 0 0 0 0 0 -1700034H15Rik 1 0 2 0 3 1 0 0 -1700034I23Rik 0 0 0 0 0 0 0 0 -1700034K08Rik 0 0 0 0 0 0 0 0 -1700034P13Rik 1 0 0 0 0 2 1 0 -1700036G14Rik 0 0 0 0 0 0 0 0 -1700039E22Rik 0 0 0 0 0 0 0 0 -1700040N02Rik 0 0 0 0 0 0 0 1 -1700041C23Rik 0 0 0 0 0 0 0 0 -1700041M19Rik 0 0 0 0 0 0 0 0 -1700042G15Rik 0 0 0 0 0 0 0 0 -1700042O10Rik 4 0 0 0 1 1 0 0 -1700044C05Rik 0 0 0 0 0 0 0 0 -1700044K03Rik 0 0 0 0 0 0 0 0 -1700045H11Rik 4 0 1 0 2 3 5 0 -1700046C09Rik 0 0 0 0 0 0 0 0 -1700047E10Rik 0 0 0 0 0 0 0 0 -1700047G03Rik 0 0 0 0 0 0 0 0 -1700047L14Rik 0 0 0 0 0 0 0 0 -1700047M11Rik 0 0 0 0 0 0 0 0 -1700048M11Rik 0 1 0 0 0 0 0 0 -1700048O20Rik 0 0 0 0 0 0 0 0 -1700049E15Rik 0 0 0 0 0 0 0 0 -1700049E22Rik 0 0 0 0 0 0 0 0 -1700049L16Rik 0 0 0 0 0 0 0 0 -1700051A21Rik 0 0 0 0 0 0 0 0 -1700052I22Rik 0 0 0 0 0 0 0 0 -1700052K11Rik 1 2 0 2 0 2 1 1 -1700054A03Rik 0 0 0 1 0 0 0 1 -1700054K19Rik 0 0 0 0 0 0 0 0 -1700054M17Rik 0 0 0 0 0 0 0 0 -1700055C04Rik 0 0 0 0 0 0 0 0 -1700057H15Rik 0 0 0 0 0 0 0 0 -1700058G18Rik 0 0 0 0 0 0 0 0 -1700060C16Rik 0 0 1 0 0 2 0 0 -1700060C20Rik 0 0 0 0 0 0 0 0 -1700061F12Rik 0 0 0 0 0 0 0 0 -1700061I17Rik 1 0 0 3 0 0 0 1 -1700063A18Rik 0 0 0 0 0 0 0 0 -1700063D05Rik 0 0 0 0 0 0 0 0 -1700063O14Rik 0 0 0 0 0 0 0 0 -1700064J06Rik 0 0 0 0 0 0 0 0 -1700064M15Rik 0 0 0 0 0 0 0 0 -1700065D16Rik 0 0 0 0 0 0 0 0 -1700065I16Rik 0 0 0 0 0 0 0 0 -1700065J11Rik 0 0 0 0 0 0 0 0 -1700065J18Rik 0 0 0 0 0 0 0 0 -1700065O20Rik 0 0 1 0 0 0 0 0 -1700066B17Rik 0 0 0 0 0 0 0 0 -1700066J24Rik 0 0 0 0 0 0 0 0 -1700066N21Rik 0 0 1 0 0 0 0 0 -1700066O22Rik 0 0 0 0 0 0 0 0 -1700067G17Rik 1 0 0 0 0 0 0 0 -1700069L16Rik 0 0 1 0 0 0 0 0 -1700069P05Rik 0 0 0 0 0 0 0 0 -1700071M16Rik 0 0 0 0 0 0 0 0 -1700072B07Rik 0 0 0 0 0 0 0 0 -1700072O05Rik 0 0 0 0 0 0 0 0 -1700073E17Rik 0 0 0 0 0 0 0 0 -1700074H08Rik 0 0 0 0 0 0 0 0 -1700080N15Rik 0 0 0 0 0 0 0 0 -1700081H04Rik 0 0 0 0 0 0 0 0 -1700081H22Rik 0 0 0 0 0 0 0 0 -1700084E18Rik 0 1 0 0 0 0 0 0 -1700084F23Rik 0 0 0 0 0 0 0 0 -1700084J12Rik 0 0 0 0 0 0 0 0 -1700085B03Rik 0 0 0 0 0 0 0 0 -1700085C21Rik 0 0 0 0 0 0 0 0 -1700086L19Rik 0 0 0 0 0 0 0 0 -1700086O06Rik 8 1 3 7 2 1 4 0 -1700091E21Rik 0 0 0 0 0 0 1 2 -1700091H14Rik 0 0 0 0 0 0 0 0 -1700092C02Rik 0 0 0 0 0 0 0 0 -1700092C10Rik 1 0 0 0 0 0 0 0 -1700092E19Rik 0 0 0 0 0 0 0 0 -1700092K14Rik 0 0 0 0 0 0 0 0 -1700094J05Rik 0 0 0 0 0 1 0 0 -1700094M24Rik 0 0 0 0 0 0 0 0 -1700095A21Rik 0 0 0 0 0 0 0 0 -1700095B10Rik 0 0 0 0 0 0 2 0 -1700095B22Rik 0 1 0 0 0 0 0 0 -1700096J18Rik 0 0 0 0 0 0 0 0 -1700096K18Rik 2 0 0 0 0 0 0 0 -1700097N02Rik 0 0 0 0 0 0 0 0 -1700100L14Rik 0 0 0 0 0 0 0 0 -1700101I11Rik 0 0 0 0 1 2 0 0 -1700101O22Rik 0 0 0 0 0 0 0 0 -1700102H20Rik 0 0 0 4 0 0 0 0 -1700104A03Rik 0 0 0 0 0 0 0 0 -1700105P06Rik 0 1 0 0 0 0 0 0 -1700108F19Rik 0 0 0 0 0 0 0 0 -1700108J01Rik 0 0 0 0 0 0 0 0 -1700109F18Rik 0 0 0 0 0 0 0 0 -1700109G14Rik 0 0 0 0 0 0 0 0 -1700109G15Rik 0 0 0 0 0 0 0 0 -1700109I08Rik 0 0 0 0 0 0 0 0 -1700110C19Rik 0 0 0 0 0 0 0 0 -1700110I01Rik 0 0 0 0 0 0 0 0 -1700110K17Rik 0 0 0 0 0 0 0 0 -1700111N16Rik 0 0 0 0 0 0 0 0 -1700112H15Rik 0 0 0 0 0 0 0 0 -1700112J05Rik 0 0 0 0 0 0 0 0 -1700113A16Rik 2 1 0 1 1 2 3 1 -1700119H24Rik 0 0 0 0 0 2 0 0 -1700120C14Rik 2 0 0 0 0 0 0 0 -1700120E14Rik 2 1 0 0 0 0 0 0 -1700120G07Rik 0 0 0 0 0 0 0 0 -1700120K04Rik 0 1 0 0 0 0 0 0 -1700121L16Rik 0 0 0 0 0 0 0 0 -1700121N20Rik 0 0 0 0 0 0 0 0 -1700123L14Rik 0 0 0 0 0 0 0 0 -1700123M08Rik 0 6 3 3 0 1 0 1 -1700123O12Rik 0 0 0 1 0 0 0 0 -1700123O21Rik 0 0 0 0 0 0 0 0 -1700125G02Rik 0 0 0 0 0 0 0 0 -1700125G22Rik 0 0 0 0 1 0 0 0 -1700125H03Rik 0 0 0 1 0 0 2 0 -1700126H18Rik 0 0 0 0 1 0 0 2 -1700128A07Rik 0 0 0 0 0 0 0 0 -1700128F08Rik 0 0 0 0 0 0 0 0 -1810006J02Rik 0 0 0 0 0 0 0 0 -1810007C17Rik 0 0 0 0 0 0 0 0 -1810007D17Rik 0 0 1 0 0 0 0 0 -1810007I06Rik 0 0 0 0 0 0 0 0 -1810008I18Rik 8 0 0 0 0 16 1 0 -1810010D01Rik 0 1 0 0 0 0 0 0 -1810012K16Rik 0 0 1 1 0 0 1 0 -1810013A23Rik 0 0 0 0 0 0 0 0 -1810014B01Rik 1 0 0 0 1 4 0 0 -1810018F18Rik 0 0 0 0 0 0 0 0 -1810019D21Rik 42 0 0 0 36 30 9 0 -1810020O05Rik 0 0 0 0 0 0 0 0 -1810021B22Rik 0 0 0 0 0 2 0 0 -1810026B05Rik 8 0 0 0 1 5 1 0 -1810032O08Rik 228 30 39 93 168 111 102 30 -1810034E14Rik 11 9 2 15 10 4 8 5 -1810035I16Rik 0 0 0 0 0 0 0 0 -1810044D09Rik 1 0 0 0 0 1 0 0 -1810053B23Rik 0 0 0 0 0 0 0 0 -1810058I24Rik 10 0 2 2 2 28 6 0 -1810062O18Rik 1 1 0 0 2 3 0 0 -1810064F22Rik 8 0 0 0 2 4 0 0 -2010001M06Rik 0 0 0 0 0 0 0 0 -2010003O02Rik 3 0 0 3 2 6 3 0 -2010009K17Rik 7 2 1 0 0 8 3 0 -2010010A06Rik 0 0 0 0 0 0 0 0 -2010016I18Rik 0 0 0 0 0 0 0 0 -2010106C02Rik 0 0 0 0 0 0 0 0 -2010204K13Rik 0 0 0 0 0 0 0 0 -2010308F09Rik 0 1 2 2 0 0 1 1 -2010310C07Rik 5 1 0 0 1 1 1 0 -2010320M18Rik 1 0 0 3 2 1 1 2 -2210015D19Rik 0 1 0 0 0 4 0 0 -2210019I11Rik 0 0 0 0 0 0 0 0 -2210039B01Rik 0 0 0 0 0 0 0 0 -2210408F21Rik 6 6 18 18 42 66 54 24 -2210409D07Rik 0 0 1 0 0 0 0 0 -2210409E12Rik 0 0 0 0 0 0 0 0 -2210414B05Rik 0 0 0 0 0 0 0 0 -2210416O15Rik 0 0 0 1 1 0 0 0 -2210417A02Rik 0 0 0 0 0 2 0 0 -2210417K05Rik 0 0 0 0 0 0 0 0 -2210420H20Rik 0 0 0 0 0 0 0 0 -2310001H17Rik 13 0 0 0 9 14 15 3 -2310001K24Rik 0 0 0 1 1 1 0 1 -2310002D06Rik 0 0 0 0 0 0 0 0 -2310002F09Rik 0 0 0 0 0 0 0 0 -2310005A03Rik 0 0 0 0 0 0 0 0 -2310005E17Rik 0 0 0 0 0 0 0 0 -2310008N11Rik 0 0 0 0 0 0 0 0 -2310009A05Rik 1 0 0 0 0 0 0 0 -2310010J17Rik 5 2 0 3 0 0 0 0 -2310014F07Rik 0 0 2 1 0 0 0 0 -2310015A10Rik 5 0 0 0 0 2 1 0 -2310015B20Rik 0 0 0 0 0 0 0 0 -2310015D24Rik 0 0 0 0 0 1 0 0 -2310016D03Rik 0 0 1 1 0 0 0 0 -2310020H05Rik 0 0 0 0 0 0 0 0 -2310030A07Rik 0 0 0 0 0 0 0 0 -2310034G01Rik 0 0 0 0 0 0 0 0 -2310034O05Rik 0 0 0 0 0 0 0 0 -2310039L15Rik 1 0 0 0 0 0 0 0 -2310040G24Rik 4 0 0 2 0 0 2 0 -2310043L19Rik 0 0 0 0 0 0 0 0 -2310043O21Rik 2 0 1 0 0 0 0 0 -2310044G17Rik 6 0 2 0 3 7 2 1 -2310050B05Rik 0 1 0 4 0 0 2 3 -2310061J03Rik 2 0 0 0 1 0 0 0 -2310065F04Rik 0 0 0 0 0 0 0 0 -2310068J16Rik 0 0 0 0 0 0 0 0 -2310069B03Rik 0 0 0 0 0 0 0 0 -2310069G16Rik 0 0 0 0 0 0 0 0 -2310081J21Rik 0 0 0 0 0 0 0 0 -2410003L11Rik 0 0 0 0 0 0 0 0 -2410004I01Rik 0 0 0 0 0 0 0 0 -2410004N09Rik 22 0 0 2 0 26 0 0 -2410006H16Rik 656 221 199 482 413 264 454 238 -2410007B07Rik 0 0 0 0 0 0 0 0 -2410012E07Rik 0 0 0 0 0 0 0 0 -2410017I17Rik 1 0 0 0 0 0 0 0 -2410018L13Rik 0 0 0 0 0 0 0 0 -2410021H03Rik 0 0 0 0 0 0 0 0 -2410057H14Rik 0 0 0 0 0 0 0 0 -2410088K16Rik 0 0 0 0 0 0 0 0 -2410114N07Rik 0 0 0 0 0 0 0 0 -2410133F24Rik 1 0 1 0 0 0 0 0 -2410137F16Rik 1 0 0 2 0 1 1 0 -2500004C02Rik 0 0 0 0 0 0 0 0 -2510003D18Rik 0 0 0 0 0 0 0 0 -2600006L11Rik 0 0 0 0 0 0 2 0 -2610001J05Rik 0 1 1 1 1 2 0 1 -2610002J02Rik 1 0 0 2 1 1 0 1 -2610005L07Rik 0 0 0 0 0 0 0 0 -2610016A17Rik 0 0 0 0 0 0 0 0 -2610017I09Rik 0 0 0 0 0 0 0 0 -2610019E17Rik 248 45 22 86 196 98 155 42 -2610020C07Rik 7 2 0 0 0 9 1 0 -2610027K06Rik 1 0 2 1 0 6 1 0 -2610028E06Rik 0 0 0 0 0 0 0 0 -2610035D17Rik 1 0 1 0 0 1 0 1 -2610035F20Rik 1 0 0 0 0 2 0 0 -2610037D02Rik 0 1 0 0 0 0 0 1 -2610100L16Rik 0 0 0 0 0 0 0 0 -2610203C20Rik 30 132 92 190 18 6 23 119 -2610203C22Rik 6 1 1 0 0 7 0 0 -2610204G22Rik 2 0 0 0 0 0 0 0 -2610206C17Rik 1 0 0 0 0 1 1 0 -2610306M01Rik 2 0 0 0 0 0 0 0 -2610307P16Rik 0 0 2 0 0 0 2 2 -2610316D01Rik 0 0 0 0 0 0 0 0 -2610507I01Rik 0 0 0 0 0 0 0 0 -2700038G22Rik 90 108 100 322 58 68 58 68 -2700046A07Rik 0 0 0 0 0 0 0 0 -2700046G09Rik 0 0 1 0 0 0 0 0 -2700054A10Rik 0 0 0 0 0 0 0 0 -2700069I18Rik 1 0 0 0 0 2 2 0 -2700070H01Rik 0 0 0 0 0 0 0 0 -2700081L22Rik 0 0 0 0 0 0 0 0 -2700086A05Rik 0 0 0 0 0 0 0 0 -2700089E24Rik 27 1 1 0 0 36 2 3 -2700089I24Rik 0 0 1 0 0 0 0 0 -2700097O09Rik 0 0 0 0 0 2 0 0 -2700099C18Rik 0 0 0 0 0 0 0 0 -2810001G20Rik 2 0 0 2 0 0 0 0 -2810002D19Rik 0 0 0 0 0 0 0 0 -2810008D09Rik 58 9 4 13 4 31 7 11 -2810011L19Rik 0 0 0 0 0 0 0 0 -2810013P06Rik 4 0 0 2 4 2 1 0 -2810025M15Rik 0 1 0 0 0 0 0 0 -2810029C07Rik 0 1 0 0 0 0 0 0 -2810032G03Rik 0 0 0 0 0 0 0 0 -2810047C21Rik1 0 0 0 0 0 0 0 0 -2810049E08Rik 0 0 0 0 0 0 0 0 -2810055G20Rik 4 3 3 3 0 2 2 2 -2810403D21Rik 0 0 0 0 0 0 0 0 -2810404M03Rik 0 0 0 0 0 0 0 0 -2810405F15Rik 0 0 0 0 0 0 0 0 -2810408I11Rik 0 0 0 0 0 1 1 0 -2810410L24Rik 0 2 0 0 0 0 1 0 -2810429I04Rik 0 0 0 0 0 0 0 0 -2810433D01Rik 0 0 0 0 0 0 0 0 -2810442I21Rik 0 0 0 0 0 1 0 0 -2810442N19Rik 0 1 0 0 0 0 0 0 -2810454H06Rik 1 2 2 5 0 1 6 1 -2810468N07Rik 0 0 0 0 0 0 0 0 -2810471M01Rik 0 0 0 0 0 0 0 0 -2900002K06Rik 1 0 0 0 0 1 0 0 -2900005J15Rik 1 0 1 0 0 0 0 0 -2900008C10Rik 0 1 2 2 2 0 1 0 -2900009J06Rik 7 0 0 0 0 3 0 0 -2900041M22Rik 0 0 0 0 0 0 0 0 -2900052N01Rik 0 0 0 0 0 0 0 0 -2900055J20Rik 0 0 0 1 0 0 0 0 -2900056M20Rik 0 2 2 4 0 0 2 0 -2900057B20Rik 0 0 0 0 0 1 0 0 -2900060B14Rik 27 18 14 57 21 6 11 31 -2900076A07Rik 301 116 77 417 183 246 226 97 -2900079G21Rik 0 0 0 0 0 0 0 0 -2900092D14Rik 0 0 0 0 0 0 0 0 -2900093L17Rik 0 0 0 0 0 0 0 0 -2900097C17Rik 0 0 0 0 0 0 0 0 -3000002C10Rik 0 0 0 0 0 0 0 0 -3010001F23Rik 0 0 0 2 0 0 0 0 -3010033K07Rik 0 0 0 0 0 0 0 0 -3100003L05Rik 0 0 0 0 0 0 0 0 -3110009F21Rik 0 0 0 0 0 0 0 0 -3110015C05Rik 0 0 0 0 0 0 0 0 -3110021A11Rik 0 0 0 1 0 0 1 0 -3110039I08Rik 0 0 2 0 0 0 0 3 -3110039M20Rik 0 0 0 0 0 0 0 0 -3110045C21Rik 10 0 0 3 3 2 2 1 -3110056K07Rik 1 0 1 2 1 4 0 0 -3110070M22Rik 0 0 0 0 1 0 0 0 -3110099E03Rik 0 0 0 0 0 0 0 0 -3200001D21Rik 0 0 0 0 0 0 0 0 -3300005D01Rik 0 0 0 0 0 0 0 0 -3632454L22Rik 0 0 0 0 0 0 0 0 -3830408C21Rik 0 0 0 1 0 0 0 0 -3930402G23Rik 0 0 0 0 0 0 0 0 -4632415L05Rik 0 0 0 0 0 0 0 0 -4632427E13Rik 2 0 0 0 0 1 0 0 -4632428C04Rik 0 0 0 1 0 0 0 0 -4732416N19Rik 1 0 3 3 1 2 1 0 -4732471J01Rik 25 4 0 3 10 14 18 4 -4732490B19Rik 0 0 0 0 0 0 0 0 -4732491K20Rik 0 0 0 0 0 0 0 0 -4831440E17Rik 0 0 0 0 0 3 0 0 -4833411C07Rik 2 0 0 0 0 1 0 0 -4833412C05Rik 0 0 0 0 0 0 0 0 -4833417C18Rik 2 0 0 1 1 1 4 0 -4833418N02Rik 34 9 3 14 28 51 25 6 -4833419F23Rik 0 2 0 1 0 0 0 0 -4833422C13Rik 9 2 1 1 6 15 0 0 -4833427F10Rik 0 0 0 0 0 0 0 0 -4833428L15Rik 0 0 0 0 0 0 1 0 -4921504A21Rik 0 0 0 0 0 0 0 0 -4921507L20Rik 1 0 0 0 0 0 0 0 -4921508A21Rik 0 0 0 0 0 0 0 0 -4921508D12Rik 0 0 0 0 0 0 0 0 -4921509O07Rik 0 0 1 0 0 0 0 0 -4921511C10Rik 0 0 1 1 0 3 2 0 -4921511C20Rik 0 0 0 0 0 0 0 0 -4921511I17Rik 0 0 1 0 0 0 0 0 -4921513I03Rik 0 0 2 0 2 0 0 2 -4921515E04Rik 1 0 1 0 0 0 0 0 -4921524J17Rik 0 0 0 0 0 2 0 0 -4921525B02Rik 0 0 0 0 0 0 0 0 -4921525O09Rik 0 0 0 0 0 0 0 0 -4921530L18Rik 0 1 1 1 0 0 0 0 -4921531C22Rik 0 0 1 1 2 0 1 0 -4921531P14Rik 0 0 0 0 0 0 0 0 -4921533I20Rik 0 0 0 0 0 0 0 0 -4922502H24Rik 0 0 0 0 0 0 0 0 -4922502N22Rik 0 0 0 0 0 0 0 0 -4930401C15Rik 0 0 0 0 0 0 0 0 -4930401O10Rik 0 0 0 0 0 0 0 0 -4930401O12Rik 0 0 0 0 0 0 0 0 -4930402F11Rik 0 0 0 0 0 0 0 0 -4930404A05Rik 0 0 0 0 0 0 0 0 -4930404H11Rik 0 0 0 0 0 0 0 0 -4930404I05Rik 0 0 0 0 0 2 0 0 -4930405A10Rik 0 0 0 0 0 0 0 0 -4930405A21Rik 0 0 0 0 0 0 0 0 -4930405D11Rik 0 0 0 0 0 0 0 0 -4930405J17Rik 0 0 0 0 0 0 0 0 -4930405P13Rik 3 0 0 0 0 7 0 0 -4930406D18Rik 0 0 0 0 0 0 0 0 -4930412B13Rik 0 1 0 0 0 0 0 0 -4930412C18Rik 0 1 1 0 0 0 0 2 -4930412O13Rik 0 0 0 0 0 0 0 0 -4930413E15Rik 0 0 0 0 0 0 0 0 -4930413F20Rik 0 0 0 0 0 0 0 0 -4930413G21Rik 2 1 0 1 6 2 0 0 -4930413M19Rik 0 0 0 0 0 0 0 0 -4930414L22Rik 1 1 0 1 0 3 1 1 -4930414N06Rik 3 0 0 0 0 1 0 0 -4930417O13Rik 3 2 0 0 0 5 2 0 -4930417O22Rik 0 0 0 0 0 0 0 0 -4930419G24Rik 0 1 0 0 0 0 0 0 -4930423M02Rik 0 0 0 0 0 0 0 0 -4930425K10Rik 0 0 0 0 0 0 0 0 -4930425O10Rik 0 0 0 0 0 0 0 0 -4930426L09Rik 2 0 0 1 1 0 0 0 -4930428E07Rik 0 0 0 0 0 0 0 0 -4930428G15Rik 0 0 0 0 0 0 0 0 -4930428O21Rik 0 0 0 0 0 0 0 0 -4930429B21Rik 0 0 0 0 0 0 0 1 -4930429D17Rik 0 0 0 0 0 0 0 0 -4930429F11Rik 0 0 0 0 0 0 0 0 -4930429F24Rik 0 1 1 0 2 3 0 1 -4930430F21Rik 0 0 0 0 0 0 0 0 -4930430J02Rik 0 0 0 0 0 0 0 0 -4930431F12Rik 0 0 0 0 0 0 0 0 -4930431P03Rik 0 0 0 0 0 0 0 0 -4930432J09Rik 0 0 0 0 0 0 0 0 -4930433B08Rik 0 1 0 0 0 0 0 0 -4930433N12Rik 0 0 0 0 0 0 0 0 -4930434J06Rik 0 0 0 0 0 0 0 0 -4930438E09Rik 0 0 0 0 0 0 0 1 -4930440C22Rik 0 0 0 0 0 0 0 0 -4930441J16Rik 0 0 0 0 0 0 0 0 -4930441O14Rik 0 0 0 0 0 0 1 0 -4930442J19Rik 0 0 0 0 0 0 0 0 -4930442L01Rik 0 0 0 0 0 1 1 0 -4930443O20Rik 0 0 0 0 0 0 0 0 -4930444F02Rik 0 0 0 0 0 0 0 0 -4930444M15Rik 0 0 0 0 0 0 0 0 -4930447J18Rik 0 0 0 0 0 0 0 0 -4930447K03Rik 0 0 0 0 0 0 0 0 -4930447N08Rik 0 0 0 0 0 0 0 0 -4930448C13Rik 0 0 0 0 0 0 0 0 -4930448F12Rik 0 0 0 0 0 0 0 0 -4930448H16Rik 0 0 0 0 0 0 0 0 -4930448I06Rik 0 0 0 0 0 0 0 0 -4930448I18Rik 0 0 0 0 0 0 0 0 -4930448K20Rik 0 0 0 0 0 0 0 0 -4930449E01Rik 0 0 0 0 0 0 0 0 -4930449E18Rik 0 1 0 0 0 0 0 0 -4930451G09Rik 1 0 0 0 2 0 1 0 -4930452A19Rik 2 0 1 1 0 0 0 0 -4930452G13Rik 0 0 0 0 0 0 0 0 -4930452N14Rik 0 0 0 0 0 0 0 0 -4930453L07Rik 0 0 0 0 0 0 0 0 -4930455B14Rik 0 0 0 0 0 0 0 0 -4930455C13Rik 1 0 0 0 0 0 0 0 -4930455D15Rik 0 1 0 1 0 0 0 0 -4930455F16Rik 0 0 0 0 0 0 0 0 -4930455H04Rik 3 0 1 0 1 4 0 0 -4930455J16Rik 0 0 0 0 0 0 0 0 -4930456L15Rik 0 0 0 0 0 0 0 0 -4930459L07Rik 0 0 0 0 0 0 0 0 -4930461G14Rik 0 0 0 0 0 0 0 0 -4930465K10Rik 0 0 0 0 0 0 0 0 -4930465M20Rik 0 0 0 0 0 0 0 0 -4930467D21Rik 2 0 1 0 0 1 0 0 -4930467K11Rik 0 0 0 0 0 0 0 0 -4930470H14Rik 0 0 0 0 0 0 0 0 -4930470P17Rik 0 0 0 0 0 0 0 0 -4930471C04Rik 0 0 0 0 0 0 0 0 -4930471G03Rik 0 0 0 0 0 0 0 0 -4930471I20Rik 3 0 0 1 0 8 0 1 -4930471M09Rik 2 0 0 0 0 0 0 0 -4930473A02Rik 2 0 0 2 0 1 0 0 -4930473O22Rik 0 0 0 0 0 0 0 0 -4930474G06Rik 0 1 1 1 0 1 0 0 -4930474H20Rik 0 0 0 0 0 0 0 0 -4930474M22Rik 0 0 0 0 0 0 0 0 -4930474N09Rik 0 0 0 0 0 0 0 0 -4930478L05Rik 0 0 0 0 0 0 0 0 -4930478P22Rik 0 0 0 0 0 0 0 0 -4930479D17Rik 0 0 0 0 0 0 0 0 -4930479M11Rik 0 0 0 0 0 0 0 0 -4930480G23Rik 0 0 0 0 0 0 0 0 -4930480K15Rik 0 0 0 0 0 0 0 0 -4930480M12Rik 0 1 0 0 0 0 0 0 -4930481A15Rik 6 2 0 0 0 4 0 0 -4930483J18Rik 0 0 0 0 0 0 0 0 -4930483K19Rik 8 0 0 0 3 11 1 1 -4930483O08Rik 0 0 0 0 0 0 0 0 -4930486F22Rik 0 0 0 0 0 0 0 0 -4930486I03Rik 1 0 0 0 0 0 0 0 -4930487D11Rik 0 0 0 0 0 0 0 0 -4930487H11Rik 0 0 0 0 0 0 0 0 -4930488B22Rik 0 0 0 0 0 0 0 0 -4930488L21Rik 0 0 0 0 0 0 0 0 -4930500F04Rik 0 0 0 0 0 0 0 0 -4930500J02Rik 0 0 0 0 0 0 0 0 -4930500L23Rik 0 0 0 0 0 0 0 0 -4930502A04Rik 0 0 0 0 0 0 0 0 -4930502E09Rik 0 0 0 0 1 0 3 0 -4930503E24Rik 0 0 0 0 0 0 0 0 -4930503H13Rik 0 0 0 0 0 0 0 0 -4930503O07Rik 0 0 0 0 0 0 0 0 -4930505G20Rik 0 0 0 0 0 0 0 0 -4930506C21Rik 1 1 0 1 1 2 3 0 -4930507D05Rik 0 0 0 0 0 0 0 1 -4930509E16Rik 4 0 0 1 5 0 0 1 -4930509J09Rik 0 0 0 1 0 0 0 0 -4930509K18Rik 0 0 0 0 0 0 0 0 -4930511A02Rik 0 0 0 0 0 0 0 0 -4930511E03Rik 0 0 0 0 0 0 0 0 -4930511M06Rik 0 0 0 0 0 0 0 0 -4930512B01Rik 4 0 0 1 1 3 0 0 -4930513D17Rik 0 0 0 0 0 0 0 0 -4930513N10Rik 0 0 0 1 0 1 0 1 -4930515B02Rik 0 0 0 0 0 0 0 0 -4930515G01Rik 3 0 0 1 0 2 1 0 -4930515G16Rik 0 0 0 0 0 0 0 0 -4930515L03Rik 0 1 0 0 0 0 0 0 -4930515L19Rik 0 0 0 0 0 0 0 0 -4930517E11Rik 0 0 0 0 0 0 0 0 -4930518P08Rik 0 0 0 0 0 0 0 0 -4930519D14Rik 0 0 0 0 0 0 0 0 -4930519F09Rik 0 0 4 0 0 0 0 1 -4930519F24Rik 0 0 0 0 0 0 0 0 -4930519H02Rik 0 0 0 0 0 0 0 0 -4930520O04Rik 0 0 0 2 0 0 0 0 -4930520P13Rik 0 0 0 0 0 0 0 0 -4930521E06Rik 0 0 0 0 0 0 0 0 -4930522O17Rik 0 0 0 0 0 0 0 0 -4930523C07Rik 1 1 0 0 1 2 1 1 -4930523O13Rik 0 0 0 0 0 0 0 0 -4930524C18Rik 0 0 0 0 0 0 0 0 -4930524L23Rik 0 0 0 0 0 0 0 1 -4930524O05Rik 0 0 0 0 0 0 0 0 -4930524O08Rik 0 0 0 0 0 0 0 0 -4930525D18Rik 0 0 0 0 0 0 0 0 -4930525G20Rik 0 0 0 0 0 0 0 0 -4930526I15Rik 1 0 0 4 0 0 2 1 -4930526L06Rik 2 0 1 0 0 0 0 1 -4930527F14Rik 0 0 0 0 1 0 1 2 -4930527G23Rik 0 0 0 0 0 0 0 0 -4930528A17Rik 0 2 0 0 0 0 0 0 -4930528D03Rik 0 0 0 0 0 0 0 0 -4930528P14Rik 0 0 0 0 0 0 0 0 -4930529C04Rik 0 0 0 0 0 0 0 0 -4930529F24Rik 0 0 0 0 0 0 0 0 -4930529K09Rik 0 0 0 0 0 1 0 0 -4930529L06Rik 0 0 0 0 0 0 0 0 -4930533B01Rik 1 0 0 0 0 0 0 0 -4930533P14Rik 0 0 0 0 0 0 0 0 -4930539C22Rik 0 0 0 0 0 0 0 0 -4930539J05Rik 2 1 0 0 0 0 0 0 -4930539M17Rik 0 0 0 0 0 0 0 0 -4930539N22Rik 0 0 0 0 0 0 0 0 -4930540M03Rik 0 0 0 0 0 0 0 0 -4930542C21Rik 0 0 0 0 0 0 0 0 -4930542D17Rik 0 0 0 0 0 0 0 0 -4930542H20Rik 0 0 0 0 0 0 0 0 -4930543E12Rik 0 0 0 0 0 0 0 0 -4930544M13Rik 0 0 1 0 1 0 0 0 -4930545E07Rik 0 0 0 0 0 0 0 0 -4930545H06Rik 0 0 0 0 0 0 0 0 -4930545L23Rik 1 0 0 0 2 3 0 0 -4930546C10Rik 0 0 0 1 0 0 1 0 -4930546K05Rik 1 0 0 0 2 2 0 0 -4930547E08Rik 0 0 0 0 1 0 0 0 -4930547E14Rik 0 0 0 1 0 0 2 1 -4930548G14Rik 0 0 0 0 0 0 0 0 -4930548J01Rik 0 0 0 0 0 0 0 0 -4930548K13Rik 0 0 0 0 0 0 0 0 -4930549G23Rik 3 0 0 0 0 4 0 0 -4930552N02Rik 0 0 1 0 0 0 0 0 -4930552P12Rik 1 0 0 0 0 0 2 0 -4930553E22Rik 0 0 0 0 0 0 0 0 -4930554C24Rik 0 0 0 0 0 0 0 0 -4930555B11Rik 18 4 7 4 3 10 6 9 -4930556C24Rik 0 0 0 0 0 0 0 0 -4930556G01Rik 0 0 0 0 0 0 0 0 -4930556J02Rik 0 0 0 0 0 0 0 0 -4930556M19Rik 11 2 0 0 3 7 0 0 -4930556N09Rik 0 0 0 0 0 0 0 1 -4930557J02Rik 0 0 1 0 0 0 0 0 -4930558C23Rik 0 0 0 0 0 0 0 0 -4930558G05Rik 0 0 0 0 0 0 0 0 -4930558J18Rik 0 0 0 0 0 0 0 0 -4930562F07Rik 2 0 2 0 0 6 0 0 -4930563E18Rik 0 0 0 0 0 0 0 0 -4930563F08Rik 0 0 0 0 0 0 0 0 -4930563M20Rik 0 1 0 0 0 0 0 0 -4930564G21Rik 0 0 0 0 0 0 0 0 -4930564K09Rik 4 0 0 0 0 3 0 0 -4930565D16Rik 0 0 0 0 0 0 0 0 -4930565N06Rik 2 1 1 1 0 2 0 1 -4930567H12Rik 0 0 0 0 0 0 0 0 -4930567J20Rik 0 0 0 0 0 0 0 0 -4930567K20Rik 0 0 0 0 0 0 0 0 -4930568E12Rik 0 0 0 0 0 0 0 0 -4930568G15Rik 1 1 0 0 0 3 0 0 -4930568K20Rik 0 0 0 0 0 0 0 0 -4930570G19Rik 0 0 0 3 0 0 0 0 -4930572K03Rik 0 0 0 0 0 0 0 0 -4930572O03Rik 0 0 0 0 0 0 0 0 -4930572O13Rik 0 0 0 0 0 0 0 0 -4930573O16Rik 3 0 0 0 0 1 1 1 -4930577N17Rik 3 0 0 1 1 0 2 0 -4930578E11Rik 0 0 0 0 0 0 0 0 -4930578M01Rik 0 1 1 0 0 0 0 1 -4930578N18Rik 0 0 0 0 0 0 0 0 -4930579G18Rik 0 0 0 1 0 0 0 0 -4930579K19Rik 0 0 0 0 0 0 0 0 -4930581F22Rik 10 0 0 1 3 13 6 0 -4930583K01Rik 1 1 0 0 1 0 1 2 -4930583P06Rik 0 0 0 0 0 0 0 0 -4930584F24Rik 0 0 0 0 0 0 0 0 -4930590L20Rik 0 0 0 2 0 0 0 0 -4930592A05Rik 2 0 0 0 0 4 0 0 -4930592I03Rik 0 0 0 1 0 0 0 0 -4930593A02Rik 1 0 0 0 0 1 0 0 -4930593C16Rik 0 0 0 0 0 0 0 0 -4930594C11Rik 1 0 0 1 0 0 0 0 -4930596M17Rik 0 0 0 0 0 0 0 0 -4930597G03Rik 0 0 0 0 0 0 0 0 -4930598F16Rik 0 0 0 0 0 0 0 0 -4930599N23Rik 5 0 1 0 0 14 0 2 -4931402G19Rik 0 1 0 0 0 1 0 0 -4931403E22Rik 6 0 0 0 0 10 0 0 -4931403G20Rik 4 0 0 0 0 0 0 0 -4931406H21Rik 0 0 0 0 0 1 0 0 -4931408D14Rik 10 0 0 0 0 12 0 0 -4931409K22Rik 0 0 0 0 0 0 0 0 -4931419H13Rik 0 0 0 0 0 0 0 0 -4931420L22Rik 0 0 0 0 0 0 0 0 -4931428L18Rik 0 0 0 0 0 0 0 0 -4931429P17Rik 0 1 0 0 0 0 0 0 -4931430N09Rik 0 0 0 1 0 0 0 0 -4931431B13Rik 0 0 0 0 0 0 0 0 -4931431C16Rik 1 1 0 3 1 0 1 1 -4931440J10Rik 2 1 1 2 4 2 1 2 -4931440L10Rik 0 0 0 0 0 0 0 0 -4931440P22Rik 4 1 0 0 1 2 4 0 -4932412D23Rik 0 0 0 2 0 0 0 2 -4932413F04Rik 0 0 0 0 0 0 0 0 -4932414J04Rik 0 0 0 0 0 0 0 0 -4932415G12Rik 0 0 0 1 0 2 0 0 -4932415M13Rik 0 0 0 0 0 0 0 0 -4932416H05Rik 0 1 0 0 0 0 0 0 -4932435O22Rik 0 1 0 0 0 0 0 1 -4932441J04Rik 0 0 1 0 0 2 0 0 -4932702P03Rik 6 3 0 0 2 9 0 0 -4933400A11Rik 0 0 1 0 0 0 0 0 -4933400B14Rik 0 0 0 0 0 0 0 0 -4933400C23Rik 0 0 0 0 0 0 0 0 -4933400F21Rik 1 0 0 0 0 1 0 0 -4933400L20Rik 1 0 0 1 1 1 0 0 -4933401B06Rik 0 0 0 0 0 0 0 0 -4933401D09Rik 0 0 0 0 0 0 0 0 -4933401H06Rik 0 0 0 0 0 0 0 0 -4933401P06Rik 0 0 0 0 0 0 0 0 -4933402C06Rik 0 0 0 0 0 0 0 0 -4933402J10Rik 0 0 2 0 0 0 0 0 -4933402J15Rik 0 0 0 0 0 0 0 0 -4933404G15Rik 0 0 0 0 0 0 0 0 -4933404K08Rik 0 0 0 0 0 0 0 0 -4933404O12Rik 0 0 0 0 0 3 2 0 -4933405D12Rik 8 0 0 0 4 13 0 1 -4933405E24Rik 1 0 0 0 0 1 0 0 -4933406C10Rik 0 0 0 0 0 1 0 0 -4933406D12Rik 0 0 0 0 0 0 0 0 -4933406F09Rik 0 0 0 0 0 0 0 0 -4933406G16Rik 0 0 0 0 0 0 0 0 -4933406I18Rik 1 0 0 0 0 6 4 0 -4933406J10Rik 2 0 0 0 0 0 0 0 -4933406K04Rik 0 0 0 0 0 0 0 0 -4933407E24Rik 0 0 0 0 0 0 0 0 -4933407G14Rik 0 0 1 0 0 0 0 0 -4933407I05Rik 0 0 0 0 0 0 0 0 -4933407K13Rik 1 0 0 0 0 0 0 0 -4933407L21Rik 0 0 0 0 0 0 0 0 -4933408J17Rik 0 0 0 0 0 0 0 0 -4933408N05Rik 0 0 0 0 0 0 0 0 -4933409K07Rik 0 0 0 0 0 0 0 0 -4933411E08Rik 0 0 0 0 0 0 0 0 -4933411G06Rik 0 0 0 0 0 0 0 0 -4933412E12Rik 0 0 0 0 0 0 0 0 -4933412O06Rik 0 0 0 0 0 0 0 0 -4933413J09Rik 0 1 0 0 0 0 0 1 -4933413L06Rik 0 0 0 0 0 0 0 0 -4933416E03Rik 0 0 0 0 0 0 0 0 -4933416M06Rik 0 0 1 0 0 0 0 0 -4933416M07Rik 0 0 0 0 0 0 0 0 -4933417D19Rik 1 0 0 0 3 0 1 0 -4933417E11Rik 0 1 0 0 0 0 0 0 -4933417G07Rik 0 0 0 0 0 0 0 0 -4933417O13Rik 0 0 0 0 0 0 0 0 -4933421O10Rik 1 0 0 0 2 0 1 0 -4933422A05Rik 0 0 0 0 0 0 0 0 -4933424G05Rik 1 0 0 0 0 1 0 0 -4933424G06Rik 0 0 1 0 0 0 0 0 -4933425B07Rik 4 0 0 0 1 3 0 0 -4933425H06Rik 0 0 1 0 0 0 0 0 -4933426D04Rik 0 0 0 0 0 0 0 0 -4933427E11Rik 0 0 0 0 0 0 0 0 -4933427E13Rik 0 0 0 0 0 0 0 0 -4933427I22Rik 0 0 1 0 0 0 0 0 -4933428C19Rik 0 0 0 0 0 0 0 0 -4933429K18Rik 0 0 0 0 0 0 0 0 -4933429O19Rik 0 0 0 0 0 0 0 0 -4933430H16Rik 0 0 0 0 0 0 0 0 -4933430M04Rik 0 0 0 0 0 0 0 0 -4933430N04Rik 0 0 0 0 0 0 0 0 -4933431E20Rik 0 1 0 0 0 0 0 0 -4933431G14Rik 0 0 0 0 0 0 0 0 -4933432G23Rik 0 0 0 0 0 0 0 0 -4933432I03Rik 0 0 0 0 0 0 0 0 -4933432I09Rik 0 0 0 0 0 0 0 0 -4933432K03Rik 0 0 0 0 0 0 0 0 -4933433F19Rik 0 0 0 0 0 0 0 0 -4933433G15Rik 0 0 1 2 0 0 1 0 -4933433G19Rik 0 0 0 0 0 3 0 0 -4933433H22Rik 0 0 0 0 0 0 0 0 -4933436C20Rik 0 0 0 1 0 0 0 0 -4933436E23Rik 0 0 0 0 0 0 0 0 -4933436H12Rik 0 0 1 0 0 0 0 0 -4933438B17Rik 0 0 0 0 0 0 0 0 -4933438K21Rik 0 0 0 0 0 0 0 0 -4933439C10Rik 0 0 0 1 0 0 0 1 -4933439K11Rik 0 0 0 0 0 0 0 0 -4933440J02Rik 3 0 0 0 0 0 0 0 -4933440M02Rik 0 0 0 0 0 0 0 0 -5031425E22Rik 5 4 3 4 5 9 7 4 -5031425F14Rik 0 0 0 0 0 0 0 1 -5031426D15Rik 0 0 0 0 0 0 0 0 -5031434C07Rik 0 0 0 0 0 0 0 0 -5031434O11Rik 0 1 0 1 0 0 0 0 -5033403H07Rik 11 0 0 0 6 5 1 0 -5033404E19Rik 0 0 0 0 0 0 0 0 -5033406O09Rik 0 0 0 0 0 0 1 0 -5330411J11Rik 0 0 0 0 0 0 0 1 -5330413P13Rik 0 0 0 0 0 0 0 0 -5330426P16Rik 0 0 1 0 0 0 0 1 -5330434G04Rik 0 0 0 1 0 0 0 0 -5330439B14Rik 0 0 0 0 0 1 0 2 -5430402O13Rik 0 0 0 2 0 0 2 0 -5430403N17Rik 0 0 0 0 0 0 0 0 -5430405H02Rik 6 0 0 0 8 0 4 2 -5430416N02Rik 195 10 5 23 99 79 141 12 -5430416O09Rik 0 0 0 1 0 0 0 0 -5430417L22Rik 1 0 0 1 0 2 0 0 -5430421F17Rik 0 0 0 0 0 0 0 0 -5430427M07Rik 0 0 0 0 1 0 0 0 -5430428K19Rik 0 0 0 1 0 0 0 0 -5430434I15Rik 0 0 0 0 0 0 0 0 -5430437J10Rik 0 0 0 1 0 0 0 0 -5430440P10Rik 0 0 0 0 0 0 0 0 -5530401A14Rik 0 0 0 0 1 0 0 0 -5530601H04Rik 1 0 0 0 0 1 0 0 -5730403I07Rik 0 0 0 0 0 0 0 0 -5730405O15Rik 0 0 0 0 0 0 0 1 -5730408K05Rik 2 0 0 0 1 0 1 0 -5730412P04Rik 0 0 0 0 0 0 0 0 -5730416F02Rik 0 0 0 0 0 0 0 0 -5730420D15Rik 2 0 0 0 0 4 2 0 -5730422E09Rik 2 0 0 1 2 3 0 0 -5730435O14Rik 0 0 0 0 0 0 0 0 -5730457N03Rik 0 0 0 0 0 0 0 0 -5730460C07Rik 0 0 0 0 0 0 0 0 -5730480H06Rik 1 0 0 0 0 0 0 0 -5730488B01Rik 0 0 0 0 0 0 0 0 -5730522E02Rik 4 0 0 1 1 5 1 0 -5730577I03Rik 0 0 0 0 0 2 0 0 -5830403M04Rik 0 0 0 0 0 0 0 0 -5830416I19Rik 0 0 0 0 0 0 0 0 -5830416P10Rik 0 1 0 0 0 1 0 0 -5830417I10Rik 0 1 0 0 0 1 0 1 -5830418P13Rik 0 0 0 1 0 0 0 0 -5830428M24Rik 0 0 0 0 0 0 0 0 -5830432E09Rik 0 0 0 0 0 0 0 0 -5830444B04Rik 0 0 0 0 0 0 0 0 -5830454E08Rik 1 0 0 0 0 0 0 0 -5930403L14Rik 0 0 0 0 0 0 0 1 -5930412G12Rik 0 0 0 0 0 0 0 0 -5930430L01Rik 0 0 2 0 0 6 6 4 -5930438M14Rik 0 0 0 0 0 0 0 0 -6030407O03Rik 0 0 0 2 0 0 0 1 -6030408B16Rik 0 0 0 0 0 0 0 0 -6030440G07Rik 0 0 0 0 0 1 0 0 -6030443J06Rik 0 0 0 0 0 0 0 0 -6030466F02Rik 0 0 0 0 0 0 0 0 -6030469F06Rik 0 0 0 0 0 0 0 0 -6230400D17Rik 0 0 0 0 0 0 0 0 -6330407A03Rik 0 0 0 0 0 0 0 0 -6330410L21Rik 0 0 0 0 0 0 0 0 -6330415B21Rik 0 0 0 0 0 0 0 0 -6330418K02Rik 0 0 0 1 0 0 0 0 -6330549D23Rik 2 1 1 1 2 0 1 1 -6430411K18Rik 0 1 2 5 0 0 0 9 -6430562O15Rik 0 0 0 0 0 2 0 0 -6430584L05Rik 0 0 0 0 0 0 0 0 -6430706D22Rik 0 0 0 0 0 0 0 0 -6430710C18Rik 0 0 0 0 0 1 0 0 -6530402F18Rik 1 0 0 0 1 0 0 0 -6530411M01Rik 0 0 0 0 0 0 0 0 -6720401G13Rik 0 0 0 0 0 8 0 1 -6720468P15Rik 0 0 0 0 0 0 0 0 -6720483E21Rik 2 2 1 1 3 0 3 0 -6820431F20Rik 0 0 0 0 0 0 0 0 -7420700N18Rik 0 0 0 0 0 0 0 0 -7420701I03Rik 0 0 0 0 0 0 0 0 -7530420F21Rik 0 0 0 0 0 0 0 0 -7630403G23Rik 0 0 0 0 0 0 0 0 -8030423F21Rik 0 0 0 0 0 0 0 0 -8030442B05Rik 0 0 0 0 0 0 1 0 -8030443G20Rik 0 0 0 0 0 0 0 0 -8430403D17Rik 1 1 0 0 0 0 0 0 -8430422H06Rik 0 0 0 0 0 0 0 0 -8430423G03Rik 0 0 0 0 0 0 0 0 -8430426J06Rik 0 0 0 1 0 0 0 0 -8430429K09Rik 7 0 0 3 0 1 0 0 -8430431K14Rik 0 0 0 0 0 0 0 0 -8430436N08Rik 0 0 0 0 0 0 0 0 -8430437L04Rik 0 0 0 0 0 0 0 0 -9030204H09Rik 0 0 0 0 0 0 0 0 -9030404E10Rik 0 1 0 0 1 0 1 0 -9030612E09Rik 0 0 1 0 0 0 0 0 -9130015A21Rik 0 0 0 0 0 0 0 0 -9130015L21Rik 0 0 0 0 0 0 0 0 -9130019P16Rik 5 0 2 0 3 8 2 0 -9130024F11Rik 2 0 0 0 0 0 0 0 -9130206I24Rik 0 0 0 0 0 0 0 0 -9130209A04Rik 0 1 0 0 0 0 0 0 -9130221F21Rik 0 0 0 0 0 0 0 0 -9130221H12Rik 1 0 0 1 0 4 0 0 -9130227L01Rik 0 0 0 0 0 0 0 0 -9130230L23Rik 0 0 0 0 0 0 0 0 -9230009I02Rik 0 0 0 0 0 0 0 0 -9230102K24Rik 0 0 0 0 0 0 0 0 -9230102O04Rik 0 0 0 0 0 0 0 0 -9230105E05Rik 0 0 0 0 0 0 0 0 -9230112J17Rik 0 0 0 4 0 0 0 0 -9230114K14Rik 0 0 2 0 1 0 0 0 -9230115E21Rik 0 1 0 1 0 0 0 0 -9230116N13Rik 0 0 0 0 1 2 1 0 -9330020H09Rik 3 1 0 0 0 1 0 1 -9330102E08Rik 0 0 0 0 0 0 0 0 -9330111N05Rik 0 0 0 0 0 0 0 0 -9330117O12Rik 0 0 0 0 0 0 0 0 -9330133O14Rik 5 0 0 0 0 0 1 0 -9330151L19Rik 0 0 0 0 0 3 1 0 -9330158H04Rik 0 0 0 0 0 0 1 0 -9330159M07Rik 0 0 0 0 0 0 0 0 -9330162012Rik 6 0 0 0 1 2 0 1 -9330162B11Rik 0 0 0 0 0 0 0 0 -9330175E14Rik 0 1 0 0 1 0 0 0 -9330175M20Rik 1 2 2 2 0 0 1 1 -9330178D15Rik 0 1 3 0 0 1 0 0 -9330179D12Rik 0 6 6 7 3 3 6 9 -9330188P03Rik 0 0 0 0 0 0 0 0 -9430008C03Rik 8 2 0 0 1 10 3 2 -9430014N10Rik 0 0 0 0 0 0 0 0 -9430018G01Rik 2 0 0 0 0 0 0 0 -9430019J16Rik 0 0 0 0 0 0 0 0 -9430021M05Rik 0 0 0 0 0 0 0 0 -9430037G07Rik 0 0 0 0 0 0 0 0 -9430041J12Rik 0 0 0 0 0 0 0 0 -9430060I03Rik 4 3 0 0 1 1 1 0 -9430076C15Rik 0 0 1 1 0 0 0 0 -9430076G02Rik 0 0 0 0 0 0 0 0 -9430083A17Rik 3 0 0 0 0 3 1 0 -9430091E24Rik 10 2 2 2 0 16 6 4 -9530026F06Rik 0 1 0 0 0 0 0 0 -9530026P05Rik 0 3 4 4 1 4 0 4 -9530027J09Rik 0 0 0 1 0 1 0 0 -9530036O11Rik 0 3 1 1 0 0 0 1 -9530048J24Rik 0 0 0 0 0 0 0 0 -9530051G07Rik 0 0 0 0 0 0 0 0 -9530052E02Rik 2 1 1 1 1 2 2 1 -9530059O14Rik 0 0 0 0 0 0 0 0 -9530080O11Rik 2 0 0 0 1 2 0 0 -9530082P21Rik 0 0 0 0 0 3 0 1 -9530091C08Rik 1 1 0 1 0 0 0 0 -9630001P10Rik 0 0 0 0 0 0 0 0 -9630013A20Rik 0 0 0 0 0 0 0 0 -9630028B13Rik 0 0 0 0 0 2 1 0 -9630028H03Rik 0 0 0 0 0 0 0 0 -9830132P13Rik 0 0 0 0 0 0 1 0 -9830166K06Rik 0 0 0 0 0 0 0 0 -9930014A18Rik 1 0 0 1 0 3 1 2 -A030009H04Rik 0 0 0 0 0 0 0 0 -A130049A11Rik 2 0 0 1 0 5 0 0 -A130077B15Rik 0 0 0 0 0 0 0 0 -A230001M10Rik 0 0 0 0 0 0 0 0 -A230009B12Rik 0 0 1 0 0 0 0 0 -A230020J21Rik 2 1 0 1 1 0 1 2 -A230028O05Rik 0 0 0 1 0 0 0 0 -A230056J06Rik 0 0 0 0 0 0 0 0 -A230056P14Rik 0 0 0 1 0 0 0 0 -A230057D06Rik 0 0 0 2 0 0 0 1 -A230070E04Rik 0 0 0 0 0 0 0 0 -A230072C01Rik 0 0 0 0 0 2 0 0 -A230072E10Rik 0 0 0 0 0 0 1 0 -A230073K19Rik 0 1 1 0 0 0 0 1 -A230077H06Rik 0 0 0 2 0 0 0 0 -A230108P19Rik 6 0 1 1 1 9 2 1 -A330009N23Rik 0 2 0 4 0 0 0 0 -A330023F24Rik 1086 659 583 1482 625 255 739 674 -A330032B11Rik 4 0 0 2 1 1 1 0 -A330033J07Rik 0 0 1 1 0 0 0 0 -A330035P11Rik 0 0 1 0 6 4 0 0 -A330040F15Rik 1 0 0 0 1 0 0 0 -A330041J22Rik 1 0 0 0 0 0 1 0 -A330048O09Rik 0 0 0 0 0 0 0 0 -A330049N07Rik 0 0 0 1 0 0 0 0 -A330050B17Rik 0 0 0 0 0 0 0 0 -A330069E16Rik 0 0 0 0 0 0 2 0 -A330076C08Rik 0 0 0 0 0 0 0 0 -A330076H08Rik 0 0 0 0 0 0 0 0 -A330093E20Rik 3 1 1 0 0 3 0 1 -A330102I10Rik 0 0 0 0 0 0 0 0 -A430035B10Rik 0 0 0 0 0 0 0 0 -A430071A18Rik 0 0 0 0 0 2 0 2 -A430088P11Rik 0 0 0 0 0 0 0 0 -A430090L17Rik 0 0 0 0 0 0 0 0 -A430092G05Rik 0 0 0 0 0 0 0 0 -A430093F15Rik 0 1 1 1 0 1 0 0 -A530006G24Rik 0 0 0 0 0 0 0 0 -A530013C23Rik 8 0 0 0 4 0 2 0 -A530046M15Rik 0 0 0 0 0 0 0 0 -A530050N04Rik 0 0 0 0 0 0 0 0 -A530053G22Rik 0 0 0 0 0 0 0 0 -A530058N18Rik 0 0 0 0 0 0 0 0 -A530065N20Rik 1 0 0 0 0 0 1 1 -A530072M11Rik 2 0 0 0 0 0 0 1 -A530088E08Rik 0 0 0 0 0 0 0 0 -A630010A05Rik 5 2 6 5 1 0 3 2 -A630012P03Rik 2 0 0 0 0 0 0 0 -A630019I02Rik 0 3 1 4 0 0 1 3 -A630020A06 0 0 0 0 1 0 0 0 -A630023P12Rik 0 0 0 0 0 0 0 0 -A630066F11Rik 1 0 0 0 1 1 2 0 -A630072M18Rik 5 1 0 2 6 2 3 1 -A630075F10Rik 0 0 0 0 0 0 0 0 -A630077J23Rik 0 0 0 0 0 0 0 0 -A630089N07Rik 0 0 0 1 0 0 0 0 -A730017C20Rik 0 0 0 0 0 0 0 0 -A730017L22Rik 7 1 0 0 3 10 0 0 -A730018C14Rik 0 0 0 0 0 0 0 0 -A730020E08Rik 0 0 0 0 0 0 0 0 -A730020M07Rik 1 0 0 0 0 3 0 0 -A730036I17Rik 0 0 0 0 1 0 0 0 -A730043L09Rik 0 0 0 0 0 0 0 0 -A730046J19Rik 0 0 0 0 0 0 0 0 -A730056A06Rik 0 0 4 2 0 0 0 0 -A730082K24Rik 0 0 0 0 0 0 0 0 -A730085A09Rik 0 0 0 0 0 0 0 0 -A730085K08Rik 0 0 0 0 0 0 0 0 -A730090H04Rik 0 0 0 0 0 0 0 0 -A730090N16Rik 0 0 0 0 0 0 0 0 -A730098P11Rik 0 0 0 0 0 0 0 0 -A830009L08Rik 0 0 0 1 0 0 0 1 -A830019L24Rik 0 0 0 0 0 0 0 0 -A830052D11Rik 1 0 0 0 0 2 0 0 -A830082K12Rik 0 1 1 0 0 0 0 0 -A830082N09Rik 0 0 0 0 0 0 1 0 -A930001A20Rik 0 0 0 0 0 0 0 0 -A930001C03Rik 2 0 0 0 0 0 0 0 -A930003A15Rik 0 0 0 0 0 0 0 0 -A930003O13Rik 0 0 0 0 0 0 0 0 -A930004D18Rik 0 1 0 0 1 0 0 0 -A930005H10Rik 3 0 0 2 3 0 6 0 -A930006I01Rik 1 2 4 2 1 4 0 0 -A930006K02Rik 0 0 0 0 0 0 0 0 -A930007I19Rik 0 0 0 0 0 0 0 0 -A930011G23Rik 2 2 1 0 1 1 2 3 -A930011O12Rik 0 0 0 0 0 0 0 0 -A930012L18Rik 0 1 0 0 0 0 0 0 -A930013F10Rik 0 0 0 0 0 0 0 0 -A930015D03Rik 7 5 2 2 1 3 2 0 -A930016O22Rik 0 0 0 8 0 2 4 6 -A930017M01Rik 0 0 0 0 0 0 0 0 -A930019D19Rik 1 0 0 0 0 0 0 0 -A930024E05Rik 0 0 0 0 0 0 0 0 -A930041C12Rik 0 0 0 0 0 0 0 0 -AA387883 0 0 0 0 0 0 0 0 -AA388235 0 0 0 0 0 0 0 0 -AA413626 0 0 0 0 0 0 0 0 -AA465934 9 1 0 2 0 0 0 3 -AA474331 1 0 0 0 0 0 0 0 -AA536875 0 0 0 0 0 0 0 0 -AA543186 0 0 0 0 0 0 0 0 -AA543401 0 0 0 0 0 0 0 0 -AA545190 0 0 0 0 0 0 0 0 -AA619741 0 0 0 0 0 0 0 0 -AF357355 0 0 1 0 0 0 0 0 -AF357359 10 9 1 23 4 2 0 6 -AF357399 18 4 3 4 12 26 17 5 -AF357425 1 2 1 1 1 1 2 2 -AF357426 3 0 0 3 1 0 0 0 -AI115009 0 0 0 0 0 0 0 0 -AI197445 0 0 0 0 0 0 0 0 -AI314278 0 0 0 0 0 0 0 0 -AI314831 0 0 0 0 0 1 0 0 -AI414108 0 0 0 0 0 0 0 0 -AI427809 0 2 0 0 0 0 0 0 -AI450353 8 1 0 1 0 0 0 2 -AI463170 0 0 0 0 0 0 0 0 -AI504432 0 0 1 0 0 0 0 0 -AI506816 4 0 0 0 2 4 2 0 -AI507597 0 0 0 0 0 2 0 0 -AI606473 0 0 0 0 0 0 0 0 -AI646519 0 0 0 0 0 0 0 0 -AI662270 0 0 0 0 0 0 0 0 -AI839979 0 0 0 0 0 0 0 0 -AI847159 0 0 0 0 0 0 0 0 -AI854517 0 0 0 0 0 0 0 0 -AI854703 0 0 0 0 0 0 0 0 -AU015791 0 0 0 0 0 0 0 0 -AU015836 0 0 0 0 0 0 0 0 -AU016765 0 0 0 0 0 0 0 0 -AU019990 0 0 0 0 0 0 0 2 -AU021063 0 0 0 0 0 0 0 0 -AU022754 0 0 0 0 0 0 0 0 -AU022793 0 0 0 0 0 0 0 0 -AU023762 0 0 0 0 0 0 0 0 -AU040972 0 0 0 0 0 1 0 0 -AV039307 4 0 0 0 0 14 0 0 -AV051173 1 0 0 0 0 0 0 0 -AW011738 0 0 0 0 3 2 1 0 -AW046200 0 0 0 1 0 0 0 0 -AW112010 9 1 0 1 0 21 2 0 -AW495222 36 0 0 0 0 63 1 1 -AW549542 0 0 0 0 0 0 0 0 -AY512915 0 0 0 0 0 0 0 0 -AY512931 1 0 0 0 1 0 1 0 -Aanat 1 0 0 0 0 0 0 0 -Abca16 0 0 0 0 0 0 0 0 -Abhd1 5 0 0 0 0 7 1 0 -Abhd10 1 1 1 0 0 1 1 1 -Abhd11 0 0 0 2 2 2 2 0 -Adam17 8 0 2 1 1 5 3 2 -Adam28 0 1 0 0 0 0 0 0 -Adamts10 0 0 0 2 4 4 0 0 -Adarb1 6 2 0 2 0 2 0 2 -Adck5 1 0 0 1 2 1 0 1 -Adh6-ps1 1 0 0 0 0 1 1 0 -Adhfe1 11 2 0 0 2 6 4 0 -Aes 41 1 1 5 1 59 3 2 -Afg3l1 7 0 2 3 0 10 4 1 -Ager 0 0 0 0 0 0 0 0 -Ahsg 586 0 1 0 18 879 40 0 -Aire 0 0 0 0 0 0 0 0 -Airn 0 4 18 12 0 20 0 12 -Alg11 7 0 0 0 0 3 1 1 -Alg13 1 0 0 0 0 2 0 0 -Alg9 2 1 1 0 0 6 0 0 -Alms1-ps2 0 0 0 0 0 0 0 0 -Angel2 10 0 0 0 2 14 0 2 -Ank1 1580 5230 5544 7926 1242 4010 3128 5116 -Ankrd10 8 0 0 0 3 2 2 3 -Ankrd11 25 5 1 7 6 38 2 2 -Ankzf1 7 5 0 0 0 4 2 0 -Ano4 1 6 0 2 0 1 0 2 -Ano5 0 0 0 0 0 0 1 0 -Apol7d 2 0 0 0 0 2 1 0 -Apoo-ps 0 0 0 0 1 0 0 0 -Aqp9 44 0 0 0 2 107 8 0 -Arfrp1 3 0 0 0 0 4 0 0 -Arhgap1 6 3 3 0 0 6 0 0 -Arid5a 1 0 0 1 0 0 0 0 -Arrdc1 0 0 0 0 0 3 0 0 -Art2a-ps 0 0 0 0 0 0 0 0 -Asb7 3 0 0 1 0 3 0 0 -Asmt 0 0 0 0 0 0 0 0 -Atf5 17 0 0 0 1 27 5 0 -Atp10d 7 2 0 0 0 7 0 1 -Atp2a2 38 74 84 78 2 48 2 68 -Atp6v0c-ps2 0 0 0 0 0 0 1 0 -B020014A21Rik 0 0 0 0 0 0 0 0 -B020018J22Rik 0 0 0 0 0 0 0 0 -B130006D01Rik 0 0 0 0 0 0 0 1 -B130024G19Rik 0 1 1 0 1 0 0 0 -B130034C11Rik 0 0 0 0 0 0 0 0 -B230119M05Rik 0 0 0 0 0 0 0 0 -B230206H07Rik 4 0 0 0 0 1 2 0 -B230208H11Rik 24 20 18 52 28 26 44 38 -B230209E15Rik 0 0 0 0 0 0 0 0 -B230209K01Rik 0 0 0 0 0 0 0 0 -B230214G05Rik 0 0 1 0 0 0 0 0 -B230216N24Rik 0 0 0 0 0 0 0 0 -B230217O12Rik 1 0 0 1 0 1 5 1 -B230312C02Rik 0 0 0 1 0 0 0 0 -B230319C09Rik 1 1 1 0 0 1 0 0 -B230323A14Rik 0 0 0 0 0 0 0 0 -B230378P21Rik 0 0 0 0 0 0 0 0 -B330016D10Rik 1 1 1 4 0 0 0 1 -B430010I23Rik 3 0 0 0 0 2 1 0 -B430212C06Rik 0 0 0 1 0 0 0 0 -B430319G15Rik 0 3 1 2 0 0 0 0 -B4galnt1 0 0 1 1 0 1 0 0 -B4galt2 0 0 0 1 0 0 0 0 -B630019K06Rik 1 0 0 2 0 2 2 0 -B830017H08Rik 0 3 3 0 0 0 0 2 -B930003M22Rik 1 1 0 0 0 0 0 0 -B930018H19Rik 0 0 0 0 0 0 0 0 -B930025P03Rik 0 0 0 0 2 0 0 1 -B930059L03Rik 1 0 0 0 0 0 0 0 -B930092H01Rik 0 0 0 0 0 0 0 0 -BB014433 0 0 0 0 0 0 0 0 -BB019430 0 0 0 0 0 0 0 0 -BB031773 0 0 0 0 0 0 0 0 -BB123696 2 0 0 1 0 0 1 0 -BB283400 0 0 1 1 0 4 0 0 -BB557941 0 0 0 0 0 0 0 0 -BC002163 1 0 0 0 0 1 0 1 -BC005764 0 1 0 0 0 0 0 0 -BC006965 0 1 0 0 0 0 0 0 -BC018473 0 0 0 0 0 0 0 0 -BC020402 0 0 0 0 1 0 0 0 -BC021767 0 0 0 0 0 0 0 0 -BC024386 20 0 0 0 1 14 0 0 -BC024582 4 1 0 0 2 2 1 0 -BC025920 1 0 0 0 0 0 0 0 -BC029722 4 0 0 0 0 1 0 0 -BC030870 0 0 0 0 0 0 0 0 -BC031361 2 0 0 0 0 1 1 0 -BC033916 0 0 0 0 0 0 0 0 -BC037032 0 0 0 0 0 0 0 1 -BC037704 0 0 0 0 1 1 0 0 -BC039771 4 0 1 0 0 2 0 0 -BC039966 0 0 0 0 0 0 0 0 -BC048602 0 0 0 0 0 0 0 0 -BC051226 0 0 1 0 0 0 0 0 -BC051537 0 0 0 0 0 0 0 0 -BC052688 0 0 0 0 0 0 0 0 -BC055402 0 0 0 0 0 0 0 0 -BC064078 0 0 0 0 0 0 0 0 -BC065397 0 0 0 2 0 0 0 0 -BC090627 7 4 12 6 1 2 6 9 -Bambi-ps1 1 0 0 0 0 0 1 0 -Bc1 317 51 44 52 53 387 86 44 -Bend5 1 0 0 0 0 0 0 0 -Best2 0 0 0 0 0 0 0 0 -Bmp1 13 0 1 1 3 18 3 0 -Brat1 1 0 0 0 0 3 1 1 -Brd2 15 4 4 7 2 10 10 0 -Btbd19 0 1 0 0 2 0 0 1 -Btnl5 0 0 0 0 0 0 0 0 -C030007H22Rik 0 0 0 0 0 0 0 0 -C030013G03Rik 0 0 0 0 0 0 0 0 -C030016D13Rik 3 1 0 0 1 0 1 0 -C030018K13Rik 0 0 0 0 0 0 0 0 -C030023E24Rik 0 0 0 0 0 0 0 0 -C030029H02Rik 0 0 0 0 0 1 0 0 -C030034I22Rik 0 0 0 1 0 0 1 0 -C030034L19Rik 0 0 0 0 0 0 0 0 -C030037D09Rik 4 0 0 0 0 2 1 0 -C130021I20Rik 0 0 0 0 0 0 0 0 -C130026L21Rik 0 0 0 0 0 0 0 0 -C130030K03Rik 0 1 0 0 0 0 0 0 -C130036L24Rik 0 0 0 0 0 0 0 0 -C130046K22Rik 0 5 3 2 3 0 0 0 -C130060C02Rik 0 0 0 0 0 0 0 0 -C130071C03Rik 0 0 0 0 0 0 0 0 -C130080G10Rik 0 0 1 2 0 0 0 2 -C130083M11Rik 0 0 0 0 0 3 0 0 -C230004F18Rik 0 0 0 0 0 0 0 0 -C230024C17Rik 0 0 0 0 0 0 0 0 -C230035I16Rik 0 0 0 0 0 0 0 0 -C230037L18Rik 1 0 1 0 0 1 2 0 -C230079O03Rik 0 0 0 0 0 0 0 0 -C230091D08Rik 5 0 2 0 0 9 0 1 -C330008G21Rik 0 0 0 0 0 0 0 0 -C330011F03Rik 0 1 0 0 0 0 0 0 -C330013E15Rik 1 0 0 1 0 0 4 2 -C330013F16Rik 0 0 0 0 0 0 0 0 -C330022C24Rik 6 0 0 0 0 9 0 0 -C330024C12Rik 0 0 0 0 0 0 0 0 -C330024D21Rik 0 0 0 0 0 0 0 0 -C330046G13Rik 0 0 0 0 0 0 1 0 -C430002E04Rik 0 0 0 0 1 0 1 0 -C430002N11Rik 0 0 0 0 0 0 0 0 -C430049B03Rik 1996 4438 3666 7206 1654 824 1948 3984 -C4bp-ps1 0 0 0 0 0 1 0 0 -C530005A16Rik 5 0 1 0 1 4 3 1 -C530044C16Rik 0 0 0 0 0 0 0 0 -C630020P19Rik 0 0 0 0 0 0 0 0 -C630028M04Rik 0 0 0 0 0 0 0 0 -C630031E19Rik 0 0 0 0 0 0 0 0 -C630043F03Rik 0 0 0 0 1 2 0 0 -C730002L08Rik 1 0 0 1 0 2 0 1 -C730027H18Rik 1 0 0 0 1 3 0 0 -C730036E19Rik 6 0 0 0 0 3 0 0 -C86187 0 0 0 0 0 0 0 0 -C87198 0 0 0 0 0 0 0 0 -C87499 0 0 0 0 0 0 0 0 -C920006O11Rik 0 0 0 1 0 1 1 0 -C920009B18Rik 0 0 0 0 0 0 0 0 -C920021L13Rik 6 0 2 2 1 10 9 2 -Cacnb2 0 3 1 2 0 0 0 1 -Cbwd1 0 0 1 0 0 0 0 0 -Ccdc11 1 1 0 0 0 0 2 0 -Ccdc77 2 1 0 0 3 0 0 1 -Ccl25 1 0 0 0 1 4 2 0 -Cd1d2 0 0 0 0 0 0 0 0 -Cd22 0 0 0 0 0 2 0 2 -Cd40 0 1 0 3 0 0 0 0 -Cdh23 2 0 0 4 2 3 1 2 -Cdk3-ps 0 0 0 0 0 0 0 0 -Ceacam-ps1 0 0 0 0 0 0 0 0 -Cenpk 0 0 0 0 0 0 0 1 -Cep57 0 1 0 0 0 5 2 0 -Ces2d-ps 0 0 0 0 0 0 0 0 -Chka 9 0 0 0 1 9 1 0 -Chkb 14 2 2 2 2 4 0 2 -Chpt1 22 1 3 8 0 25 0 2 -Cldn25 2 0 0 0 0 8 2 0 -Clip4 0 1 4 2 0 0 0 3 -Clk1 16 6 0 8 0 18 6 0 -Cnot2 11 0 2 2 0 5 0 1 -Cops5 8 1 0 1 0 8 0 0 -Cox18 4 0 0 0 1 1 0 0 -Crebzf 21 3 0 0 3 6 9 6 -Crem 5 0 0 1 2 3 5 0 -Crxos1 0 1 0 0 0 0 0 0 -Csf3r 0 0 0 0 0 0 0 0 -Ctc1 0 0 1 1 0 1 0 0 -Ctps2 2 0 0 0 0 1 0 0 -Cts8-ps 0 0 0 0 0 0 0 0 -Cxcl11 0 0 0 0 0 0 0 0 -Cyp2c53-ps 0 0 0 0 0 1 0 0 -Cyp2d13 19 0 0 0 1 20 4 0 -Cyp2d37-ps 2 0 0 0 0 2 0 0 -Cyp3a25 76 0 0 0 30 93 27 0 -Cyp4f41-ps 0 0 0 2 1 2 0 0 -D030018L15Rik 0 0 0 0 0 0 0 0 -D030024E09Rik 0 0 0 0 0 0 0 0 -D030025E07Rik 0 0 0 0 0 0 0 0 -D030025P21Rik 0 1 0 0 0 0 0 1 -D030028A08Rik 1 0 0 0 0 5 0 0 -D030040B21Rik 0 0 0 0 0 0 0 0 -D030045P18Rik 0 0 0 0 0 0 0 0 -D030047H15Rik 0 0 0 0 0 0 0 0 -D130009I18Rik 6 0 0 3 5 1 0 0 -D130017N08Rik 0 0 0 0 0 1 0 0 -D130020L05Rik 8 4 4 0 12 16 8 0 -D130058E03 0 0 0 0 0 0 0 0 -D16Ertd519e 0 0 0 0 0 0 0 0 -D17Ertd648e 0 0 0 1 0 0 0 0 -D230030E09Rik 0 0 0 0 0 0 0 0 -D330022K07Rik 13 6 10 3 1 17 2 4 -D330023K18Rik 0 0 1 0 0 0 2 0 -D330041H03Rik 7 1 0 0 0 12 0 0 -D330050G23Rik 0 2 0 0 0 0 0 0 -D330050I16Rik 3 0 0 1 2 1 4 0 -D430020J02Rik 0 0 0 0 0 1 0 0 -D430036J16Rik 0 0 0 0 0 0 0 0 -D4Ertd617e 0 0 0 0 0 1 0 0 -D530049I02Rik 0 0 0 0 0 0 0 0 -D5Ertd605e 0 0 0 0 0 0 1 0 -D630010B17Rik 0 0 0 0 0 0 0 0 -D630013N20Rik 0 0 0 0 0 0 0 0 -D630024D03Rik 0 0 0 0 0 0 8 0 -D630029K05Rik 0 0 0 0 0 0 0 0 -D630032N06Rik 0 0 0 1 0 0 0 0 -D630041G03Rik 0 0 0 0 0 0 0 0 -D630045M09Rik 0 0 0 0 0 0 0 0 -D6Ertd474e 0 0 0 0 0 0 0 0 -D730001G18Rik 0 0 0 0 0 0 0 0 -D730005E14Rik 0 0 0 1 0 0 0 0 -D730045A05Rik 0 0 0 0 0 0 0 0 -D730050B12Rik 0 0 0 0 0 0 0 0 -D7Ertd143e 36 0 0 0 16 9 12 0 -D7Ertd715e 0 0 0 0 0 0 0 0 -D830005E20Rik 0 3 2 3 0 0 0 1 -D830013O20Rik 0 0 1 0 0 0 0 0 -D830015G02Rik 0 3 5 2 0 0 1 8 -D830026I12Rik 0 0 0 0 0 0 0 2 -D830032E09Rik 0 2 0 0 0 0 0 0 -D830046C22Rik 1 0 0 1 0 0 0 0 -D930007P13Rik 0 0 0 0 0 0 0 0 -D930015M05Rik 6 0 1 1 1 9 1 1 -D930016D06Rik 3 1 0 0 0 3 0 0 -D930028M14Rik 0 0 0 0 0 0 0 0 -D930032P07Rik 0 1 0 0 0 0 0 0 -D930048N14Rik 0 0 0 0 0 1 0 0 -DQ267100 0 0 0 0 0 2 0 0 -DQ267101 0 0 0 0 0 0 0 0 -DQ267102 0 0 0 0 0 0 0 0 -Dancr 20 0 2 5 2 12 3 4 -Dand5 1 0 0 0 1 0 0 0 -Daw1 0 1 0 0 0 0 0 0 -Dcaf11 31 1 1 0 6 57 8 1 -Dctd 0 1 0 0 0 0 0 0 -Deaf1 3 0 2 1 1 7 0 0 -Def8 5 0 0 0 1 9 1 0 -Defa-ps1 0 0 0 0 0 0 0 0 -Defa-ps12 0 0 0 0 0 0 0 0 -Defa-ps13 0 0 0 0 0 0 0 0 -Defb44-ps 0 0 0 0 0 0 0 0 -Dennd2d 1 0 0 0 0 5 0 0 -Dgkh 0 1 0 1 1 0 0 0 -Dio3os 1 1 2 0 0 2 2 1 -Dleu2 868 334 292 862 639 289 781 334 -Dlg1 11 2 2 6 1 18 3 2 -Dlk1 0 0 0 0 0 0 0 0 -Dlx1as 0 0 0 0 0 0 0 0 -Dlx6as1 0 0 0 0 0 0 0 0 -Dlx6as2 0 0 0 0 0 0 0 0 -Dmr 8 0 0 0 0 0 7 0 -Dnajc24 2 0 0 1 0 2 1 2 -Dnajc5 7 1 0 2 1 12 1 0 -Dnm1l 6 0 2 3 0 15 0 0 -Dnm3os 53 242 213 490 36 20 40 307 -Dos 2 0 0 0 0 0 1 1 -Dtnb 8 0 2 0 0 16 0 0 -E030003E18Rik 3 0 0 1 0 3 0 1 -E030011O05Rik 0 1 0 1 0 0 0 0 -E030013I19Rik 0 0 0 0 0 1 0 0 -E030019B13Rik 0 0 0 0 0 0 0 0 -E030024N20Rik 0 0 0 0 0 0 0 0 -E030025P04Rik 0 0 0 0 0 0 0 0 -E030044B06Rik 0 1 0 0 0 0 0 0 -E130006D01Rik 0 0 0 0 0 0 0 0 -E130008D07Rik 0 0 0 0 0 0 0 0 -E130018N17Rik 1 0 0 0 0 0 0 0 -E130102H24Rik 3055 1463 1381 4975 2064 3018 2188 1558 -E130112N10Rik 0 0 1 1 0 1 0 0 -E130114P18Rik 0 0 0 0 0 0 0 0 -E130201H02Rik 0 0 0 0 0 0 0 0 -E130215H24Rik 0 0 0 0 0 0 0 0 -E130218I03Rik 0 0 0 0 0 0 0 0 -E130304I02Rik 0 0 0 0 0 0 0 0 -E130307A14Rik 0 0 1 3 0 1 2 1 -E130310I04Rik 0 0 0 0 0 2 0 0 -E130317F20Rik 3 0 0 1 2 2 0 1 -E230016K23Rik 0 2 4 0 0 0 0 0 -E230016M11Rik 0 1 0 1 1 2 0 0 -E230029C05Rik 0 0 0 0 1 0 0 0 -E2f6 8 2 0 1 0 5 0 0 -E330011O21Rik 0 0 0 0 0 0 0 0 -E330012B07Rik 0 0 0 0 0 0 0 0 -E330013P04Rik 1 0 0 0 0 0 0 0 -E330017L17Rik 0 0 0 0 0 0 0 0 -E330020D12Rik 0 0 0 0 1 1 0 0 -E330023G01Rik 0 0 0 0 0 0 0 0 -E330033B04Rik 0 0 0 0 0 0 0 0 -E430016F16Rik 0 2 0 1 0 0 0 3 -E530001F21Rik 0 0 0 0 0 0 0 0 -E530011L22Rik 3 0 0 1 0 0 0 0 -Eci2 25 0 0 0 3 41 0 0 -Efcab8 0 0 0 0 0 0 0 0 -Elmo1 0 1 2 2 0 0 1 0 -Elp3 10 17 7 2 1 3 1 14 -Emx2os 0 0 0 0 0 0 0 0 -Enoph1 0 0 0 0 1 0 0 0 -Etd 0 0 0 0 0 0 0 0 -Etfb 20 0 1 1 2 29 0 0 -Etohd2 2 0 1 0 0 3 0 0 -F420014N23Rik 8 0 2 4 0 8 0 0 -F630028O10Rik 119 98 109 214 103 53 139 93 -F630042J09Rik 0 0 0 0 0 1 0 0 -F630111L10Rik 0 0 0 0 0 0 0 0 -F630206G17Rik 1 0 0 0 0 3 0 0 -F730035M05Rik 2 0 0 1 5 6 2 1 -F730043M19Rik 0 0 0 0 0 0 0 1 -F830002L21Rik 0 0 0 0 0 0 0 0 -F930015N05Rik 0 0 0 0 0 0 1 0 -Fam120aos 1 0 0 0 0 2 1 0 -Fam120b 16 0 0 2 4 15 2 0 -Fam172a 8 1 1 3 1 7 0 2 -Fam187b 0 0 0 0 1 2 2 0 -Fam19a2 0 1 0 1 1 0 0 1 -Fam19a5 0 0 0 0 0 0 0 0 -Fam214b 0 1 2 0 1 4 3 1 -Fance 0 2 0 0 0 4 0 0 -Fancl 2 0 0 0 0 0 0 0 -Fate1 0 0 0 0 0 0 0 0 -Fbxo34 4 1 1 1 3 4 0 1 -Fcho1 0 0 0 0 0 0 0 0 -Fcrla 0 0 0 0 0 0 1 0 -Fendrr 0 0 0 0 1 1 1 1 -Fgf18 0 0 0 0 0 0 0 0 -Flcn 7 0 1 3 2 8 0 1 -Flt3l 0 0 0 0 0 0 0 1 -Foxl2os 0 0 0 0 0 0 0 0 -Fth1 198 8 4 11 7 375 18 4 -Ftx 382 158 130 262 174 166 264 210 -Fuk 1 0 0 0 0 2 0 0 -Fut4-ps1 0 0 0 0 0 0 0 0 -Fut8 1 1 2 2 1 5 0 1 -Fxyd2 0 0 0 0 0 0 0 0 -G530011O06Rik 0 0 0 1 0 0 0 0 -G630025P09Rik 2 0 0 1 1 5 6 0 -G630055G22Rik 0 0 0 0 0 0 0 0 -G630071F17Rik 0 0 0 0 0 0 0 0 -G630093K05Rik 0 0 0 0 0 0 0 0 -G6b 0 0 1 0 0 0 0 0 -G730013B05Rik 6 2 2 2 0 2 0 0 -Gabpb1 1 0 0 0 0 3 2 1 -Gas5 5709 1275 1001 3375 3854 4602 3877 1194 -Gdap10 1 0 0 0 0 0 0 0 -Gm10007 0 0 0 0 0 0 0 0 -Gm10012 0 0 0 0 0 0 0 0 -Gm10033 5 0 0 4 0 1 0 0 -Gm10046 0 0 0 0 0 0 0 0 -Gm10052 0 1 0 0 0 0 1 1 -Gm10069 553 2 2 1 12 701 37 1 -Gm10125 0 2 2 1 0 1 0 0 -Gm10190 0 0 0 0 0 0 0 1 -Gm10248 0 0 0 0 0 1 0 0 -Gm10272 0 0 0 0 0 0 0 0 -Gm10280 0 1 0 0 0 0 0 0 -Gm10319 3 0 0 0 1 7 1 0 -Gm10336 0 0 0 1 0 0 1 2 -Gm10364 0 0 0 0 0 0 0 0 -Gm10373 0 0 0 0 0 0 0 0 -Gm10389 0 1 0 0 0 0 0 0 -Gm10390 0 0 0 0 2 0 1 0 -Gm10400 0 0 0 0 0 0 0 0 -Gm10409 0 0 0 0 0 0 0 0 -Gm10415 0 1 0 1 0 0 0 0 -Gm10416 0 0 0 0 0 0 0 0 -Gm10421 0 0 0 0 0 0 0 0 -Gm10432 0 1 0 1 0 0 0 1 -Gm10433 1 1 1 0 0 0 1 0 -Gm10440 0 0 0 0 0 0 0 0 -Gm10445 0 0 0 0 0 0 0 0 -Gm10451 0 0 0 0 0 0 0 0 -Gm10466 0 0 0 0 0 0 0 0 -Gm10474 0 0 0 0 0 0 0 0 -Gm10485 0 0 0 0 0 0 0 0 -Gm10494 0 0 0 0 0 0 0 0 -Gm10509 0 0 0 0 0 0 0 0 -Gm10510 0 0 0 0 0 0 0 0 -Gm10512 0 0 0 0 0 0 0 0 -Gm10516 1 0 0 0 1 0 2 0 -Gm10532 3 0 0 0 0 2 0 0 -Gm10536 0 0 0 0 0 0 0 0 -Gm10538 0 0 0 0 0 0 0 0 -Gm10548 1 0 1 2 1 1 1 1 -Gm10549 0 0 0 1 2 0 0 0 -Gm10556 0 0 0 0 0 0 0 0 -Gm10560 0 0 0 0 0 0 0 0 -Gm10578 0 0 0 0 0 0 0 0 -Gm10584 0 0 0 0 1 0 0 1 -Gm10619 0 1 0 0 0 0 0 0 -Gm10635 0 0 0 0 0 0 0 0 -Gm10636 0 0 0 0 0 0 0 1 -Gm10637 0 0 0 0 0 0 0 0 -Gm10638 0 0 0 0 1 0 0 0 -Gm10640 0 0 0 0 0 0 0 0 -Gm10649 0 2 1 0 0 1 1 1 -Gm10653 0 0 0 0 0 0 1 0 -Gm10658 2 0 0 0 1 2 0 0 -Gm10664 0 0 0 0 0 0 0 0 -Gm10677 2 0 0 0 0 1 0 0 -Gm10684 0 0 1 0 0 0 0 0 -Gm10714 0 0 0 0 0 0 0 0 -Gm10731 0 0 0 0 0 0 0 0 -Gm10745 0 0 0 0 0 0 0 0 -Gm10754 0 0 0 0 0 1 0 0 -Gm10768 26 0 0 0 0 29 4 0 -Gm10782 0 0 0 0 0 0 0 0 -Gm10785 4 0 0 3 0 0 0 0 -Gm10787 0 0 0 0 0 0 0 0 -Gm10789 0 0 0 0 0 0 1 0 -Gm10790 0 2 0 0 0 0 0 0 -Gm10791 4 0 0 0 0 6 0 0 -Gm10804 3 0 0 2 1 5 1 0 -Gm10814 0 0 0 0 0 0 0 1 -Gm10818 0 0 0 0 0 0 0 0 -Gm1082 0 0 0 0 0 0 0 0 -Gm10823 0 0 0 0 0 0 0 0 -Gm10825 0 0 0 0 0 0 0 0 -Gm10845 0 0 0 0 0 0 0 0 -Gm10857 0 0 0 0 0 0 0 0 -Gm10863 0 1 0 0 0 0 0 0 -Gm10865 0 0 0 1 2 2 2 1 -Gm10872 0 0 0 0 0 2 0 0 -Gm10941 0 0 0 0 0 0 0 0 -Gm11110 0 0 1 0 0 0 1 0 -Gm11149 0 0 1 0 0 0 0 0 -Gm11166 0 0 0 0 0 0 0 0 -Gm11186 0 0 0 0 0 0 0 0 -Gm11190 0 0 0 0 0 0 0 0 -Gm11194 0 0 1 0 0 0 0 0 -Gm11201 0 0 0 0 0 0 0 0 -Gm11202 0 0 0 0 0 0 0 0 -Gm11213 0 0 1 0 0 0 0 0 -Gm11240 0 0 0 0 0 0 0 0 -Gm11346 2 0 0 0 0 0 0 0 -Gm11351 0 0 0 0 0 0 0 0 -Gm1141 0 0 0 0 0 0 0 0 -Gm11413 0 0 0 0 0 0 0 0 -Gm11426 0 0 0 0 0 0 0 0 -Gm11468 0 0 0 0 0 0 0 0 -Gm11517 0 0 0 0 0 0 0 0 -Gm11529 0 0 0 0 0 0 0 0 -Gm11548 0 0 0 0 0 0 0 0 -Gm11549 0 0 0 0 0 0 0 0 -Gm11602 22 0 4 6 3 18 2 6 -Gm11627 0 0 0 0 0 0 0 0 -Gm11648 0 0 0 0 0 0 0 0 -Gm11696 0 0 1 0 1 0 3 0 -Gm11747 2 1 1 3 1 2 2 0 -Gm11762 0 0 0 0 0 0 1 1 -Gm11944 0 0 0 0 0 0 0 0 -Gm11961 0 0 0 0 0 0 0 0 -Gm11974 3 1 1 0 1 0 5 0 -Gm11978 0 2 0 0 0 0 0 0 -Gm11981 0 0 0 0 0 0 0 0 -Gm11985 0 0 0 0 0 0 0 0 -Gm12060 0 0 0 0 0 1 0 0 -Gm12070 0 0 0 0 0 0 0 0 -Gm12130 0 0 0 0 0 0 0 0 -Gm12159 0 0 1 0 0 0 0 0 -Gm12191 3 0 0 1 0 1 0 1 -Gm12216 5 2 2 0 1 0 4 0 -Gm12228 0 0 0 0 0 0 0 0 -Gm12238 9 2 2 2 4 11 0 2 -Gm12295 0 1 2 1 0 0 0 0 -Gm12298 0 0 0 0 0 0 0 0 -Gm12359 9 1 0 3 0 11 2 0 -Gm12360 0 0 0 0 0 0 0 0 -Gm12409 0 0 0 0 0 0 0 0 -Gm12504 0 0 0 0 0 0 0 0 -Gm12505 0 0 0 0 0 0 0 0 -Gm12522 0 0 0 0 0 0 0 0 -Gm12530 0 0 0 0 0 0 0 0 -Gm12603 0 0 0 0 0 0 0 0 -Gm12633 0 0 0 0 0 0 0 0 -Gm12669 0 1 0 1 0 1 0 0 -Gm12709 0 0 0 0 0 0 0 0 -Gm12718 2 0 0 0 1 3 0 0 -Gm12830 0 0 0 0 0 0 0 0 -Gm12839 0 0 0 0 0 0 0 0 -Gm12992 4 0 0 1 2 7 0 0 -Gm13003 0 0 0 0 0 0 0 0 -Gm13031 0 0 0 0 0 0 0 0 -Gm13032 0 1 2 0 0 0 0 0 -Gm13034 0 0 0 0 0 0 0 0 -Gm13037 0 0 0 0 0 0 0 0 -Gm13238 0 0 0 0 0 0 0 0 -Gm13293 0 0 0 0 0 0 0 0 -Gm13315 0 0 1 0 0 0 0 0 -Gm13363 0 0 0 1 1 0 0 0 -Gm13375 0 0 0 0 1 2 1 1 -Gm13399 0 0 0 0 0 0 0 0 -Gm13446 0 0 0 0 0 0 0 0 -Gm13483 2 1 1 0 0 0 0 0 -Gm13490 0 0 0 0 0 1 0 0 -Gm13497 0 0 0 0 0 1 0 0 -Gm13498 0 0 0 0 0 0 0 0 -Gm13539 0 0 0 0 0 0 0 0 -Gm13544 0 0 0 0 0 0 0 0 -Gm13546 0 0 0 0 0 0 0 0 -Gm13580 0 0 0 0 0 0 0 0 -Gm13582 0 0 0 0 0 0 0 0 -Gm13629 0 0 1 0 0 0 0 2 -Gm13704 0 0 0 0 0 0 0 0 -Gm13710 0 0 0 0 0 0 0 0 -Gm13749 0 0 0 0 0 0 0 0 -Gm13752 0 0 0 0 0 0 0 0 -Gm13807 2 0 0 0 0 0 0 0 -Gm13845 0 0 0 0 0 1 0 0 -Gm13939 0 1 0 0 0 2 0 0 -Gm13944 2 0 0 0 0 2 1 0 -Gm14005 3 6 3 5 0 8 0 1 -Gm14015 0 0 0 0 0 0 0 0 -Gm14023 0 2 0 1 0 0 0 0 -Gm14047 0 0 0 0 0 0 0 0 -Gm14057 0 0 0 0 0 0 0 0 -Gm14164 0 0 1 0 1 0 0 0 -Gm14169 0 0 0 0 0 0 0 0 -Gm14204 0 0 0 0 0 0 0 0 -Gm14207 1 2 2 5 0 0 0 1 -Gm14318 0 1 0 0 0 1 0 0 -Gm14327 0 0 0 0 0 0 0 0 -Gm14379 0 0 0 0 0 0 0 0 -Gm14403 1 0 0 0 0 5 0 0 -Gm14405 0 0 0 0 0 0 0 0 -Gm14492 0 0 0 0 0 0 3 0 -Gm14634 0 0 1 0 0 0 1 1 -Gm14635 0 0 0 0 0 0 0 0 -Gm14718 0 0 0 0 0 0 0 0 -Gm14812 0 0 0 0 0 0 0 0 -Gm14827 0 0 0 0 0 0 0 0 -Gm14858 0 0 0 0 0 0 0 0 -Gm14872 1 1 0 0 4 1 0 0 -Gm14873 0 0 0 0 0 0 0 0 -Gm15008 0 0 0 0 0 0 0 0 -Gm15133 0 0 0 0 0 0 0 0 -Gm15179 0 0 0 0 0 0 0 0 -Gm15217 1 0 0 1 0 0 0 0 -Gm15328 0 0 0 0 0 0 0 0 -Gm15348 0 0 0 0 1 2 0 0 -Gm15350 0 0 0 0 0 0 0 0 -Gm15401 0 0 0 2 0 0 0 0 -Gm15408 0 0 0 0 0 2 0 0 -Gm15412 0 0 0 0 0 0 0 0 -Gm15413 0 0 0 0 0 0 0 0 -Gm15417 4 2 3 2 4 7 13 0 -Gm15421 0 0 0 0 0 1 0 0 -Gm15441 6 6 3 3 1 11 7 6 -Gm15446 0 0 0 0 0 0 0 0 -Gm15471 0 0 0 0 0 1 0 0 -Gm15545 1 0 1 1 0 1 0 0 -Gm15612 0 0 0 0 0 1 0 0 -Gm15645 0 0 0 0 0 0 0 0 -Gm15663 0 1 0 0 0 0 0 0 -Gm15698 0 0 0 0 0 0 0 0 -Gm15706 0 0 0 0 0 1 0 0 -Gm15708 0 0 0 0 0 0 0 0 -Gm15713 1 0 2 1 0 3 0 0 -Gm15760 1 0 0 2 0 0 0 0 -Gm15772 0 0 0 0 0 2 0 0 -Gm15787 2 0 0 0 6 2 4 0 -Gm15850 0 0 4 0 0 0 0 0 -Gm15880 1 0 0 0 0 0 0 0 -Gm15910 0 0 0 0 0 0 0 2 -Gm15915 0 0 0 0 0 0 0 0 -Gm15941 0 0 0 0 0 0 0 1 -Gm15987 0 0 0 0 0 0 0 0 -Gm15997 0 1 0 0 0 0 0 0 -Gm16023 15 0 0 2 0 41 3 0 -Gm16039 8 2 3 4 2 2 4 2 -Gm16062 0 0 0 0 0 3 0 0 -Gm16063 0 0 0 0 0 0 0 0 -Gm16065 0 0 0 0 0 0 0 0 -Gm16119 1 0 0 3 4 8 8 0 -Gm16157 11 0 0 0 5 6 0 0 -Gm16197 0 0 0 0 0 1 0 0 -Gm16287 0 0 0 0 0 0 0 0 -Gm16291 2 3 2 0 1 5 0 1 -Gm16294 0 0 0 0 0 0 0 0 -Gm1631 0 0 0 0 0 0 0 0 -Gm16325 0 0 0 0 0 0 0 0 -Gm16336 0 0 0 0 0 0 0 0 -Gm16386 0 1 0 0 0 0 0 0 -Gm16497 0 0 0 0 0 0 0 0 -Gm16516 1 0 1 0 0 0 0 0 -Gm16523 0 0 0 0 0 0 0 0 -Gm1653 0 0 0 0 0 0 0 0 -Gm16548 1 0 0 0 1 3 1 0 -Gm16551 5 0 0 0 0 3 3 0 -Gm16576 0 0 0 0 0 0 0 0 -Gm16596 0 3 3 3 0 0 0 3 -Gm16617 0 0 0 0 0 0 0 0 -Gm16675 3 0 0 0 0 4 0 0 -Gm16677 0 0 0 0 0 0 0 0 -Gm16701 0 1 0 0 0 0 0 0 -Gm16702 0 0 0 0 0 0 0 0 -Gm16793 6 0 0 0 0 2 0 0 -Gm16796 0 0 0 0 0 0 0 0 -Gm16833 4 0 0 2 1 4 3 1 -Gm16845 8 0 4 4 2 6 6 0 -Gm16853 0 0 0 0 0 0 0 0 -Gm16861 4 1 0 1 1 6 1 1 -Gm16863 0 1 1 0 0 0 0 0 -Gm16880 4 0 0 0 1 2 0 0 -Gm16894 0 0 0 1 0 0 0 0 -Gm16897 0 0 0 1 0 0 1 2 -Gm16907 3 0 0 0 0 2 0 0 -Gm16938 0 0 0 0 0 0 0 0 -Gm16973 4 0 0 2 0 2 0 0 -Gm16982 0 0 0 0 0 1 0 0 -Gm16998 2 1 2 0 8 5 9 1 -Gm17066 0 0 1 0 0 2 0 0 -Gm1715 0 0 0 0 0 0 0 0 -Gm1720 0 0 0 0 0 0 0 0 -Gm17644 0 0 0 0 0 0 0 0 -Gm17745 0 0 0 1 0 0 0 1 -Gm17746 0 0 0 0 0 0 0 0 -Gm17751 0 0 0 0 0 0 0 0 -Gm17757 0 0 0 0 0 0 0 0 -Gm17762 0 1 0 0 1 0 0 0 -Gm17769 0 1 1 0 0 0 0 2 -Gm17801 0 0 0 0 0 0 0 0 -Gm17821 0 0 0 0 0 0 0 0 -Gm17830 0 0 0 0 0 0 0 0 -Gm1821 1 0 0 0 0 0 1 0 -Gm18409 0 0 0 0 0 0 0 0 -Gm18853 0 0 0 0 0 0 0 0 -Gm19276 0 0 1 0 0 0 0 0 -Gm19277 0 0 0 0 0 0 0 0 -Gm19299 0 0 0 0 0 0 0 0 -Gm19303 0 1 0 0 0 0 0 0 -Gm19395 0 0 0 0 0 0 0 0 -Gm19424 0 0 0 0 0 0 0 0 -Gm1943 0 0 0 0 0 0 0 0 -Gm19434 0 0 0 0 0 0 0 0 -Gm19461 3 0 1 0 0 7 0 0 -Gm19466 0 2 1 0 0 2 0 0 -Gm19510 0 0 0 0 0 0 0 0 -Gm19522 1 0 1 1 0 3 0 2 -Gm19557 0 0 0 1 0 0 0 0 -Gm19583 0 0 0 0 0 0 0 0 -Gm19589 0 0 0 0 0 0 0 0 -Gm19619 0 0 0 0 0 0 0 0 -Gm1968 0 0 0 0 0 0 0 0 -Gm19689 0 0 0 0 0 0 0 0 -Gm19705 0 2 2 0 0 0 0 0 -Gm19710 2 0 0 0 0 3 0 0 -Gm19757 0 0 0 0 0 0 0 0 -Gm1976 2 0 0 0 0 6 0 0 -Gm19782 2 2 1 0 0 0 0 0 -Gm19784 0 0 0 0 0 0 0 0 -Gm19897 0 0 0 0 0 0 0 0 -Gm1995 0 0 0 0 0 0 0 0 -Gm19990 0 0 0 0 0 0 0 0 -Gm20063 0 0 0 0 0 0 0 0 -Gm20098 0 0 0 0 0 0 0 0 -Gm2011 0 0 0 0 0 0 0 0 -Gm20110 0 0 0 0 0 0 0 2 -Gm20125 0 1 0 0 0 0 0 0 -Gm20139 0 0 0 2 0 0 0 0 -Gm20187 0 0 0 0 0 0 0 0 -Gm20199 0 0 0 1 0 0 0 0 -Gm20257 0 0 0 0 0 0 0 0 -Gm20268 0 0 0 0 0 0 0 0 -Gm2027 0 0 0 0 0 0 0 0 -Gm20300 2 0 0 0 0 4 0 0 -Gm20324 0 0 0 0 0 0 0 0 -Gm20337 0 0 0 0 0 0 1 0 -Gm20356 0 0 0 0 0 0 0 0 -Gm20362 0 0 0 0 0 0 0 0 -Gm20554 0 0 0 0 0 0 0 0 -Gm20556 0 0 0 0 0 0 0 0 -Gm20597 0 0 0 0 0 0 0 0 -Gm20605 4 0 0 0 1 2 0 0 -Gm2061 5 0 0 0 0 0 0 0 -Gm20611 0 0 0 0 0 0 0 0 -Gm20735 0 0 0 0 0 0 0 0 -Gm20740 0 0 0 0 0 0 0 0 -Gm20741 0 0 0 0 0 0 0 0 -Gm20743 0 0 0 0 0 0 0 0 -Gm20744 0 0 0 0 0 0 0 0 -Gm20745 0 0 1 0 0 0 0 0 -Gm20748 0 0 0 0 0 0 0 0 -Gm20750 0 0 0 0 0 0 0 0 -Gm20751 0 0 0 0 0 0 0 0 -Gm20752 0 0 0 0 0 0 0 0 -Gm20753 0 0 0 0 0 0 0 0 -Gm20754 1 0 0 1 0 0 0 0 -Gm20755 0 0 0 0 0 0 0 0 -Gm20756 0 0 0 0 0 1 0 0 -Gm20757 0 2 1 0 2 0 0 0 -Gm20758 0 0 0 0 0 0 0 0 -Gm20759 0 0 0 0 0 0 0 0 -Gm20857 0 0 0 0 0 0 0 0 -Gm20858 0 0 0 0 0 0 0 0 -Gm20871 0 0 0 0 0 0 0 0 -Gm21057 0 0 1 0 0 0 0 0 -Gm2109 0 0 0 0 0 0 0 0 -Gm2115 0 0 0 0 0 0 0 0 -Gm21221 0 0 0 0 0 0 0 0 -Gm21269 0 0 0 0 0 0 0 0 -Gm21276 0 0 0 0 0 0 0 0 -Gm21284 0 0 0 2 0 0 0 1 -Gm2176 0 0 0 0 0 0 0 0 -Gm21944 1 0 0 0 0 3 0 0 -Gm2381 0 0 0 0 0 0 0 0 -Gm2447 0 0 0 0 0 0 0 1 -Gm2516 0 0 0 0 0 0 0 0 -Gm2518 2 0 1 1 0 2 2 0 -Gm2694 0 1 0 0 0 0 0 0 -Gm2721 0 0 0 0 0 0 0 0 -Gm2762 0 1 0 0 0 0 0 0 -Gm2837 0 0 0 0 0 0 0 0 -Gm2848 0 0 0 0 0 0 0 0 -Gm3002 0 0 0 0 0 0 0 0 -Gm3020 0 0 0 0 0 0 0 0 -Gm3086 2 0 0 0 0 1 0 1 -Gm3143 0 0 0 0 0 0 0 0 -Gm3219 1 0 0 0 0 5 0 0 -Gm3230 1 0 0 0 0 5 1 0 -Gm3279 0 0 0 0 0 0 0 0 -Gm3414 1 0 0 0 0 0 0 1 -Gm3428 0 0 0 0 0 0 0 0 -Gm3434 0 0 0 0 0 0 0 0 -Gm3716 0 0 0 0 0 0 0 0 -Gm3833 0 0 0 0 0 0 0 0 -Gm3893 0 0 0 0 0 0 0 0 -Gm3925 0 0 0 0 0 0 0 0 -Gm4013 0 0 0 0 0 0 0 0 -Gm41 0 0 0 0 0 0 0 0 -Gm4224 0 0 0 0 0 0 0 0 -Gm4251 0 0 0 0 0 0 0 0 -Gm4262 0 0 0 0 0 0 0 0 -Gm4265 4 0 0 0 0 0 0 0 -Gm4278 0 0 0 0 0 0 0 0 -Gm4285 0 0 0 1 0 1 1 0 -Gm4349 0 0 0 0 0 0 0 0 -Gm4371 0 1 0 0 0 0 0 2 -Gm4432 0 0 0 0 0 0 0 0 -Gm4489 0 0 0 0 0 0 0 0 -Gm4532 1 0 1 0 0 0 0 1 -Gm4541 0 0 0 0 0 0 0 0 -Gm4566 0 0 0 0 0 0 0 0 -Gm4598 0 0 0 0 0 0 0 0 -Gm4710 0 0 0 0 0 0 0 0 -Gm4719 0 0 0 0 0 0 0 0 -Gm4759 0 0 0 0 0 0 0 0 -Gm4776 0 0 0 0 0 0 0 0 -Gm4792 0 0 0 0 0 0 0 0 -Gm4814 0 0 0 0 0 0 0 0 -Gm4827 0 0 0 0 0 0 0 0 -Gm4850 0 0 0 0 0 0 0 0 -Gm4872 0 0 0 0 0 0 0 0 -Gm4890 0 0 0 2 0 2 0 0 -Gm4926 0 0 0 0 0 0 0 0 -Gm4956 1 0 0 0 0 1 0 0 -Gm4961 0 0 0 0 0 0 0 0 -Gm4971 0 0 0 0 0 0 0 0 -Gm5 0 0 0 0 0 0 0 0 -Gm5039 0 0 0 0 0 0 0 0 -Gm5065 0 0 0 0 0 0 0 0 -Gm5069 0 0 0 0 0 0 0 0 -Gm5083 0 0 0 0 0 0 0 0 -Gm5084 0 0 0 0 0 0 0 0 -Gm5086 0 0 0 0 0 0 0 0 -Gm5088 0 0 1 1 0 0 0 2 -Gm5089 10 1 1 0 0 19 1 2 -Gm5091 0 0 0 0 0 0 0 0 -Gm5095 1 1 0 1 0 1 0 0 -Gm5105 0 3 2 2 0 0 0 0 -Gm5122 0 0 0 0 0 0 0 0 -Gm5124 0 0 0 0 0 0 0 0 -Gm5126 0 0 0 0 0 0 0 0 -Gm5129 1 0 0 1 1 0 0 0 -Gm5166 0 0 0 0 0 0 0 0 -Gm5176 0 0 0 0 0 0 2 0 -Gm5177 0 0 0 0 0 0 0 0 -Gm53 0 0 0 0 0 0 0 0 -Gm5334 0 0 0 0 0 0 0 0 -Gm5420 0 0 0 0 0 0 0 0 -Gm5424 93 1 0 0 5 77 5 0 -Gm5434 0 0 0 0 0 0 0 0 -Gm5441 0 31 33 36 0 0 1 41 -Gm5468 0 0 0 0 0 0 0 0 -Gm5475 0 0 0 0 0 0 0 0 -Gm5476 0 0 0 0 0 0 0 0 -Gm5477 0 0 0 0 0 0 0 0 -Gm5478 0 0 0 0 0 0 0 0 -Gm5480 0 0 0 0 0 0 0 0 -Gm5485 0 0 0 0 0 0 0 0 -Gm5512 7 1 1 0 0 2 1 0 -Gm5523 0 0 0 0 0 0 0 0 -Gm5547 0 0 0 0 0 0 0 0 -Gm5577 0 0 0 0 0 0 0 0 -Gm5607 0 0 0 0 0 2 0 0 -Gm5627 2 0 0 0 0 0 0 0 -Gm5643 0 0 0 0 0 0 1 1 -Gm5712 0 0 0 0 0 0 0 0 -Gm5766 0 0 0 0 0 0 0 0 -Gm5779 0 0 0 0 0 0 0 0 -Gm5801 3 0 0 0 0 0 0 0 -Gm5833 0 0 0 0 0 0 0 0 -Gm5860 0 0 1 0 0 0 0 0 -Gm5925 0 0 0 0 0 0 0 0 -Gm6042 0 0 0 0 0 0 0 0 -Gm6083 0 0 0 0 0 0 0 0 -Gm6116 0 0 1 0 0 0 0 0 -Gm6150 0 0 0 0 0 0 0 0 -Gm6194 0 0 0 0 0 0 0 0 -Gm6213 0 0 0 0 0 0 0 1 -Gm6225 0 0 0 0 3 0 3 2 -Gm6249 0 0 0 0 0 0 0 0 -Gm6260 0 0 0 0 0 0 0 0 -Gm6268 0 0 0 0 0 0 0 0 -Gm6277 1 0 0 1 1 0 0 0 -Gm6297 0 0 0 2 0 0 2 0 -Gm6300 0 0 0 0 0 0 0 0 -Gm6307 0 6 6 29 0 0 2 9 -Gm6313 0 2 1 8 0 0 0 4 -Gm6329 0 0 0 0 0 0 0 0 -Gm6367 0 0 0 0 0 0 0 0 -Gm6402 0 0 0 0 0 0 0 0 -Gm6416 0 0 0 0 0 0 0 0 -Gm6455 0 0 0 0 0 0 0 0 -Gm6498 1 0 0 0 0 1 0 0 -Gm6524 0 0 0 0 0 0 0 0 -Gm6525 0 0 0 0 0 0 0 0 -Gm6548 0 1 0 0 0 2 0 0 -Gm6567 0 0 0 0 0 0 0 0 -Gm6568 0 0 0 0 0 2 0 0 -Gm6578 0 0 0 0 0 0 0 0 -Gm6602 0 0 0 0 0 0 0 0 -Gm6607 0 0 0 0 0 0 0 0 -Gm6623 0 0 0 0 0 0 0 0 -Gm6634 0 0 0 0 0 0 0 0 -Gm6639 0 0 0 0 0 0 0 0 -Gm6642 0 0 0 0 0 0 0 0 -Gm6644 0 1 0 0 1 0 0 0 -Gm6654 0 0 0 0 0 0 0 0 -Gm6682 0 0 0 0 0 0 0 0 -Gm6756 0 0 0 0 0 0 0 0 -Gm6787 0 0 0 0 0 0 0 0 -Gm6793 4 0 1 0 0 1 0 0 -Gm6815 0 0 0 0 0 0 0 0 -Gm6936 0 0 0 0 0 0 0 0 -Gm6938 0 0 0 0 0 0 0 0 -Gm6981 3 1 0 0 0 1 3 0 -Gm6994 0 0 0 0 0 0 0 0 -Gm7008 1 0 0 0 0 1 0 0 -Gm7056 0 0 0 0 0 0 0 0 -Gm7104 0 0 0 0 0 0 0 0 -Gm7134 0 0 0 0 0 0 0 0 -Gm7271 0 0 0 0 0 0 0 0 -Gm7334 0 0 0 0 0 0 0 0 -Gm7337 0 0 0 0 0 0 0 0 -Gm7367 2 1 0 1 0 1 0 0 -Gm7444 0 0 0 0 0 0 0 0 -Gm7457 0 0 0 0 0 0 0 0 -Gm7538 0 0 0 0 0 0 0 0 -Gm7550 0 0 0 0 0 0 0 0 -Gm7854 8 1 2 1 7 1 3 0 -Gm7904 0 0 0 0 0 0 0 0 -Gm7977 0 0 0 0 0 0 0 0 -Gm805 0 0 0 1 0 0 0 0 -Gm8096 0 0 0 0 0 0 0 0 -Gm8179 0 0 0 0 0 0 0 0 -Gm8221 0 0 0 0 0 0 0 0 -Gm8234 0 0 0 0 0 0 0 0 -Gm833 0 0 0 0 0 0 0 0 -Gm8363 0 0 0 0 0 0 0 0 -Gm839 0 0 0 0 0 0 0 0 -Gm8579 0 0 0 0 0 0 0 0 -Gm8580 0 0 0 0 0 0 0 0 -Gm8615 1 0 0 0 1 3 0 0 -Gm8633 0 0 0 0 0 0 0 0 -Gm8709 0 0 0 0 0 0 0 0 -Gm872 0 0 0 0 0 0 0 0 -Gm8773 0 0 0 0 0 0 0 0 -Gm8801 0 0 0 0 0 0 0 0 -Gm8883 4 0 0 0 0 10 2 0 -Gm8884 0 0 0 0 0 0 0 0 -Gm8979 0 0 0 0 0 0 0 0 -Gm8989 0 0 0 0 0 0 0 0 -Gm9054 1 0 0 1 0 0 0 0 -Gm9079 0 0 0 0 0 0 0 0 -Gm9159 0 0 0 0 0 0 0 0 -Gm9199 0 0 0 0 0 0 0 0 -Gm9696 0 0 0 0 0 0 0 0 -Gm9731 0 0 0 0 0 0 0 0 -Gm9767 0 0 0 0 0 0 0 0 -Gm9776 1 0 0 2 4 0 0 0 -Gm9833 0 0 0 0 0 0 0 0 -Gm9855 0 0 0 0 0 0 0 0 -Gm9866 0 0 0 0 0 0 0 0 -Gm9871 0 0 0 0 0 0 0 0 -Gm9895 1 1 0 0 1 4 1 0 -Gm9899 0 1 1 2 0 0 0 1 -Gm9920 2 0 0 0 1 2 1 0 -Gm9926 0 0 0 0 0 0 0 0 -Gm9958 0 0 0 0 0 0 0 0 -Gm9961 4 0 0 1 3 1 1 0 -Gm9962 0 0 0 0 0 0 0 0 -Gm9999 0 0 0 0 0 1 4 0 -Gnas 81 7 13 7 3 65 13 9 -Gnb5 2 1 0 0 0 0 0 0 -Gorasp2 4 0 0 2 1 14 2 1 -Gpr137b-ps 1 1 1 0 0 0 0 2 -Gpr19 0 0 0 0 1 0 0 0 -Gpx2-ps1 0 0 0 0 0 0 0 0 -Grip1 0 1 0 0 0 1 0 0 -Gsdmcl-ps 1 0 0 0 0 0 0 0 -Gt(ROSA)26Sor 3 3 9 1 0 4 3 3 -H19 0 1 1 0 1 0 3 0 -H2-K2 1 0 0 0 0 3 1 0 -H2-Q5 0 0 0 0 0 0 0 0 -H2-T10 1 0 0 1 0 3 0 0 -H2afy3 0 0 0 0 0 0 0 0 -Has2as 0 0 0 0 0 0 0 0 -Hdac10 0 0 0 0 0 18 0 0 -Hgd 55 0 1 0 4 71 6 0 -Hhatl 0 0 0 1 0 0 0 0 -Hmga2-ps1 0 0 0 0 0 0 0 0 -Hmgb1-rs17 0 0 0 0 0 0 0 0 -Hotair 0 0 0 0 0 0 0 0 -Hoxa11as 0 0 0 0 0 0 0 0 -Hoxd11 0 0 0 0 0 0 0 0 -Hrh3 0 0 0 0 0 0 0 0 -Hsf4 9 0 1 1 2 2 2 0 -Hspa13 3 0 0 0 1 6 2 0 -Hyi 1 0 0 0 0 5 4 0 -I730028E13Rik 0 0 0 0 0 0 0 0 -I730030J21Rik 0 0 0 0 0 0 0 0 -Icmt 5 0 0 1 0 8 0 0 -Igf2as 0 0 0 0 0 0 0 0 -Il15ra 18 2 0 6 14 34 4 0 -Il4 0 0 0 0 0 0 0 0 -Ippk 5 1 2 1 0 4 1 1 -Ipw 0 0 1 1 0 0 0 0 -Irf3 3 1 0 0 0 1 0 0 -Jmjd4 2 1 1 0 1 7 3 0 -Jpx 1 0 0 2 2 6 1 0 -Kat5 1 0 1 0 4 5 0 1 -Kcnj15 0 0 0 0 0 0 0 0 -Kcnk2 4 1 0 0 0 0 1 1 -Kcnq1ot1 7 1 0 0 0 5 1 2 -Kctd18 0 0 0 0 0 0 0 0 -Khdrbs1 1 0 0 1 0 2 1 1 -Kif4-ps 0 0 0 0 0 0 0 0 -Kis2 0 0 0 0 2 0 0 0 -Klc2 1 0 0 0 2 1 0 1 -Klk1b7-ps 0 0 0 0 0 0 0 0 -Klra13-ps 0 0 0 0 0 0 0 0 -Klrb1-ps1 0 0 0 0 0 0 0 0 -Klrb1f 0 0 0 0 0 0 0 0 -Krit1 1 1 1 1 0 1 0 0 -Krt74 0 0 0 0 0 0 0 0 -LOC100043315 0 0 0 0 0 0 0 1 -LOC100503496 0 0 0 0 0 2 1 0 -LOC100504039 0 0 0 0 0 0 0 0 -LOC100504703 0 0 0 0 0 0 0 0 -LOC101243624 0 0 0 0 0 0 0 0 -LOC101410165 0 1 0 0 0 1 0 0 -LOC106740 0 0 0 0 0 0 0 0 -LOC171588 0 0 0 0 0 0 0 0 -Ldha 9 1 4 4 2 12 10 1 -Lilra6 0 0 0 0 0 0 0 0 -Lins 0 0 0 0 0 3 1 0 -Lmf1 4 1 3 1 0 3 0 1 -Lrp8 0 2 0 0 0 0 0 0 -Lrrc28 12 0 2 0 2 40 2 2 -Lrrc57 0 0 0 1 0 1 4 0 -Lrrtm4 0 0 0 0 0 0 0 0 -Luc7l 12 0 4 2 0 16 2 0 -Ly9 0 0 0 0 0 0 0 0 -Lypd6 0 2 1 0 0 0 0 0 -Mageb16-ps1 0 0 0 0 0 0 0 0 -Magix 0 0 0 1 1 3 0 0 -Malat1 167 36 41 25 9 201 31 50 -Map1lc3a 6 1 0 2 0 9 0 3 -March2 14 4 2 0 0 12 2 2 -Marcksl1-ps4 0 0 0 0 0 1 0 0 -Mcpt-ps1 0 0 0 0 0 0 0 0 -Mdp1 1 0 0 1 0 2 0 2 -Mea1 3 1 0 1 2 4 2 0 -Meg3 0 4 4 4 0 0 0 0 -Mgarp 0 0 0 0 0 0 0 0 -Miat 0 0 0 0 0 0 0 0 -Milr1 0 0 0 0 0 2 0 0 -Minos1 11 1 2 3 1 1 3 0 -Mipep 4 1 2 1 0 6 0 0 -Mir100 693 2238 1520 1200 566 268 603 1749 -Mir101a 3053 1460 1381 4974 2064 3015 2188 1557 -Mir101b 17063 635 544 1984 11066 16253 10901 573 -Mir101c 1 0 0 1 0 2 1 0 -Mir103-1 4 0 0 3 3 3 1 0 -Mir103-2 17 7 6 9 10 13 15 4 -Mir105 0 0 0 0 0 0 0 0 -Mir106a 0 0 0 0 2 0 0 0 -Mir106b 181 101 84 348 113 148 137 118 -Mir107 1034 175 112 413 641 704 622 142 -Mir10a 70833 35173 68923 40444 59554 43045 70877 46830 -Mir10b 3002 34668 54096 51870 1080 1189 1777 49658 -Mir1186 0 0 0 0 0 0 0 0 -Mir1186b 0 0 0 0 0 0 0 0 -Mir1187 0 0 0 0 0 0 0 0 -Mir1188 0 0 0 0 0 0 0 0 -Mir1190 0 0 0 0 0 0 0 0 -Mir1191 17 0 1 1 0 10 4 1 -Mir1192 0 0 0 0 0 0 0 0 -Mir1193 1 1 0 0 0 0 0 1 -Mir1195 37 9 6 11 17 41 12 11 -Mir1196 0 0 0 0 0 3 0 1 -Mir1197 0 0 0 0 0 0 0 0 -Mir1198 12 1 1 3 2 16 6 2 -Mir1199 1 3 1 4 1 0 0 1 -Mir1224 0 0 0 0 0 0 0 0 -Mir122a 29767 12 7 27 24233 11911 24463 8 -Mir1247 38 27 15 29 54 42 67 28 -Mir1249 19 39 39 52 29 9 16 37 -Mir124a-1 0 0 0 0 0 0 0 0 -Mir124a-2 0 0 0 0 0 0 0 0 -Mir124a-3 0 0 0 0 0 0 0 0 -Mir1251 0 0 0 0 0 0 0 0 -Mir125a 2326 7567 7389 7258 1696 731 1947 8953 -Mir125b-1 30 131 92 190 18 6 23 119 -Mir125b-2 156 771 591 1284 149 60 133 693 -Mir126 47368 70166 59307 88603 32811 17742 39170 65553 -Mir1264 0 0 0 0 0 0 0 0 -Mir127 2961 2178 2096 2262 1398 474 776 2284 -Mir128-1 19 116 82 175 20 14 24 77 -Mir128-2 0 5 0 18 1 0 1 10 -Mir129-1 1 0 0 0 1 2 0 0 -Mir129-2 0 0 0 1 0 0 0 0 -Mir1298 0 0 0 0 0 0 0 0 -Mir1306 4 1 1 6 2 2 2 2 -Mir130a 1969 1056 835 1976 1464 1104 1659 985 -Mir130b 18 18 13 27 14 8 23 14 -Mir132 38 136 125 329 22 30 28 149 -Mir133a-1 0 16 11 25 0 0 0 8 -Mir133a-2 0 1 0 1 0 0 0 0 -Mir133b 0 32 26 77 0 0 0 24 -Mir134 7 2 6 10 7 0 0 8 -Mir135a-1 1 0 0 0 0 0 0 0 -Mir135a-2 0 0 0 0 0 0 0 0 -Mir135b 0 1 0 0 0 0 0 1 -Mir136 132 80 76 300 36 13 27 89 -Mir137 13 0 0 0 8 2 6 0 -Mir138-1 0 1 0 2 0 0 0 0 -Mir138-2 0 1 0 1 0 0 0 0 -Mir139 103 79 69 217 66 74 63 80 -Mir140 1287 1205 988 3410 801 1109 831 1164 -Mir141 483 22 17 15 120 43 119 16 -Mir142 4349 1888 1187 2574 2290 1519 4278 1577 -Mir143 89792 228272 227298 428463 57040 70208 65791 232955 -Mir143hg 90501 229566 228498 430054 57480 70435 66297 234533 -Mir144 723 3833 2417 1050 468 333 1107 3778 -Mir145 705 1294 1200 1591 440 227 505 1577 -Mir146 2127 1901 1694 2555 1377 781 1758 1724 -Mir146b 0 1 1 0 0 0 0 0 -Mir147 1 0 1 1 0 0 1 0 -Mir148a 258578 26191 24636 39859 177349 256441 193465 25878 -Mir148b 1805 1070 970 1998 1321 1056 1482 1001 -Mir149 25 1399 1123 2295 9 8 16 1289 -Mir150 286 844 685 1193 99 78 170 874 -Mir152 340 255 216 670 226 206 211 274 -Mir153 0 31 32 36 0 0 1 40 -Mir154 2 2 0 6 3 0 0 5 -Mir155 14 83 79 192 3 8 9 75 -Mir15a 770 294 256 774 568 233 703 285 -Mir15b 163 121 97 231 101 87 153 111 -Mir16-1 95 39 34 87 71 50 76 47 -Mir16-2 17 18 11 26 18 9 23 11 -Mir17 96 55 36 122 63 51 76 35 -Mir17hg 32320 7428 6690 16161 24182 24856 25904 7910 -Mir18 7 7 7 8 9 4 13 7 -Mir181a-1 17 76 61 241 14 10 11 76 -Mir181a-2 78 475 398 1155 69 115 82 445 -Mir181b-1 0 5 4 5 0 0 0 5 -Mir181b-2 2 18 17 88 1 5 4 19 -Mir181c 567 3488 3113 11824 366 384 427 3436 -Mir181d 60 416 340 771 42 46 38 426 -Mir182 1655 49 26 54 879 3409 1075 42 -Mir183 156 12 2 4 71 181 130 7 -Mir1839 301 114 75 416 183 244 226 96 -Mir184 4 55 41 90 0 2 2 53 -Mir1843 524 146 133 452 386 589 431 121 -Mir1843b 272 148 109 300 196 335 243 137 -Mir185 31 39 24 161 23 16 16 21 -Mir186 2037 2945 2416 4145 1434 738 1809 2711 -Mir187 10 8 6 14 19 5 7 13 -Mir188 5 6 8 7 5 0 2 8 -Mir1892 0 0 0 1 0 1 0 0 -Mir1893 0 0 0 0 0 0 0 0 -Mir1894 0 0 0 0 0 0 0 0 -Mir1895 0 0 0 0 0 0 0 0 -Mir1896 0 0 0 0 0 0 0 0 -Mir1897 0 0 0 0 0 0 0 0 -Mir1898 0 0 0 0 0 0 0 0 -Mir1899 0 0 0 0 0 0 0 0 -Mir18b 0 0 0 0 0 0 0 0 -Mir190 10 20 19 65 9 5 10 25 -Mir1900 0 0 0 0 0 0 0 0 -Mir1901 0 0 0 0 0 0 0 0 -Mir1902 0 0 0 0 0 0 0 0 -Mir1903 0 0 0 0 0 0 0 0 -Mir1904 0 0 0 0 0 0 0 0 -Mir1905 0 0 0 0 0 0 0 0 -Mir1906-1 0 0 0 0 0 0 0 0 -Mir1906-2 0 0 0 0 0 0 0 0 -Mir1907 0 1 0 0 0 0 0 0 -Mir190b 0 2 3 8 1 0 1 4 -Mir191 22730 26548 23372 22481 18726 13095 22490 25448 -Mir1912 0 0 0 0 0 0 0 0 -Mir192 662133 3214 3163 6029 490327 630849 526600 3252 -Mir1928 0 0 0 0 0 0 0 0 -Mir1929 0 0 2 1 0 0 0 1 -Mir193 167 2 2 4 101 61 83 1 -Mir1930 0 0 0 0 0 0 0 0 -Mir1931 0 0 0 0 0 0 0 0 -Mir1932 0 0 0 0 0 0 0 0 -Mir1933 2 6 2 14 0 0 1 1 -Mir1934 2 3 1 3 0 0 0 0 -Mir1935 0 0 0 0 0 1 1 0 -Mir1936 0 0 0 0 0 0 0 0 -Mir1938 0 1 0 2 0 0 0 1 -Mir193b 8 55 45 93 4 9 8 38 -Mir194-1 220 6 13 8 160 81 141 6 -Mir194-2 1316 19 15 20 865 439 880 16 -Mir1940 2 1 1 1 1 1 1 1 -Mir1941 0 0 0 0 0 0 0 1 -Mir1942 0 0 0 0 0 0 0 0 -Mir1943 8 41 39 63 8 4 15 37 -Mir1945 2 0 1 0 0 1 1 0 -Mir1946a 0 0 0 0 0 0 0 0 -Mir1946b 2 1 1 1 0 4 3 3 -Mir1947 15 22 28 29 15 6 13 18 -Mir1948 869 2 2 3 648 259 617 4 -Mir1949 0 1 1 0 0 0 0 3 -Mir195 158 775 692 1238 112 75 120 792 -Mir1950 28 0 2 1 4 39 3 1 -Mir1951 0 0 0 0 0 0 0 0 -Mir1952 0 0 0 0 0 0 0 0 -Mir1953 0 0 0 0 0 0 0 0 -Mir1954 0 0 0 0 0 0 1 0 -Mir1955 3 1 0 0 1 1 1 0 -Mir1956 0 0 0 0 0 0 0 0 -Mir1957 0 0 0 0 0 0 0 0 -Mir1958 0 0 0 0 0 0 0 0 -Mir1960 0 6 7 15 0 1 1 6 -Mir1961 0 0 0 0 0 0 0 0 -Mir1962 0 0 0 0 0 0 0 0 -Mir1963 0 0 0 0 0 0 0 0 -Mir1964 9 22 13 19 11 8 13 10 -Mir1965 0 1 0 1 2 0 0 1 -Mir1966 2 0 1 3 1 1 0 0 -Mir1967 0 0 0 0 0 0 0 0 -Mir1968 11 0 0 4 4 8 5 1 -Mir1969 0 0 0 0 0 0 0 0 -Mir196a-1 0 0 0 0 0 0 0 0 -Mir196a-2 0 0 0 0 0 0 0 0 -Mir196b 0 2 0 2 1 0 2 3 -Mir1970 1 0 0 0 0 6 0 0 -Mir1971 0 0 0 0 0 0 0 0 -Mir1981 81 27 18 32 42 23 54 18 -Mir1982 3 0 4 1 4 2 2 1 -Mir1983 0 30 15 28 0 0 0 28 -Mir199a-1 4 3 0 2 2 4 3 0 -Mir199a-2 8 61 50 131 10 3 11 78 -Mir199b 4 73 64 143 1 0 4 81 -Mir19a 66 15 14 26 24 35 36 7 -Mir19b-1 1 0 1 0 1 0 0 0 -Mir19b-2 5 0 1 1 1 2 3 0 -Mir1a-1 0 4 5 24 0 0 0 9 -Mir1a-2 0 2 1 16 0 0 1 3 -Mir1b 0 2 1 16 0 0 1 3 -Mir200a 130 0 0 1 53 33 47 0 -Mir200b 496 4 0 3 164 66 155 0 -Mir200c 24 1 1 5 3 2 5 2 -Mir201 0 5 15 28 0 0 0 15 -Mir202 0 0 0 0 0 0 0 0 -Mir203 1919 231 243 500 1276 993 1349 228 -Mir204 5 571 549 923 2 1 9 541 -Mir205 9 0 0 0 2 0 2 0 -Mir206 0 0 0 2 0 0 2 1 -Mir207 0 0 0 0 0 0 0 0 -Mir208a 0 1060 956 1693 0 0 1 928 -Mir208b 1 2049 1647 8904 0 0 0 2155 -Mir20a 100 46 44 193 55 41 101 63 -Mir20b 2 0 1 1 0 0 0 0 -Mir21 66353 4621 3603 12563 44582 43237 50530 3631 -Mir210 70 81 45 244 20 37 36 59 -Mir211 1 0 0 1 3 1 0 0 -Mir212 13 54 34 74 4 4 14 35 -Mir2136 0 0 0 0 0 0 0 0 -Mir2137 1 2 0 0 0 0 0 3 -Mir214 45 181 163 358 26 17 29 229 -Mir215 56 207 230 393 31 28 36 201 -Mir216a 0 0 0 0 0 0 0 0 -Mir216b 0 0 0 0 0 0 0 0 -Mir217 0 0 0 1 0 0 0 0 -Mir218-1 0 1 1 3 0 0 0 2 -Mir218-2 0 0 0 2 0 0 0 1 -Mir219-1 20 6 4 21 10 7 14 8 -Mir219-2 0 1 0 0 0 0 0 0 -Mir22 264828 200828 157532 497412 178009 71407 194665 186766 -Mir221 781 737 612 1686 382 371 486 604 -Mir222 252 234 166 588 146 122 147 185 -Mir223 119 98 109 214 103 53 139 93 -Mir22hg 264833 200829 157535 497415 178026 71418 194669 186766 -Mir23a 435 1934 1611 3561 229 218 327 1803 -Mir23b 1523 2741 2199 5277 757 611 734 2545 -Mir24-1 5 33 26 69 7 6 4 39 -Mir24-2 162 644 462 1374 127 65 140 496 -Mir25 2953 1818 1415 3508 2037 3417 2635 1810 -Mir26a-1 46 46 25 66 35 13 33 38 -Mir26a-2 17 10 3 31 29 11 22 8 -Mir26b 9835 3591 3120 8413 6687 4515 7017 3488 -Mir27a 949 4009 3588 7668 628 400 760 3884 -Mir27b 49450 96357 77514 215408 34471 24893 34934 92281 -Mir28 0 0 0 0 0 0 0 0 -Mir2861 0 0 0 0 0 0 0 0 -Mir28b 0 0 0 0 0 0 0 0 -Mir28c 0 0 0 0 0 0 0 0 -Mir290 1 0 0 0 0 1 0 0 -Mir291a 10 0 0 0 8 4 2 0 -Mir291b 0 0 0 0 0 0 0 0 -Mir292 25 0 0 0 8 1 7 0 -Mir293 0 0 0 0 0 0 0 0 -Mir294 1 0 0 0 0 1 2 0 -Mir295 0 0 0 0 0 2 1 0 -Mir296 3 1 0 3 0 1 0 3 -Mir297-1 0 0 0 0 0 0 0 0 -Mir297-2 11 5 1 3 6 16 4 1 -Mir297a-3 0 5 3 12 0 1 4 7 -Mir297a-4 0 0 0 0 0 0 0 0 -Mir297b 0 0 0 0 0 0 0 0 -Mir297c 0 7 6 0 0 0 0 3 -Mir298 1 6 2 20 0 1 0 7 -Mir299 7 7 5 12 4 2 3 3 -Mir29a 4905 3937 3452 8384 3490 1455 3626 3832 -Mir29b-1 0 1 3 1 4 1 0 0 -Mir29b-2 5 3 5 15 0 2 5 6 -Mir29c 1073 655 578 1463 624 245 733 667 -Mir300 53 22 18 72 20 2 6 29 -Mir301 196 329 266 665 120 88 155 300 -Mir301b 3 4 2 1 2 1 0 1 -Mir302a 0 0 0 0 0 0 0 0 -Mir302b 0 0 0 0 0 0 0 0 -Mir302c 0 0 0 0 0 0 0 0 -Mir302d 0 0 0 0 0 0 0 0 -Mir3057 21 37 42 54 25 9 12 44 -Mir3058 0 2 3 1 0 2 1 0 -Mir3059 0 0 0 0 0 0 0 0 -Mir3060 3 1 1 8 1 0 2 3 -Mir3061 12 11 19 33 10 3 11 20 -Mir3062 0 0 0 0 0 0 0 0 -Mir3063 0 0 0 0 0 0 0 0 -Mir3064 0 0 0 0 0 0 1 2 -Mir3065 61 62 54 90 52 13 53 84 -Mir3066 0 2 1 0 2 1 0 2 -Mir3067 0 0 0 0 0 0 0 0 -Mir3068 75 47 32 151 34 36 29 27 -Mir3069 4 1 0 0 0 2 2 0 -Mir3070a 0 0 0 0 0 0 0 0 -Mir3070b 0 0 0 0 0 0 0 0 -Mir3071 132 80 76 300 36 13 27 89 -Mir3072 0 0 0 0 0 0 0 0 -Mir3073 341 0 0 0 218 131 214 0 -Mir3074-1 5 33 26 69 7 6 4 39 -Mir3074-2 162 644 462 1374 127 65 140 496 -Mir3075 0 0 0 0 0 0 0 0 -Mir3076 2 2 2 9 0 0 1 1 -Mir3077 1 0 0 0 0 0 0 0 -Mir3078 0 0 0 0 0 0 0 0 -Mir3079 0 0 0 0 0 0 0 0 -Mir3081 0 0 1 0 0 0 0 2 -Mir3082 10 15 12 24 13 11 11 16 -Mir3083 0 0 0 1 0 0 0 0 -Mir3085 0 0 0 0 0 0 0 0 -Mir3086 2 2 2 5 0 1 1 2 -Mir3087 0 3 1 1 2 0 0 1 -Mir3088 0 0 0 0 0 0 0 0 -Mir3089 0 0 2 2 0 0 0 0 -Mir3091 0 0 0 2 0 0 0 0 -Mir3092 0 0 1 0 0 1 0 0 -Mir3093 0 0 0 0 0 0 0 0 -Mir3094 0 0 0 0 0 0 0 0 -Mir3095 0 1 0 1 0 0 0 0 -Mir3096 2 0 0 0 1 2 1 0 -Mir3096b 45 54 50 161 29 34 29 33 -Mir3097 0 0 0 2 0 0 0 0 -Mir3098 66 12 15 20 20 84 35 7 -Mir3099 0 0 0 0 0 0 0 0 -Mir30a 91372 54163 51417 115733 63661 65778 70304 53479 -Mir30b 1314 1218 1113 3381 702 447 673 1163 -Mir30c-1 79 101 89 201 51 35 61 115 -Mir30c-2 224 116 88 333 139 196 168 81 -Mir30d 16033 20818 18856 57546 10892 5850 11804 19931 -Mir30e 15854 23486 20880 76780 10732 5390 11456 22218 -Mir31 716 54 38 180 381 218 444 47 -Mir3100 0 0 0 4 0 0 0 0 -Mir3101 0 0 0 0 0 0 0 0 -Mir3102 0 23 14 29 1 0 1 19 -Mir3103 0 0 0 2 1 0 1 0 -Mir3104 0 0 0 0 0 0 0 0 -Mir3106 0 0 0 0 0 0 0 0 -Mir3107 789 2612 2768 3959 621 2005 1564 2555 -Mir3108 0 0 0 0 0 0 0 0 -Mir3109 0 0 1 0 0 0 0 1 -Mir3110 0 0 0 0 0 0 0 0 -Mir3112 0 0 0 0 0 0 0 0 -Mir32 48 19 13 55 36 29 46 28 -Mir320 182 182 165 643 106 80 113 180 -Mir322 261 1359 1130 2549 228 91 224 1232 -Mir323 0 0 0 0 0 0 0 0 -Mir324 10 42 30 98 5 16 15 32 -Mir325 0 0 0 0 0 0 0 0 -Mir326 28 12 12 34 13 17 11 17 -Mir328 304 399 274 549 151 125 194 366 -Mir329 0 2 3 7 2 0 1 3 -Mir33 36 4 8 17 16 10 22 5 -Mir330 25 31 27 70 16 17 19 26 -Mir331 49 54 40 98 35 17 23 43 -Mir335 138 185 203 286 101 72 138 195 -Mir337 7 10 7 14 5 0 2 5 -Mir338 61 62 54 90 52 13 53 84 -Mir339 144 38 37 105 87 71 65 52 -Mir340 1203 288 238 1058 738 1380 755 246 -Mir341 2 1 2 2 0 2 0 1 -Mir343 0 0 0 0 0 0 0 0 -Mir344 0 0 0 0 0 0 0 0 -Mir344-2 0 0 0 0 0 0 0 0 -Mir344b 0 0 0 1 0 0 0 0 -Mir344c 0 0 0 0 0 0 0 0 -Mir344d-1 0 0 0 0 0 0 0 0 -Mir344d-2 0 0 0 0 0 0 0 0 -Mir344d-3 0 0 0 0 0 0 0 0 -Mir344e 0 0 0 0 0 0 0 0 -Mir344f 0 0 0 0 0 0 0 0 -Mir344g 0 0 0 0 0 0 0 0 -Mir345 176 125 119 273 76 83 76 114 -Mir346 0 0 0 0 0 1 0 0 -Mir3470a 23 5 1 5 2 19 5 1 -Mir3470b 46 0 4 0 27 36 19 0 -Mir3471-1 56 57 56 162 30 39 32 37 -Mir3473 1 1 1 0 1 0 1 1 -Mir3473c 0 0 0 0 0 0 0 0 -Mir3473d 0 0 0 0 0 0 0 0 -Mir3474 0 0 0 0 0 0 0 0 -Mir3475 0 0 0 0 0 0 0 0 -Mir34a 12 25 27 61 6 10 11 28 -Mir34b 3 8 6 31 0 0 0 6 -Mir34c 5 30 21 611 2 6 3 37 -Mir350 26 36 17 57 8 8 7 13 -Mir351 729 848 687 1031 591 314 745 747 -Mir3572 0 0 0 1 0 0 0 0 -Mir362 40 15 9 34 26 5 26 14 -Mir363 4 0 2 0 0 1 6 0 -Mir365-1 0 0 0 0 0 0 0 0 -Mir365-2 10 0 0 4 4 4 3 0 -Mir367 0 0 0 0 0 0 0 0 -Mir369 5 1 1 10 4 0 2 3 -Mir370 0 0 0 0 0 0 0 1 -Mir374 76 28 27 32 32 37 49 42 -Mir374c 76 28 27 32 32 37 49 42 -Mir375 46 1 1 1 27 26 21 0 -Mir376a 0 1 1 1 0 0 1 1 -Mir376b 16 2 4 11 5 1 0 3 -Mir376c 2 0 0 0 0 0 1 0 -Mir377 0 1 0 1 2 0 0 4 -Mir378 138 608 565 1901 90 123 106 544 -Mir378b 0 0 3 5 0 0 0 0 -Mir379 20 24 23 51 7 5 4 19 -Mir380 1 1 0 0 0 0 0 1 -Mir381 60 28 27 71 20 24 15 18 -Mir382 2 1 1 4 1 1 1 1 -Mir383 0 0 0 1 0 0 0 0 -Mir384 0 1 0 2 0 0 0 1 -Mir3960 0 0 0 0 0 0 0 0 -Mir3962 0 0 0 0 0 0 0 0 -Mir3963 0 0 0 0 0 0 0 0 -Mir3964 0 0 0 0 0 0 0 0 -Mir3965 0 0 0 0 0 0 0 0 -Mir3966 0 0 0 0 0 0 0 0 -Mir3967 0 0 0 0 0 0 0 0 -Mir3968 0 1 0 0 0 1 0 0 -Mir3969 0 0 0 0 0 0 0 0 -Mir3970 0 0 0 0 0 0 0 0 -Mir3971 0 0 0 0 0 0 0 0 -Mir409 26 13 8 28 14 8 8 9 -Mir410 45 24 33 47 21 9 12 17 -Mir411 514 205 226 599 202 79 119 252 -Mir412 0 0 0 0 0 0 0 0 -Mir421 0 0 0 0 0 0 0 0 -Mir423 1203 665 425 1822 1016 351 983 532 -Mir425 308 139 111 323 234 95 246 127 -Mir429 265 3 1 3 82 41 101 3 -Mir431 9 6 5 12 1 0 0 3 -Mir432 0 0 0 0 0 0 0 0 -Mir433 0 1 2 5 0 0 0 9 -Mir434 162 66 56 161 65 13 44 56 -Mir448 0 0 0 0 0 0 0 0 -Mir449a 0 0 1 3 0 0 0 1 -Mir449b 0 0 0 0 0 0 0 0 -Mir449c 0 0 1 0 0 0 0 0 -Mir450-1 0 0 0 0 0 0 0 0 -Mir450-2 0 0 0 0 0 0 2 0 -Mir450b 17 34 27 67 19 4 14 23 -Mir451 3346 2299 1479 5278 2093 2330 4863 2146 -Mir452 0 0 0 1 0 0 0 0 -Mir453 0 0 0 0 0 0 0 0 -Mir455 235 23 18 60 197 107 237 18 -Mir463 2 0 0 0 3 1 1 0 -Mir465 3 0 0 0 1 0 0 0 -Mir465b-1 0 0 0 0 0 0 0 0 -Mir465b-2 0 0 0 0 0 0 0 0 -Mir465c-1 0 0 0 0 0 0 0 0 -Mir465c-2 0 0 0 0 0 0 0 0 -Mir466 0 0 0 0 0 0 0 0 -Mir4660 7 1 3 1 0 10 1 3 -Mir466b-2 0 0 0 0 0 0 0 0 -Mir466b-3 0 0 0 0 0 0 0 0 -Mir466d 0 0 0 0 0 2 1 1 -Mir466f-1 0 1 1 0 0 0 0 0 -Mir466f-2 0 0 1 0 0 0 2 0 -Mir466f-3 53 2 1 3 4 63 6 2 -Mir466g 24 2 1 0 2 9 0 0 -Mir466h 0 0 0 0 0 0 0 0 -Mir466i 0 0 0 0 0 0 0 0 -Mir466n 23 3 1 0 4 28 1 4 -Mir467a-1 0 0 0 0 0 0 0 0 -Mir467a-10 0 0 0 0 0 0 0 0 -Mir467a-2 0 0 0 0 0 0 0 0 -Mir467a-3 0 0 0 0 0 0 0 0 -Mir467a-4 0 0 0 0 0 0 0 0 -Mir467a-5 0 0 0 0 0 0 0 0 -Mir467a-6 0 0 0 0 0 0 0 0 -Mir467a-7 0 0 0 0 0 0 0 0 -Mir467a-8 0 0 0 0 0 0 0 0 -Mir467a-9 0 0 0 0 0 0 0 0 -Mir467b 0 0 0 0 0 0 0 0 -Mir467c 12 1 0 1 3 14 3 1 -Mir467d 0 5 2 11 0 1 4 4 -Mir467e 0 0 0 0 0 0 0 0 -Mir467f 0 0 0 2 0 0 0 0 -Mir468 0 0 0 0 0 0 0 0 -Mir470 41 1 1 0 33 34 47 0 -Mir471 0 0 0 0 0 1 0 0 -Mir483 0 1 2 2 0 0 0 2 -Mir484 285 268 224 422 224 101 288 240 -Mir485 1 1 0 7 2 0 0 2 -Mir486 789 2612 2768 3959 621 2005 1564 2555 -Mir487b 0 0 1 2 0 0 1 0 -Mir488 1 26 6 34 1 1 0 9 -Mir489 0 0 0 0 0 0 0 0 -Mir490 3 353 311 750 1 0 1 322 -Mir491 0 1 1 1 0 1 1 0 -Mir493 0 1 0 0 0 0 0 0 -Mir494 0 0 0 0 0 0 0 1 -Mir495 1 1 2 2 0 0 0 1 -Mir496 4 2 0 2 2 0 2 1 -Mir497 66 198 182 195 47 27 48 200 -Mir499 0 869 730 4147 0 0 0 781 -Mir500 10 5 4 13 7 1 2 5 -Mir501 72 62 36 8 66 29 88 34 -Mir503 7 12 16 23 6 7 4 13 -Mir504 0 12 6 34 0 0 0 17 -Mir5046 0 0 0 0 0 0 0 0 -Mir505 3 2 1 1 2 2 4 1 -Mir509 0 0 0 0 0 0 0 0 -Mir5097 0 0 0 0 0 0 0 0 -Mir5098 0 0 0 0 0 0 0 0 -Mir5100 6 1 1 2 1 1 4 2 -Mir5101 0 0 0 1 0 0 0 0 -Mir5103 0 0 0 1 0 0 0 0 -Mir5104 0 0 0 0 0 0 0 0 -Mir5106 0 0 0 0 0 0 0 0 -Mir5107 1 0 0 1 0 0 1 0 -Mir5108 0 0 0 0 0 0 0 0 -Mir5109 548 29 12 106 40 478 46 23 -Mir511 57 7 9 16 35 19 36 4 -Mir5112 0 0 0 0 0 0 0 0 -Mir5113 2 1 0 1 0 2 1 1 -Mir5114 2 0 2 1 0 0 1 0 -Mir5115 0 0 0 0 0 0 0 0 -Mir5116 0 0 0 0 0 2 0 0 -Mir5117 22 11 21 39 16 14 7 23 -Mir5119 0 0 0 0 0 0 0 0 -Mir5120 0 0 0 0 0 0 0 0 -Mir5121 8 1 1 5 11 7 4 0 -Mir5122 6 3 2 2 4 1 4 3 -Mir5123 0 0 0 0 0 0 0 0 -Mir5124 0 0 0 0 0 0 0 0 -Mir5125 0 0 1 0 0 0 0 0 -Mir5126 0 0 0 0 0 0 0 0 -Mir5127 0 0 0 0 0 0 0 0 -Mir5128 7 0 0 2 0 8 1 2 -Mir5129 0 0 1 1 1 1 2 2 -Mir5130 0 0 0 1 0 1 0 0 -Mir5131 1 0 0 0 0 0 1 0 -Mir5132 0 0 0 1 0 0 1 1 -Mir5133 0 0 0 0 0 0 2 0 -Mir5134 0 0 0 0 0 0 0 0 -Mir5135 1 0 0 0 0 1 0 0 -Mir5136 0 0 0 0 0 0 0 0 -Mir532 612 227 235 434 332 528 384 258 -Mir539 0 0 0 0 0 0 0 0 -Mir540 4 2 4 8 2 0 0 5 -Mir541 483 121 124 320 188 48 123 146 -Mir542 20 23 32 75 15 23 15 22 -Mir543 0 0 1 0 0 0 0 0 -Mir544 0 0 0 0 0 0 0 0 -Mir546 0 0 0 0 0 0 0 0 -Mir547 0 15 8 10 0 0 0 9 -Mir551b 4 0 0 0 2 1 3 0 -Mir568 0 0 0 0 0 0 0 0 -Mir574 0 0 1 0 0 0 0 0 -Mir582 4 383 36 103 2 4 5 29 -Mir592 28 1 0 0 15 8 18 0 -Mir598 8 2 2 11 8 2 6 5 -Mir599 0 0 0 0 0 0 0 0 -Mir615 3 0 0 0 0 0 0 0 -Mir653 2 0 0 2 6 3 1 1 -Mir654 0 0 0 0 0 0 0 0 -Mir664 75 79 63 156 53 38 70 98 -Mir665 0 0 0 1 0 0 0 0 -Mir666 0 2 2 1 0 0 1 3 -Mir667 2 0 1 0 1 0 0 2 -Mir668 1 4 2 5 0 0 0 3 -Mir669a-1 3 2 0 2 2 1 1 3 -Mir669a-10 0 1 0 0 0 0 0 2 -Mir669a-11 0 1 0 0 0 0 0 2 -Mir669a-12 0 1 0 0 0 0 0 2 -Mir669a-2 0 0 0 0 0 0 0 0 -Mir669a-3 0 0 0 0 0 0 0 0 -Mir669a-4 0 1 0 0 0 0 0 2 -Mir669a-5 0 1 0 0 0 0 0 2 -Mir669a-6 0 1 0 0 0 0 0 2 -Mir669a-7 0 1 0 0 0 0 0 2 -Mir669a-8 0 1 0 0 0 0 0 2 -Mir669a-9 0 1 0 0 0 0 0 2 -Mir669b 0 0 2 1 0 0 0 0 -Mir669c 0 0 0 0 0 0 0 0 -Mir669e 2 0 1 1 1 4 4 0 -Mir669g 0 0 0 0 0 0 0 0 -Mir669h 0 0 0 0 0 0 0 1 -Mir669i 0 0 0 0 0 0 0 0 -Mir669j 0 0 0 0 0 0 0 0 -Mir669k 0 0 0 0 0 0 0 0 -Mir669m-1 0 0 3 0 0 0 0 0 -Mir669m-2 0 0 0 0 0 0 0 0 -Mir669p-1 0 1 0 0 0 0 0 2 -Mir669p-2 0 1 0 0 0 0 0 2 -Mir670 0 0 0 0 0 0 0 0 -Mir671 169 83 61 161 157 137 149 56 -Mir672 2 0 0 1 0 0 0 2 -Mir673 6 8 6 11 3 4 3 10 -Mir674 25 69 44 132 22 11 37 52 -Mir675 0 1 1 0 0 0 0 0 -Mir676 188 146 100 364 136 143 148 138 -Mir677 14 16 12 17 6 11 12 6 -Mir678 0 0 0 0 0 0 0 0 -Mir679 0 0 0 0 2 0 0 1 -Mir680-2 50 2 6 4 17 45 9 1 -Mir680-3 0 0 0 0 0 0 0 0 -Mir681 0 0 0 0 0 0 0 0 -Mir682 0 0 0 0 0 0 0 0 -Mir683-1 0 0 0 0 0 0 0 0 -Mir683-2 0 0 0 0 0 0 0 0 -Mir684-1 0 0 0 0 0 0 0 0 -Mir684-2 0 0 0 0 0 0 0 0 -Mir686 0 0 0 0 0 0 0 0 -Mir687 0 0 0 0 0 0 0 0 -Mir688 1 0 0 0 0 0 0 0 -Mir690 0 0 0 0 0 0 0 0 -Mir691 0 0 0 0 0 0 0 0 -Mir692-1 0 0 0 0 0 0 0 1 -Mir693 0 0 0 0 0 0 0 0 -Mir694 0 0 0 1 0 0 0 0 -Mir695 0 0 0 0 0 0 0 0 -Mir697 0 0 0 0 0 0 0 0 -Mir698 0 0 0 0 0 0 0 0 -Mir7-1 10 13 10 17 12 10 13 11 -Mir7-2 0 0 0 0 0 0 0 0 -Mir700 5 32 51 31 6 2 10 40 -Mir701 0 2 2 0 0 0 0 0 -Mir702 3 2 1 4 0 2 0 0 -Mir703 0 0 0 0 0 0 0 0 -Mir704 2 0 0 0 1 2 2 0 -Mir705 0 0 0 0 0 0 0 0 -Mir706 0 0 0 0 0 0 0 0 -Mir707 0 0 0 0 0 0 0 0 -Mir708 1 6 0 7 1 0 0 1 -Mir709 0 0 0 0 0 0 0 0 -Mir710 0 0 0 0 0 0 0 0 -Mir711 0 0 0 0 0 0 0 0 -Mir713 0 0 0 0 0 0 0 0 -Mir717 0 0 0 0 0 0 0 0 -Mir718 0 0 0 0 0 0 0 0 -Mir719 0 0 0 0 0 0 0 0 -Mir721 0 0 0 0 0 0 0 0 -Mir741 10 0 0 0 11 4 10 1 -Mir742 0 0 0 0 0 0 0 0 -Mir743 1 0 0 0 0 0 0 0 -Mir743b 3 0 0 0 1 1 2 0 -Mir744 439 148 132 510 320 187 322 117 -Mir758 0 1 0 0 2 0 0 0 -Mir759 0 0 0 0 0 0 0 0 -Mir760 1 0 1 0 0 0 0 0 -Mir761 0 0 0 0 0 0 0 0 -Mir762 0 0 0 0 0 0 0 0 -Mir764 0 0 0 0 0 0 0 0 -Mir767 0 0 0 0 0 0 0 0 -Mir770 0 0 0 0 0 0 0 0 -Mir7b 0 0 0 1 0 0 0 0 -Mir802 552 0 0 0 401 209 352 0 -Mir804 0 0 0 0 0 0 0 0 -Mir871 82 3 1 1 81 29 93 0 -Mir872 182 72 66 164 124 65 118 68 -Mir873 0 1 0 0 0 0 0 0 -Mir874 77 45 46 39 66 36 87 43 -Mir875 0 0 0 0 0 0 0 0 -Mir876 0 0 0 0 0 0 0 0 -Mir877 6 3 4 5 7 1 11 8 -Mir878 3 0 0 0 1 5 4 0 -Mir879 3 3 1 6 1 2 1 2 -Mir880 0 0 0 0 0 1 3 0 -Mir881 14 0 0 0 8 13 29 0 -Mir882 0 0 0 0 0 0 0 0 -Mir883a 1 0 0 0 0 0 0 0 -Mir883b 0 0 0 0 0 0 0 0 -Mir9-1 0 0 0 0 0 0 0 0 -Mir9-2 0 0 0 0 0 0 0 0 -Mir9-3 0 0 0 0 0 0 0 0 -Mir92-1 32320 7428 6690 16161 24182 24855 25904 7910 -Mir92-2 766 275 195 274 524 307 655 242 -Mir92b 50 32 27 60 12 9 14 33 -Mir93 1530 647 480 1397 939 691 1194 602 -Mir96 10 0 0 0 6 1 7 0 -Mir98 542 407 354 1512 256 305 374 390 -Mir99a 1194 4059 3196 2976 937 468 1037 3708 -Mir99b 2542 10307 6673 2801 2017 1131 2339 7276 -Mira 0 0 0 0 0 0 0 0 -Mirg 565 164 166 414 234 65 147 185 -Mirlet7a-1 83 29 24 89 58 36 68 32 -Mirlet7a-2 35 12 12 37 17 15 18 12 -Mirlet7b 1276 1343 1028 2983 786 655 812 1129 -Mirlet7c-1 74 69 51 151 41 45 50 55 -Mirlet7c-2 154 75 72 218 88 75 97 82 -Mirlet7d 2117 2083 1725 5400 1315 797 1470 1940 -Mirlet7e 114 233 160 648 76 64 85 196 -Mirlet7f-1 107 97 74 205 78 79 69 70 -Mirlet7f-2 2424 746 670 3360 1668 2325 2093 747 -Mirlet7g 7561 2760 2343 10488 4736 2670 5047 2547 -Mirlet7i 2525 3013 2408 9794 1507 2235 1991 2769 -Mllt10 22 4 4 2 4 26 10 4 -Mospd4 0 0 0 0 0 0 0 0 -Mphosph9 4 0 0 0 1 0 1 1 -Mrpl15 4 1 2 1 1 4 1 2 -Mrpl48 3 2 1 0 1 1 3 0 -Msx1as 0 0 0 0 0 0 0 0 -Mtag2 0 0 0 0 0 0 0 0 -Mtf2 9 1 0 3 0 1 0 1 -Mtfr1 10 0 1 1 2 22 4 0 -Mthfr 1 0 0 1 0 1 0 0 -Mtmr2 20 67 71 276 15 43 27 61 -Mug-ps1 24 0 0 0 0 7 0 0 -Mvd 0 0 0 0 0 0 0 0 -Mx1 0 0 0 0 0 0 0 0 -Mx2 0 0 0 0 0 0 0 0 -Myeov2 3 0 0 1 0 1 0 0 -Nagpa 6 1 0 1 5 7 4 0 -Ncaph2 14 1 0 0 5 16 1 2 -Ncrna00086 0 0 0 0 0 0 0 0 -Nctc1 0 1 0 0 0 0 0 0 -Ndufs6 3 0 0 1 0 5 0 1 -Neat1 21 5 7 4 1 14 7 6 -Nespas 0 1 0 0 0 0 0 0 -Ngrn 1 0 1 0 1 0 1 0 -Nip7 0 0 0 0 0 3 0 0 -Nkx2-2as 0 0 0 0 0 0 0 0 -Nkx6-2 0 1 2 1 1 0 0 0 -Nlrp1c-ps 0 0 0 0 0 0 0 0 -Nlrp5-ps 5 0 0 0 1 25 3 0 -Nnt 35 11 10 7 0 44 6 8 -Nol8 6 0 0 2 0 4 0 2 -Npff 0 0 0 0 0 0 0 0 -Nphs1as 0 0 0 0 0 0 0 0 -Npm3-ps1 0 0 0 0 0 0 0 0 -Nron 0 0 0 0 0 0 0 0 -Nt5c2 7 1 0 3 3 11 0 1 -Numb 20 4 2 6 8 30 8 2 -Nup88 3 1 1 3 0 7 0 0 -Nutf2-ps1 0 0 0 1 0 1 0 0 -Oas1b 0 0 1 0 0 2 0 0 -Oaz1-ps 5 2 6 2 11 7 4 4 -Olfr1077-ps1 0 0 0 0 0 0 0 0 -Olfr1300-ps1 0 0 0 0 0 0 0 0 -Olfr1372-ps1 0 0 0 0 0 0 0 0 -Olfr29-ps1 0 0 0 0 0 0 0 0 -Olfr421-ps1 0 0 0 0 0 0 0 0 -Olfr75-ps1 0 0 0 0 0 0 0 0 -Olfr856-ps1 0 0 0 1 0 1 0 0 -Olfr947-ps1 0 0 0 0 0 0 0 0 -Oprl1 0 0 0 0 0 0 0 0 -Orc4 1 2 0 1 1 4 0 0 -Orc6 1 1 0 0 1 1 1 0 -Osbpl1a 9 0 2 1 1 36 0 3 -Otub2 0 0 0 0 0 2 1 0 -Otx2os1 1 0 1 0 0 0 0 0 -Oxsr1 9 1 1 1 0 10 1 1 -Pafah1b1 8 3 3 2 0 16 4 4 -Parp6 8 0 2 4 0 8 2 0 -Patz1 0 0 0 2 0 0 0 0 -Pax6os1 0 0 0 0 0 0 0 0 -Pcdh11x 2 0 0 0 0 0 0 0 -Pdxk-ps 0 0 0 0 0 0 0 0 -Pea15b 0 0 0 0 0 0 0 0 -Peg13 3 0 1 1 0 4 0 2 -Peg3as 0 0 0 0 0 0 0 0 -Pex11b 4 0 0 2 0 4 0 0 -Pex16 12 0 0 1 2 7 8 0 -Pfkfb2 3 1 3 3 0 8 1 2 -Pglyrp2 12 0 0 0 0 15 0 0 -Phc1 0 0 0 0 0 1 0 0 -Phf21b 0 0 1 0 0 0 0 0 -Phxr4 0 0 0 0 0 0 0 0 -Phyhd1 5 0 0 0 1 12 2 0 -Pinc 0 1 0 1 0 0 0 1 -Pisd-ps1 0 0 0 0 0 0 0 0 -Pisd-ps2 0 0 0 1 0 0 0 0 -Pisd-ps3 4 1 1 2 0 5 2 0 -Pitpnm1 1 0 0 0 0 0 0 0 -Pknox1 6 0 0 0 2 7 1 0 -Pla2g2a 0 0 0 0 0 0 0 0 -Plcxd1 1 0 0 1 0 0 0 0 -Pldi 0 0 0 0 0 0 0 0 -Plk4 0 0 0 0 0 1 0 0 -Plscr3 1 0 1 1 1 0 0 0 -Pnpla2 10 4 1 1 1 8 5 2 -Polg2 0 0 0 0 2 2 0 0 -Ppargc1a 3 1 2 3 0 8 1 0 -Ppifos 3 0 0 2 0 6 0 4 -Ppp1r12b 0 0 2 0 0 1 0 0 -Ppp1r2-ps3 0 0 0 0 0 0 0 0 -Ppp1r2-ps7 0 0 0 0 0 0 0 0 -Ppp1r2-ps9 0 0 0 0 0 0 0 0 -Ppp2r2b 0 0 1 0 0 0 0 1 -Ppp2r3d 2 0 0 0 0 0 0 0 -Ppp4r1l-ps 2 0 0 1 0 5 0 0 -Pradc1 0 0 1 0 2 4 0 0 -Pram1 0 0 0 0 0 1 0 0 -Prl8a6 0 0 0 0 0 0 0 0 -Prmt1 5 1 0 2 0 2 0 0 -Prmt6 2 0 0 0 1 0 0 0 -Proc 28 0 0 0 2 50 3 0 -Prr18 0 0 0 0 0 0 0 0 -Prr3 0 0 0 0 0 0 0 0 -Psg-ps1 0 0 0 0 0 0 0 0 -Psmd2 19 2 0 3 0 29 3 2 -Pum2 16 1 4 2 0 26 2 1 -Pvt1 2 1 0 0 1 2 1 1 -R74862 5 0 0 1 2 3 2 2 -Rabggtb 5253 774 579 1602 3493 3501 3690 643 -Rad51d 28 8 4 12 8 28 4 0 -Ralgps2 15 1 2 0 1 10 1 0 -Ranbp3 10 0 2 0 2 5 1 1 -Rasgrp4 0 0 1 0 0 0 0 0 -Raver1-fdx1l 12 0 0 2 0 15 2 1 -Rbbp8 4 2 0 0 2 8 0 2 -Rbm18 1 2 4 0 0 3 2 0 -Rbm7 2 2 0 3 0 5 2 0 -Rbmx 48 17 9 75 33 33 12 13 -Rcbtb2 9 0 2 1 1 10 3 3 -Rchy1 4 0 1 0 1 4 1 0 -Rdh18-ps 0 0 0 0 0 2 0 0 -Rgag4 0 0 0 0 0 0 0 0 -Rhno1 0 0 2 0 0 2 0 0 -Rian 17 12 5 29 6 7 2 10 -Rit1 4 1 1 0 0 2 0 0 -Rmi1 1 1 0 1 0 4 1 0 -Rmrp 601 278 192 679 452 220 484 272 -Rmst 1 1 5 0 0 1 0 2 -Rn4.5s 0 0 0 0 0 0 0 0 -Rn45s 126292 30052 33600 12266 20627 87267 20102 30198 -Rnf126 2 1 0 0 1 1 0 0 -Rnf44 32 2 2 2 0 46 4 0 -Rnu11 104 8 12 30 11 116 8 8 -Rnu12 93 8 8 11 5 66 13 8 -Rnu6 0 0 0 0 0 0 0 0 -Rnu7 0 0 0 0 0 0 0 0 -Rnu73b 18 2 3 3 2 8 5 3 -Rpl22 14 2 0 4 0 14 4 2 -Rplp2-ps1 0 0 0 0 0 1 0 1 -Rpph1 125 10 15 40 48 103 74 15 -Rprl1 0 0 0 0 0 0 0 0 -Rprl2 0 0 0 0 0 0 0 0 -Rprl3 5 1 1 0 0 0 1 0 -Rps15a-ps4 0 0 0 0 0 0 0 0 -Rps15a-ps6 0 0 0 0 0 0 0 0 -Rps19-ps3 0 0 0 0 0 0 0 0 -Rps27 1 0 0 0 0 0 2 0 -Rps4y2 0 0 0 0 1 1 0 0 -Rreb1 46 3 4 9 3 42 4 2 -Rtel1 1 0 1 0 0 2 0 0 -Rubie 0 0 0 0 0 0 0 0 -Runx2 0 3 2 5 3 0 1 4 -Samd7 0 0 0 1 0 0 0 0 -Sapcd1 0 1 0 0 0 0 0 0 -Scarna10 7 0 2 5 3 4 1 1 -Scarna13 4 1 0 0 0 2 3 0 -Scarna17 2377 331 306 398 1752 1971 1752 337 -Scarna2 9 2 0 8 0 6 5 2 -Scarna3a 272 148 109 300 196 337 243 137 -Scarna3b 525 146 134 452 386 589 431 121 -Scarna6 589 90 88 224 500 317 495 95 -Scarna8 0 0 1 2 2 1 3 0 -Scarna9 21 10 5 3 7 8 8 5 -Scgb2b23-ps 0 0 0 0 0 0 0 0 -Schip1 0 6 6 1 0 1 0 3 -Scnn1b 0 20 5 11 0 0 0 9 -Sec14l1 0 1 0 2 0 0 0 1 -Sec16b 22 0 0 1 0 31 3 0 -Sec23b 1 1 0 0 0 5 0 0 -Sema6c 0 0 0 0 3 0 0 0 -Senp2 3 0 0 0 0 5 0 0 -Serp2 0 0 2 0 0 0 0 1 -Serpina3h 0 0 0 0 0 0 0 0 -Serpina4-ps1 145 0 0 0 19 117 14 0 -Sfpq 11 3 3 2 0 20 2 1 -Sgsm1 0 0 0 0 2 2 0 0 -Sh2d3c 2 2 3 1 0 2 1 2 -Six3os1 0 0 0 0 0 0 0 8 -Slc12a4 3 0 2 1 1 1 0 0 -Slc22a13b-ps 0 0 0 0 0 1 0 0 -Slc25a43 0 4 0 0 0 0 0 0 -Slc25a44 22 2 1 3 3 33 11 2 -Slc2a4rg-ps 0 0 0 0 0 0 2 0 -Slc35c2 2 0 0 0 0 3 0 0 -Slfn10-ps 0 0 0 0 0 0 0 0 -Slx1b 0 0 0 0 0 3 0 0 -Smarca5-ps 0 0 0 0 0 0 0 0 -Smim4 1 0 1 0 0 0 0 1 -Smok4a 0 0 0 0 0 0 0 0 -Smpx 0 0 0 2 0 0 0 2 -Snapc4 1 0 0 1 0 7 0 0 -Snhg1 8185 2277 1889 5095 5790 6478 5840 2283 -Snhg10 4 1 0 0 0 2 3 0 -Snhg12 1273 233 180 1043 811 922 743 198 -Snhg3 28 9 2 10 6 18 18 3 -Snhg4 7 4 6 11 3 3 3 10 -Snhg5 1 3 1 2 2 0 2 2 -Snhg6 390 145 138 191 236 256 215 191 -Snhg7 34 4 3 15 15 82 13 7 -Snhg8 42 7 5 14 36 19 33 8 -Snhg9 5 2 0 5 0 4 2 4 -Snora15 0 0 0 0 0 0 0 0 -Snora16a 121 12 16 75 44 113 70 13 -Snora17 32 3 3 12 9 82 8 6 -Snora19 0 0 0 0 0 0 0 0 -Snora20 4 1 0 3 1 7 2 0 -Snora21 3 2 0 3 4 4 3 1 -Snora23 8 0 0 1 0 5 0 0 -Snora24 42 7 5 14 33 19 32 8 -Snora26 6 0 1 0 2 1 2 1 -Snora28 25 3 5 5 7 13 8 5 -Snora2b 1 0 0 1 0 0 0 0 -Snora3 14 0 2 5 20 13 9 6 -Snora30 0 0 0 0 0 0 0 1 -Snora31 57 38 38 36 10 81 25 35 -Snora33 2 0 0 0 0 0 0 0 -Snora34 3 2 3 2 5 7 1 3 -Snora35 0 0 0 0 0 0 0 0 -Snora36b 76 79 63 156 53 38 70 98 -Snora41 90 32 20 85 38 25 85 19 -Snora43 1 1 0 3 2 0 0 0 -Snora44 159 76 73 81 82 107 88 58 -Snora47 4 1 1 2 1 2 1 1 -Snora52 24 4 4 13 16 23 13 8 -Snora5c 0 0 0 0 0 0 0 0 -Snora61 50 10 5 23 21 24 20 11 -Snora62 5 0 0 2 0 4 6 0 -Snora64 18 0 0 5 7 15 1 1 -Snora65 24 3 6 2 11 17 14 6 -Snora68 37 10 5 48 23 38 38 14 -Snora69 6 1 0 7 4 10 3 2 -Snora70 1 0 0 0 0 1 2 0 -Snora74a 7 2 5 11 0 2 2 7 -Snora75 4 0 0 3 0 2 0 1 -Snora78 5 2 0 5 0 4 2 4 -Snora7a 30 1 4 7 2 26 9 1 -Snora81 11 0 1 5 0 3 0 2 -Snord100 197 69 56 160 134 160 155 75 -Snord104 9351 886 720 2493 5610 7452 6017 929 -Snord11 150 8 14 47 59 53 54 14 -Snord110 443 266 226 297 338 266 373 262 -Snord111 23 6 4 13 14 10 6 6 -Snord116 0 0 0 0 0 0 0 0 -Snord116l1 0 0 0 0 0 0 0 0 -Snord116l2 0 0 0 0 0 0 0 0 -Snord118 0 0 0 0 0 0 0 0 -Snord12 534 115 104 602 380 354 356 121 -Snord123 10 16 11 42 2 6 6 9 -Snord14a 0 0 0 0 0 0 0 0 -Snord14c 0 0 0 0 0 0 0 0 -Snord14d 0 0 0 0 0 0 0 0 -Snord15a 20 4 3 5 10 9 4 2 -Snord15b 63 26 16 24 24 25 34 7 -Snord16a 136 5 5 29 24 130 30 9 -Snord17 326 116 78 148 228 85 269 110 -Snord19 366 148 118 333 314 465 338 121 -Snord1a 62 7 9 27 54 32 31 8 -Snord1b 14 3 4 4 2 5 3 2 -Snord1c 0 0 0 0 0 0 0 0 -Snord2 914 320 248 479 582 504 625 282 -Snord22 15 9 2 19 6 6 5 7 -Snord23 28 2 0 7 4 36 6 0 -Snord32a 505 164 116 501 394 378 418 170 -Snord33 649 189 195 310 598 709 602 190 -Snord34 34 4 3 13 21 15 19 1 -Snord35a 25 8 6 7 23 39 18 5 -Snord35b 5 3 1 0 1 2 3 0 -Snord37 134 39 32 89 113 74 80 44 -Snord38a 54 9 11 37 42 34 53 15 -Snord42a 61 93 100 30 31 20 35 68 -Snord42b 227 70 66 88 229 137 195 83 -Snord43 666 121 120 542 444 504 438 140 -Snord45b 620 98 72 138 458 244 499 70 -Snord45c 323 57 49 190 212 322 212 62 -Snord47 120 5 8 29 31 49 25 10 -Snord49a 232 84 51 256 151 120 145 75 -Snord49b 393 62 57 216 245 123 294 95 -Snord4a 324 50 39 155 196 165 191 31 -Snord52 4584 654 591 753 3716 3171 3941 649 -Snord53 65 21 11 57 50 23 51 12 -Snord55 462 124 101 450 309 255 250 119 -Snord57 1737 785 744 2031 1351 1445 1388 787 -Snord58b 46 85 81 3 44 29 49 57 -Snord61 46 16 8 75 31 32 12 13 -Snord64 24 22 19 48 13 19 35 17 -Snord65 29 74 90 8 17 19 15 68 -Snord66 884 267 281 340 693 807 696 244 -Snord67 39 4 1 17 18 13 11 5 -Snord68 1644 460 353 1060 1295 805 1310 376 -Snord69 440 157 105 401 341 407 333 117 -Snord7 6 1 0 1 0 0 0 2 -Snord70 23 6 11 16 10 6 14 6 -Snord71 93 20 20 38 51 26 64 29 -Snord72 159 21 24 57 102 123 101 16 -Snord73a 29 3 3 7 6 9 2 5 -Snord8 10 1 3 4 4 6 2 2 -Snord82 47 17 14 19 19 40 18 17 -Snord83b 48 22 12 35 22 34 32 16 -Snord85 3804 911 737 1422 3047 1133 3156 882 -Snord87 390 145 138 190 235 255 215 191 -Snord88a 96 69 73 77 62 101 59 52 -Snord88c 74 29 22 35 41 65 52 23 -Snord89 13 2 2 3 2 8 3 3 -Snord90 43 2 3 46 14 48 10 5 -Snord91a 363 40 29 81 256 358 285 25 -Snord92 23 9 5 17 8 29 7 8 -Snord93 45 54 50 161 29 34 29 33 -Snord95 708 217 195 326 483 675 444 210 -Snord96a 145 16 22 56 71 106 59 12 -Snord98 74 44 24 150 77 96 56 32 -Snord99 931 126 80 847 655 668 555 108 -Sox2ot 0 1 0 1 0 0 0 0 -Speer1-ps1 0 0 0 0 0 0 0 0 -Speer5-ps1 0 0 0 0 0 0 0 0 -Speer6-ps1 0 0 0 0 0 0 0 0 -Speer7-ps1 0 0 0 0 0 0 0 0 -Speer8-ps1 0 0 0 0 0 0 0 0 -Speer9-ps1 1 0 0 0 0 0 0 0 -Spn-ps 0 0 0 0 0 0 0 0 -Spns1 5 0 0 1 1 1 0 1 -Sprr2g 0 0 0 0 0 0 0 0 -Sprr2j-ps 0 0 0 0 0 0 0 0 -Sqrdl 35 1 0 1 4 58 3 0 -Sra1 7 0 0 0 2 4 6 0 -Srsf3 7 2 8 2 11 9 14 4 -Srsf7 1 1 0 0 0 5 0 1 -Srsf9 1 2 0 1 0 7 0 3 -St18 0 0 0 0 0 0 0 0 -St5 7 3 0 1 2 7 2 2 -St7l 8 1 1 1 3 12 4 2 -Stap2 10 0 2 2 1 6 4 0 -Stmn1-rs1 0 0 0 0 0 0 0 0 -Stoml1 0 0 0 0 0 0 0 0 -Stxbp3b 0 0 0 0 0 0 0 0 -Surf1 3 0 0 2 3 7 5 0 -Suv39h2 0 0 0 0 0 0 0 0 -Svip 1 0 2 0 0 1 0 0 -Syce2 6 0 0 0 0 19 1 0 -Sycp1-ps1 0 0 0 0 0 0 0 0 -Szrd1 40 4 0 2 16 40 4 2 -Taf1b 1 1 1 0 0 0 0 0 -Taf1d 357 53 56 156 174 341 230 54 -Tardbp 18 0 1 3 7 20 3 0 -Tbrg3 1 1 0 0 0 0 0 0 -Tcp10a 0 0 0 0 0 0 0 0 -Terc 22 1 0 0 18 10 15 0 -Thap6 2 0 2 2 1 1 0 0 -Tk2 1 2 0 2 1 1 3 0 -Tmem161b 0 0 0 0 2 2 4 0 -Tmem179b 8 0 0 0 0 8 0 0 -Tmem181b-ps 0 0 0 0 0 0 0 0 -Tmem181c-ps 0 0 0 0 0 0 0 0 -Tmem194b 0 0 1 0 1 0 0 0 -Tmem205 35 2 0 1 4 57 6 1 -Tmem41a 7 0 0 0 0 5 2 0 -Tmem51as1 1 0 0 0 0 2 0 0 -Tmem80 0 0 0 1 1 0 0 0 -Tor2a 2 0 0 0 0 11 3 0 -Tpsab1 0 0 0 0 0 0 0 0 -Trappc13 1 0 0 1 0 0 3 1 -Trim30e-ps1 0 0 0 0 0 0 0 0 -Trim52 0 0 0 0 0 0 0 0 -Trmt61b 11 0 0 0 2 5 0 0 -Trpc4 1 4 1 1 0 0 1 0 -Trpt1 2 0 0 0 0 2 0 0 -Trub2 0 0 0 0 0 0 0 0 -Tsix 0 0 0 0 0 4 0 0 -Tslp 0 0 0 1 0 0 0 0 -Tspy-ps 0 0 0 0 0 0 0 0 -Tsr2 0 0 1 0 0 2 0 0 -Tubb2a-ps2 0 0 0 0 0 0 0 0 -Tubgcp4 2 2 0 1 0 7 1 0 -Tug1 18 3 0 16 2 27 6 6 -Tyms 0 0 0 0 0 0 1 1 -Tyms-ps 0 0 0 0 0 0 0 0 -Tysnd1 2 0 0 0 1 7 3 0 -Tyw5 1 1 0 0 0 0 0 1 -U05342 20 0 1 3 3 24 3 0 -U90926 0 0 0 0 0 0 0 0 -Ube2w 3 1 2 1 1 3 1 0 -Ubl4 3 1 0 1 0 5 3 2 -Ubxn11 0 0 0 0 0 0 0 0 -Uchl1as 0 0 0 0 0 0 0 1 -Ufd1l 0 0 1 0 0 6 0 0 -Uqcc 5 0 2 1 0 8 1 1 -Vash2 0 0 0 0 0 0 0 0 -Vaultrc5 243 258 161 383 159 262 286 270 -Vax2os 0 0 0 0 0 0 0 0 -Vmn1r-ps79 0 0 0 0 0 0 0 0 -Vmn2r-ps11 0 0 0 1 0 0 0 0 -Vmn2r-ps129 0 0 0 0 0 0 0 0 -Vmn2r-ps159 0 0 0 0 0 0 0 0 -Vmn2r-ps54 0 0 1 0 0 0 0 0 -Vmn2r-ps60 0 0 0 0 0 0 0 0 -Vmn2r29 2 0 0 0 0 0 0 0 -Vps39 3 1 0 0 0 8 0 0 -Vsig8 194 50 35 100 99 74 109 50 -Wac 15 0 0 0 2 15 2 2 -Wbscr25 0 2 1 0 0 1 0 0 -Wdr13 2 2 1 3 0 1 0 3 -Wdr73 4 0 0 0 0 2 1 0 -Wiz 10 0 1 6 1 3 3 2 -Wls 1 1 0 3 2 0 0 1 -Wwp1 40 0 2 2 4 56 10 4 -Xist 0 0 0 0 0 8 0 0 -Yaf2 2 0 0 0 0 6 0 2 -Yars2 1 0 0 0 1 1 0 0 -Yipf2 1 0 0 1 0 10 0 0 -Ythdf3 16 4 1 4 3 19 3 2 -Zbtb24 1 0 0 1 0 0 0 0 -Zc3h14 11 1 0 0 1 2 2 2 -Zc3h7a 336 148 60 20 17 99 14 60 -Zf12 0 0 0 0 0 0 0 0 -Zfa-ps 0 0 0 0 0 0 0 0 -Zfhx2as 0 0 0 0 0 1 0 0 -Zfp133-ps 0 0 0 0 0 0 0 0 -Zfp207 5 0 2 0 0 9 1 2 -Zfp326 7 2 1 1 0 4 4 0 -Zfp389 0 0 0 0 0 0 0 0 -Zfp410 10 0 2 0 0 6 2 0 -Zfp414 1 0 0 0 0 4 0 0 -Zfp57 0 0 0 0 0 0 0 0 -Zfp572 0 0 0 0 0 0 0 0 -Zfp672 0 0 0 0 0 2 0 0 -Zfp783 0 0 0 0 0 0 0 0 -Zfp809 7 1 0 0 0 4 2 0 -Zfp821 0 0 0 2 2 0 0 0 -Zfp862 4 0 0 0 0 10 2 0 -Zim3 0 0 0 0 0 0 0 0 -Zmynd8 3 5 4 4 3 8 2 1 -Znf41-ps 0 0 0 0 0 0 0 0 -Zp4-ps 0 0 0 0 0 0 0 0 -Zscan4a 0 0 0 0 0 0 0 0 -Zxda 0 0 0 0 0 0 0 0 diff -r 0de946608423 -r d6fbd1cf7768 tool_dependencies.xml --- a/tool_dependencies.xml Tue Jan 06 02:20:55 2015 -0500 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,62 +0,0 @@ - - - - - - - - - - - - - - - - - - - - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/survival_2.37-7.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/lars_1.2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/lattice_0.20-29.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/latticeExtra_0.6-26.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/Matrix_1.1-4.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/glmnet_1.9-8.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/KernSmooth_2.23-13.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/numDeriv_2012.9-1.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/lava_1.3.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/prodlim_1.5.1.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/codetools_0.2-9.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/iterators_1.0.7.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/foreach_1.4.2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/Formula_1.1-2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/RColorBrewer_1.1-2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/cluster_1.15.3.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/rpart_4.1-8.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/nnet_7.3-8.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/acepack_1.3-3.3.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/foreign_0.8-61.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/Hmisc_3.14-6.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/SparseM_1.05.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/quantreg_5.05.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/nlme_3.1-118.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/polspline_1.1.9.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/mvtnorm_1.0-2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/TH.data_1.0-5.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/zoo_1.7-11.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/sandwich_2.3-2.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/multcomp_1.3-8.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/rms_4.2-1.tar.gz?raw=true - https://github.com/fubar2/galaxy_tool_source/blob/master/RELEASE_2_14/pec_2.4.4.tar.gz?raw=true - - - - - - Differential gene expression analysis - You may need libxml2-dev for XML to compile - Ubuntu has a bug with libgfortran. To fix that create a symlink like: sudo ln -s /usr/lib/x86_64-linux-gnu/libgfortran.so.3 /usr/lib/x86_64-linux-gnu/libgfortran.so - - -