Mercurial > repos > davidvanzessen > mutation_analysis
diff mutation_analysis.py @ 4:069419cccba4 draft
Uploaded
author | davidvanzessen |
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date | Mon, 22 Sep 2014 10:19:36 -0400 |
parents | 74d2bc479bee |
children | c9f9623f1f76 |
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--- a/mutation_analysis.py Wed Sep 17 07:25:17 2014 -0400 +++ b/mutation_analysis.py Mon Sep 22 10:19:36 2014 -0400 @@ -2,79 +2,125 @@ import argparse parser = argparse.ArgumentParser() -parser.add_argument("--mutationfile", help="The '7_V-REGION-mutation-and-AA-change-table' file from the IMGT output") -parser.add_argument("--hotspotfile", help="The '10_V-REGION-mutation-hotspots' file from the IMGT output") +parser.add_argument("--input", help="The '7_V-REGION-mutation-and-AA-change-table' and '10_V-REGION-mutation-hotspots' merged together, with an added 'best_match' annotation") +parser.add_argument("--genes", help="The genes available in the 'best_match' column") parser.add_argument("--output", help="Output file") args = parser.parse_args() -mutationfile = args.mutationfile #"test_VH-Ca_Cg_25nt/7_V-REGION-mutation-and-AA-change-table_test_VH-Ca_Cg_25nt_241013.txt" -hotspotsfile = args.hotspotfile #"test_VH-Ca_Cg_25nt/10_V-REGION-mutation-hotspots_test_VH-Ca_Cg_25nt_241013.txt" -outfile = args.output #"out.txt" +infile = args.input +genes = str(args.genes).split(",") +outfile = args.output + +genedic = dict() mutationdic = dict() mutationMatcher = re.compile("^(.)(\d+).(.),?(.)?(\d+)?.?(.)?(.?.?.?.?.?)?") linecount = 0 -with open(mutationfile, 'r') as i: - for line in i.readlines()[1:]: +IDIndex = 0 +best_matchIndex = 0 +fr1Index = 0 +cdr1Index = 0 +fr2Index = 0 +cdr2Index = 0 +fr3Index = 0 +first=True +with open(infile, 'r') as i: + for line in i: + if first: + linesplt = line.split("\t") + IDIndex = linesplt.index("Sequence.ID") + best_matchIndex = linesplt.index("best_match") + fr1Index = linesplt.index("FR1.IMGT") + cdr1Index = linesplt.index("CDR1.IMGT") + fr2Index = linesplt.index("FR2.IMGT") + cdr2Index = linesplt.index("CDR2.IMGT") + fr3Index = linesplt.index("FR3.IMGT") + first = False + continue linecount += 1 linesplt = line.split("\t") - if linesplt[2] != "productive": - continue - ID = linesplt[1] - mutationdic[ID + "_FR1"] = [mutationMatcher.match(x).groups() for x in linesplt[5].split("|") if x] - mutationdic[ID + "_CDR1"] = [mutationMatcher.match(x).groups() for x in linesplt[6].split("|") if x] - mutationdic[ID + "_FR2"] = [mutationMatcher.match(x).groups() for x in linesplt[7].split("|") if x] - mutationdic[ID + "_CDR2"] = [mutationMatcher.match(x).groups() for x in linesplt[8].split("|") if x] + ID = linesplt[IDIndex] + genedic[ID] = linesplt[best_matchIndex] + mutationdic[ID + "_FR1"] = [mutationMatcher.match(x).groups() for x in linesplt[fr1Index].split("|") if x] + mutationdic[ID + "_CDR1"] = [mutationMatcher.match(x).groups() for x in linesplt[cdr1Index].split("|") if x] + mutationdic[ID + "_FR2"] = [mutationMatcher.match(x).groups() for x in linesplt[fr2Index].split("|") if x] + mutationdic[ID + "_CDR2"] = [mutationMatcher.match(x).groups() for x in linesplt[cdr2Index].split("|") if x] mutationdic[ID + "_FR2-CDR2"] = mutationdic[ID + "_FR2"] + mutationdic[ID + "_CDR2"] - mutationdic[ID + "_FR3"] = [mutationMatcher.match(x).groups() for x in linesplt[9].split("|") if x] + mutationdic[ID + "_FR3"] = [mutationMatcher.match(x).groups() for x in linesplt[fr3Index].split("|") if x] if linecount == 0: print "No data, exiting" with open(outfile, 'w') as o: - o.write("RGYW (%),0,0,NA\n") - o.write("WRCY (%),0,0,NA\n") - o.write("WA (%),0,0,NA\n") - o.write("TW (%),0,0,NA\n") + o.write("RGYW (%)," + ("0,0,0\n" * len(genes))) + o.write("WRCY (%)," + ("0,0,0\n" * len(genes))) + o.write("WA (%)," + ("0,0,0\n" * len(genes))) + o.write("TW (%)," + ("0,0,0\n" * len(genes))) import sys sys.exit() hotspotMatcher = re.compile("[actg]+,(\d+)-(\d+)\((.*)\)") -RGYWCount = 0 -WRCYCount = 0 -WACount = 0 -TWCount = 0 +RGYWCount = {g: 0 for g in genes} +WRCYCount = {g: 0 for g in genes} +WACount = {g: 0 for g in genes} +TWCount = {g: 0 for g in genes} -with open(hotspotsfile, 'r') as i: - for line in i.readlines()[1:]: - linesplt = line.split("\t") - if linesplt[2] != "productive": +IDIndex = 0 +ataIndex = 0 +tatIndex = 0 +aggctatIndex = 0 +atagcctIndex = 0 +first = True +with open(infile, 'r') as i: + for line in i: + if first: + linesplt = line.split("\t") + ataIndex = linesplt.index("X.a.t.a") + tatIndex = linesplt.index("t.a.t.") + aggctatIndex = linesplt.index("X.a.g.g.c.t..a.t.") + atagcctIndex = linesplt.index("X.a.t..a.g.c.c.t.") + first = False continue - ID = linesplt[1] - RGYW = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[6].split("|") if x]] - WRCY = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[7].split("|") if x]] - WA = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[4].split("|") if x]] - TW = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[5].split("|") if x]] - RGYWCount += sum([1 for (x,y,z) in RGYW if z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) - WRCYCount += sum([1 for (x,y,z) in WRCY if z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) - WACount += sum([1 for (x,y,z) in WA if z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) - TWCount += sum([1 for (x,y,z) in TW if z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) - -path = outfile[:outfile.rfind("/") + 1] + "mutations.txt" -value = 0; -with open(path, 'r') as f: - value = f.readlines()[0].split(",")[1] -with open(outfile, 'w') as o: - if value != "0": - o.write("RGYW (%)," + str(RGYWCount) + "," + value + "," + str(round(RGYWCount / float(value) * 100, 1)) + "\n") - o.write("WRCY (%)," + str(WRCYCount) + "," + value + "," + str(round(WRCYCount / float(value) * 100, 1)) + "\n") - o.write("WA (%)," + str(WACount) + "," + value + "," + str(round(WACount / float(value) * 100, 1)) + "\n") - o.write("TW (%)," + str(TWCount) + "," + value + "," + str(round(TWCount / float(value) * 100, 1)) + "\n") - else: - o.write("RGYW (%)," + str(RGYWCount) + ",0,NA\n") - o.write("WRCY (%)," + str(WRCYCount) + ",0,NA\n") - o.write("WA (%)," + str(WACount) + ",0,NA\n") - o.write("TW (%)," + str(TWCount) + ",0,NA\n") + linesplt = line.split("\t") + gene = linesplt[best_matchIndex] + ID = linesplt[IDIndex] + RGYW = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[aggctatIndex].split("|") if x]] + WRCY = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[atagcctIndex].split("|") if x]] + WA = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[ataIndex].split("|") if x]] + TW = [(int(x),int(y),z) for (x,y,z) in [hotspotMatcher.match(x).groups() for x in linesplt[tatIndex].split("|") if x]] + RGYWCount[ID] = sum([1 for (x,y,z) in RGYW if z and z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) + WRCYCount[ID] = sum([1 for (x,y,z) in WRCY if z and z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) + WACount[ID] = sum([1 for (x,y,z) in WA if z and z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) + TWCount[ID] = sum([1 for (x,y,z) in TW if z and z != "CDR3" and any([(x <= int(where) <= y) for (frm, where, to, a,b,c,d) in mutationdic[ID + "_" + z]])]) +directory = outfile[:outfile.rfind("/") + 1] +value = 0; +valuedic = dict() +for gene in genes: + with open(directory + gene + "_value.txt", 'r') as v: + valuedic[gene] = int(v.readlines()[0].rstrip()) +with open(directory + "total_value.txt", 'r') as v: + valuedic["total"] = int(v.readlines()[0].rstrip()) + +dic = {"RGYW": RGYWCount, "WRCY": WRCYCount, "WA": WACount, "TW": TWCount} +arr = ["RGYW", "WRCY", "WA", "TW"] +with open(outfile, 'w') as o: + for typ in arr: + o.write(typ + " (%)") + curr = dic[typ] + for gene in genes: + geneMatcher = re.compile(".*" + gene + ".*") + if valuedic[gene] is 0: + o.write(",0,0,0") + else: + x = sum([curr[x] for x in [y for y,z in genedic.iteritems() if geneMatcher.match(z)]]) + y = valuedic[gene] + z = str(round(x / float(valuedic[gene]) * 100, 1)) + o.write("," + str(x) + "," + str(y) + "," + z) + #for total + x = sum([y for x,y in curr.iteritems()]) + y = valuedic["total"] + z = str(round(x / float(valuedic["total"]) * 100, 1)) + o.write("," + str(x) + "," + str(y) + "," + z + "\n")