view mutation_analysis.py @ 44:4b1bab1a9ad2 draft

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author davidvanzessen
date Tue, 03 Nov 2015 09:45:43 -0500
parents 7304b91757a8
children 5c6b9e99d576
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import re
import argparse

parser = argparse.ArgumentParser()
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("--includefr1", help="The genes available in the 'best_match' column")
parser.add_argument("--output", help="Output file")

args = parser.parse_args()

infile = args.input
genes = str(args.genes).split(",")
print "includefr1 =", args.includefr1
include_fr1 = True if args.includefr1 == "yes" else False
outfile = args.output

genedic = dict()

mutationdic = dict()
mutationMatcher = re.compile("^(.)(\d+).(.),?(.)?(\d+)?.?(.)?(.?.?.?.?.?)?")
linecount = 0

IDIndex = 0
best_matchIndex = 0
fr1Index = 0
cdr1Index = 0
fr2Index = 0
cdr2Index = 0
fr3Index = 0
first = True
IDlist = []
mutationList = []
mutationListByID = {}

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")
		ID = linesplt[IDIndex]
		genedic[ID] = linesplt[best_matchIndex]
		mutationdic[ID + "_FR1"] = [mutationMatcher.match(x).groups() for x in linesplt[fr1Index].split("|") if
									x] if include_fr1 else []
		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[fr3Index].split("|") if x]

		mutationList += mutationdic[ID + "_FR1"] + mutationdic[ID + "_CDR1"] + mutationdic[ID + "_FR2"] + mutationdic[ID + "_CDR2"] + mutationdic[ID + "_FR3"]
		mutationListByID[ID] = mutationdic[ID + "_FR1"] + mutationdic[ID + "_CDR1"] + mutationdic[ID + "_FR2"] + mutationdic[ID + "_CDR2"] + mutationdic[ID + "_FR3"]

		IDlist += [ID]

AA_mutation = [0] * (int(max(mutationList, key=lambda i: int(i[4]) if i[4] else 0)[4]) + 1)  # [4] is the position of the AA mutation, None if silent
AA_mutation_empty = AA_mutation[:]

aa_mutations_by_id_file = outfile[:outfile.rindex("/")] + "/aa_id_mutations.txt"
with open(aa_mutations_by_id_file, 'w') as o:
	for ID in mutationListByID.keys():
		AA_mutation_for_ID = AA_mutation_empty[:]
		for mutation in mutationListByID[ID]:
			if mutation[4]:
				AA_mutation[int(mutation[4])] += 1
				AA_mutation_for_ID[int(mutation[4])] += 1
		o.write(ID + "\t" + "\t".join([str(x) for x in AA_mutation_for_ID]) + "\n")



#for mutation in mutationList:
#    if mutation[4]:  # if non silent mutation
#        AA_mutation[int(mutation[4])] += 1

aa_mutations_file = outfile[:outfile.rindex("/")] + "/aa_mutations.txt"
with open(aa_mutations_file, 'w') as o:
    o.write(",".join([str(x) for x in AA_mutation]) + "\n")

if linecount == 0:
    print "No data, exiting"
    with open(outfile, 'w') as o:
        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 = {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}

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
        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], WRCYCount[ID], WACount[ID], TWCount[ID] = 0, 0, 0, 0

        mutationList = (mutationdic[ID + "_FR1"] if include_fr1 else []) + mutationdic[ID + "_CDR1"] + mutationdic[
            ID + "_FR2"] + mutationdic[ID + "_CDR2"] + mutationdic[ID + "_FR3"]
        for mutation in mutationList:
            frm, where, to, AAfrm, AAwhere, AAto, junk = mutation
            mutation_in_RGYW = any([(start <= int(where) <= end) for (start, end, region) in RGYW])
            mutation_in_WRCY = any([(start <= int(where) <= end) for (start, end, region) in WRCY])
            mutation_in_WA = any([(start <= int(where) <= end) for (start, end, region) in WA])
            mutation_in_TW = any([(start <= int(where) <= end) for (start, end, region) in TW])

            in_how_many_motifs = sum([mutation_in_RGYW, mutation_in_WRCY, mutation_in_WA, mutation_in_TW])

            if in_how_many_motifs > 0:
                RGYWCount[ID] += (1.0 * int(mutation_in_RGYW)) / in_how_many_motifs
                WRCYCount[ID] += (1.0 * int(mutation_in_WRCY)) / in_how_many_motifs
                WACount[ID] += (1.0 * int(mutation_in_WA)) / in_how_many_motifs
                TWCount[ID] += (1.0 * int(mutation_in_TW)) / in_how_many_motifs

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 = int(round(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 = int(round(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")


# for testing
seq_motif_file = outfile[:outfile.rindex("/")] + "/motif_per_seq.txt"
with open(seq_motif_file, 'w') as o:
    o.write("ID\tRGYWC\tWRCY\tWA\tTW\n")
    for ID in IDlist:
        o.write(ID + "\t" + str(round(RGYWCount[ID], 2)) + "\t" + str(round(WRCYCount[ID], 2)) + "\t" + str(
            round(WACount[ID], 2)) + "\t" + str(round(TWCount[ID], 2)) + "\n")