-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathgenomesimulator.py
264 lines (253 loc) · 9.59 KB
/
genomesimulator.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
#!/usr/bin/env python
# -*- coding: utf-8 -*-
from __future__ import print_function, division
from optparse import OptionParser
import sys
import os
import string
from collections import defaultdict
from Bio import SeqIO
__author__ = "Alex Schoenhuth and Tobias Marschall"
usage = """%prog [options] <variants.vcf> <reference.fasta(.gz)> <destination-folder>
Reads variations in VCF format, reads a whole reference genome, incorporates the variations
and writes one file per generated allele to
<destination-folder>/<individual>.<chromosome>.<allelenr>.fasta"""
allowed_dna_chars = set(['A','C','G','T','N','a','c','g','t','n'])
def valid_dna_string(s):
chars = set(c for c in s)
return chars.issubset(allowed_dna_chars)
def add(variants_dict, individual, chromosome, variant, genotype):
if genotype == '.':
pass
if genotype == '0|0':
pass
elif genotype in ['1|0','1|0']:
variants_dict[(individual,chromosome,1)].append(variant)
elif genotype in ['0|1','0|1']:
variants_dict[(individual,chromosome,2)].append(variant)
elif genotype == '1|1':
variants_dict[(individual,chromosome,1)].append(variant)
variants_dict[(individual,chromosome,2)].append(variant)
else:
print('Invalid genotype', genotype, file=sys.stderr)
sys.exit(1)
def make_chromosome(chr_out, liftover_out, log_out, chromosome, reference, variants):
#print('make_chromosome:', chromosome, variants)
print(' %d variants'%len(variants), file=sys.stderr)
modrefchrom = [x for x in reference]
print("Refchromlen:", len(modrefchrom), file=log_out) # at the beginning modrefchrom is refchrom
# print(modrefchrom)
delcount = inscount = mixcount = snpcount = mnpcount = invcount = 0
inversions = []
run = 0
for vartype, left, right, seq in variants:
print(vartype, left, right, seq, file=sys.stderr)
if vartype == 'SNP':
snpcount += 1
if modrefchrom[left] != '':
modrefchrom[left] = modrefchrom[left][:-1] + seq
elif vartype == 'MNP':
mnpcount += 1
modrefchrom[right] = seq + modrefchrom[right]
run += len(seq)
for i in range(left, right):
if modrefchrom[i] != '':
modrefchrom[i] = modrefchrom[i][:-1]
run -= 1
elif vartype == 'INS':
inscount += 1
modrefchrom[left] = seq + modrefchrom[left]
run += len(seq)
elif vartype == 'DEL':
delcount += 1
for i in range(left, right):
if modrefchrom[i] != '':
modrefchrom[i] = modrefchrom[i][:-1]
run -= 1
elif vartype == 'MIX':
mixcount += 1
modrefchrom[right] = seq + modrefchrom[right]
run += len(seq)
for i in range(left, right):
if modrefchrom[i] != '':
modrefchrom[i] = modrefchrom[i][:-1]
run -= 1
elif vartype == 'INV':
invcount += 1
inversions.append((left,right))
else:
assert False
for left, right in inversions:
invseq = modrefchrom[left:right]
invseq.reverse()
modrefchrom[left:right] = invseq
print("SNP:", snpcount, "MNP:", mnpcount, "MIX:", mixcount, "DEL:", delcount, "INS:", inscount, "INV:", invcount, file=log_out)
print(run, file=log_out)
# construct simchromstring
simchrom = ''.join(modrefchrom)
diff = len(simchrom) - len(modrefchrom) - run
print("Len simchrom:", len(simchrom), "run:", run, "diff:", diff, file=log_out)
if diff != 0:
print("WARNING: diff not equal 0!", file=log_out)
print(">chr%s" % (chromosome), file=chr_out)
i = 0
while i < len(simchrom):
print(simchrom[i:i+50], file=chr_out)
i += 50
# write liftover file
modind = 0
numsame = 0
diff = 0
for ind, mer in enumerate(modrefchrom):
for x in mer:
if diff == modind - ind:
numsame += 1
else: # diff != modind - ind
print(numsame, diff, file=liftover_out)
numsame = 1
diff = modind - ind
modind += 1
if numsame > 0:
print(numsame, diff, file=liftover_out)
if __name__ == '__main__':
parser = OptionParser(usage=usage)
parser.add_option("-c", action="store", dest="chromosome", default=None,
help="Only store given chromosome.")
(options, args) = parser.parse_args()
if len(args) != 3:
parser.print_help()
sys.exit(1)
variants_filename = args[0]
reference_filename = args[1]
destination_folder = args[2]
# read reference genome
if reference_filename.endswith('.gz'):
ref_in = subprocess.Popen(['gzip','-d'], stdin=open(reference_filename), stdout=subprocess.PIPE).stdout
else:
ref_in = open(reference_filename)
reference = {}
chromosomes = []
for s in SeqIO.parse(ref_in, "fasta"):
chromosome = s.name
if chromosome[:3] == 'chr':
chromosome = chromosome[3:]
print('Loaded chromosome "{}"'.format(chromosome), file=sys.stderr)
reference[chromosome] = s.seq.upper()
chromosomes.append(chromosome)
ref_in.close()
# read variants
# mapping (individual, chromosome, allelenr) to lists of tuples (vartype, coord1, coord2, seq)
variants = defaultdict(list)
linenr = 0
header = None
individuals = None
for line in (s.strip() for s in open(variants_filename)):
linenr += 1
if line.startswith('##'):
continue
if line.startswith('#'):
header = line[1:].split('\t')
assert len(header) >= 10
individuals = header[9:]
continue
assert header != None
fields = line.split('\t')
assert len(fields) >= 10
chrom = fields[0][3:]
variant_start = int(fields[1]) - 1
variant_id = fields[2]
variant_ref = fields[3]
variant_alt = fields[4]
if not chrom in reference:
print('Skipping variant for unknown reference "%s" in line %d'%(chrom,linenr), file=sys.stderr)
continue
ref = reference[chrom]
if variant_alt == '<INV>':
# INVERSION
if not valid_dna_string(variant_ref):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
inversion_start = variant_start
inversion_end = variant_start+len(variant_ref)
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('INV', inversion_start, inversion_end, ''), genotype)
elif (len(variant_ref) == 1) and (len(variant_alt) == 1):
# SNP
if not valid_dna_string(variant_ref) or not valid_dna_string(variant_alt):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('SNP', variant_start, None, variant_alt), genotype)
elif (len(variant_ref) > 1) and (len(variant_ref) == len(variant_alt)):
# MNP
if not valid_dna_string(variant_ref) or not valid_dna_string(variant_alt):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
while (len(variant_ref) > 0) and (len(variant_alt) > 0) and (variant_ref[0] == variant_alt[0]):
variant_ref = variant_ref[1:]
variant_alt = variant_alt[1:]
variant_start += 1
if len(variant_ref) == 0:
continue
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('MNP', variant_start, variant_start+len(variant_ref), variant_alt), genotype)
elif (len(variant_ref) > 1) and (len(variant_alt) == 1):
# DELETION
if not valid_dna_string(variant_ref) or not valid_dna_string(variant_alt):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
variant_end = variant_start + len(variant_ref)
if variant_alt != variant_ref[0]:
print('Error: ALT not equal to first character of REF in line', linenr, file=sys.stderr)
exit(1)
del_start = variant_start + 1
del_end = variant_end
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('DEL', del_start, del_end, ''), genotype)
elif (len(variant_ref) == 1) and (len(variant_alt) > 1):
# INSERTION
if not valid_dna_string(variant_ref) or not valid_dna_string(variant_alt):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
if variant_alt[0] != variant_ref:
#print('Error: REF not equal to first character of ALT in line', linenr, file=conflictfile)
print('Error: REF not equal to first character of ALT in line', linenr, file=sys.stderr)
exit(1)
# position directly BEFORE breakpoint
insertion_pos = variant_start + 1
insertion_seq = variant_alt[1:]
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('INS', insertion_pos, None, insertion_seq), genotype)
else:
# MIX
if not valid_dna_string(variant_ref) or not valid_dna_string(variant_alt):
print('Warning: skipping invalid variant in line',linenr, file=sys.stderr)
continue
while (len(variant_ref) > 0) and (len(variant_alt) > 0) and (variant_ref[0] == variant_alt[0]):
variant_ref = variant_ref[1:]
variant_alt = variant_alt[1:]
variant_start += 1
for i,individual in enumerate(individuals):
genotype = fields[9+i]
add(variants, individual, chrom, ('MIX', variant_start, variant_start+len(variant_ref), variant_alt), genotype)
print('Read', variants_filename, file=sys.stderr)
# produce new alleles
if options.chromosome != None:
chromosomes = [options.chromosome]
for chromosome in chromosomes:
ref = reference[chromosome]
for individual in individuals:
for allelenr in [1,2]:
print('Processing chromosome', chromosome, 'individual',individual, 'allelenr', allelenr, file=sys.stderr)
chr_out = open('%s/%s.chr%s.%d.fasta'%(destination_folder,individual,chromosome,allelenr), 'w')
liftover_out = open('%s/%s.chr%s.%d.liftover'%(destination_folder,individual,chromosome,allelenr), 'w')
log_out = open('%s/%s.chr%s.%d.log'%(destination_folder,individual,chromosome,allelenr), 'w')
make_chromosome(chr_out, liftover_out, log_out, chromosome, ref, variants[(individual,chromosome,allelenr)])
chr_out.close()
liftover_out.close()
log_out.close()