Mercurial > repos > nick > duplex
annotate utils/sim.py @ 18:e4d75f9efb90 draft
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| date | Thu, 02 Feb 2017 18:44:31 -0500 |
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1 #!/usr/bin/env python |
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2 from __future__ import division |
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3 from __future__ import print_function |
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4 import re |
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5 import os |
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6 import sys |
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7 import copy |
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8 import numpy |
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9 import bisect |
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10 import random |
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11 import string |
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12 import numbers |
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13 import tempfile |
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14 import argparse |
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15 import subprocess |
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16 import fastqreader |
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17 |
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18 REVCOMP_TABLE = string.maketrans('acgtrymkbdhvACGTRYMKBDHV', 'tgcayrkmvhdbTGCAYRKMVHDB') |
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19 WGSIM_ID_REGEX = r'^(.+)_(\d+)_(\d+)_\d+:\d+:\d+_\d+:\d+:\d+_([0-9a-f]+)/[12]$' |
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20 ARG_DEFAULTS = {'read_len':100, 'frag_len':400, 'n_frags':1000, 'out_format':'fasta', |
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21 'seq_error':0.001, 'pcr_error':0.001, 'cycles':25, 'indel_rate':0.15, |
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22 'ext_rate':0.3, 'seed':None, 'invariant':'TGACT', 'bar_len':12, 'fastq_qual':'I'} |
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23 USAGE = "%(prog)s [options]" |
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24 DESCRIPTION = """Simulate a duplex sequencing experiment.""" |
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25 |
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26 RAW_DISTRIBUTION = ( |
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27 # 0 1 2 3 4 5 6 7 8 9 |
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28 # Low singletons, but then constant drop-off. From pML113 (see 2015-09-28 report). |
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29 # 0, 100, 36, 31, 27, 22, 17, 12, 7, 4.3, |
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30 #2.4, 1.2, 0.6, 0.3, 0.2, 0.15, 0.1, 0.07, 0.05, 0.03, |
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31 # High singletons, but then a second peak around 10. From Christine plasmid (2015-10-06 report). |
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32 # 0, 100, 5.24, 3.67, 3.50, 3.67, 3.85, 4.02, 4.11, 4.20, |
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33 # 4.17, 4.10, 4.00, 3.85, 3.69, 3.55, 3.38, 3.15, 2.92, 2.62, |
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34 # 2.27, 2.01, 1.74, 1.56, 1.38, 1.20, 1.02, 0.85, |
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35 # Same as above, but low singletons, 2's, and 3's (rely on errors to fill out those). |
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36 0, 1, 2, 3, 3.50, 3.67, 3.85, 4.02, 4.11, 4.20, |
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37 4.17, 4.10, 4.00, 3.85, 3.69, 3.55, 3.38, 3.15, 2.92, 2.62, |
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38 2.27, 2.01, 1.74, 1.56, 1.38, 1.20, 1.02, 0.85, |
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39 ) |
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40 |
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41 |
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42 def main(argv): |
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43 |
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44 parser = argparse.ArgumentParser(description=DESCRIPTION) |
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45 parser.set_defaults(**ARG_DEFAULTS) |
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46 |
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47 parser.add_argument('ref', metavar='ref.fa', nargs='?', |
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48 help='Reference sequence. Omit if giving --frag-file.') |
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49 parser.add_argument('out1', type=argparse.FileType('w'), |
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50 help='Write final mate 1 reads to this file.') |
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51 parser.add_argument('out2', type=argparse.FileType('w'), |
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52 help='Write final mate 2 reads to this file.') |
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53 parser.add_argument('-o', '--out-format', choices=('fastq', 'fasta')) |
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54 parser.add_argument('--stdout', action='store_true', |
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55 help='Print interleaved output reads to stdout.') |
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56 parser.add_argument('-m', '--mutations', type=argparse.FileType('w'), |
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57 help='Write a log of the PCR and sequencing errors introduced to this file. Will overwrite any ' |
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58 'existing file at this path.') |
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59 parser.add_argument('-b', '--barcodes', type=argparse.FileType('w'), |
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60 help='Write a log of which barcodes were ligated to which fragments. Will overwrite any ' |
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61 'existing file at this path.') |
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62 parser.add_argument('--frag-file', |
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63 help='The path of the FASTQ file of fragments. If --ref is given, these will be generated with ' |
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64 'wgsim and kept (normally a temporary file is used, then deleted). Note: the file will be ' |
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65 'overwritten! If --ref is not given, then this should be a file of already generated ' |
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66 'fragments, and they will be used instead of generating new ones.') |
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67 parser.add_argument('-Q', '--fastq-qual', |
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68 help='The quality score to assign to all bases in FASTQ output. Give a character or PHRED ' |
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69 'score (integer). A PHRED score will be converted using the Sanger offset (33). Default: ' |
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70 '"%(default)s"') |
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71 parser.add_argument('-S', '--seed', type=int, |
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72 help='Random number generator seed. By default, a random, 32-bit seed will be generated and ' |
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73 'logged to stdout.') |
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74 params = parser.add_argument_group('simulation parameters') |
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75 params.add_argument('-n', '--n-frags', type=int, |
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76 help='The number of original fragment molecules to simulate. The final number of reads will be ' |
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77 'this multiplied by the average number of reads per family. If you provide fragments with ' |
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78 '--frag-file, the script will still only read in the number specified here. Default: ' |
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79 '%(default)s') |
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80 params.add_argument('-r', '--read-len', type=int, |
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81 help='Default: %(default)s') |
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82 params.add_argument('-f', '--frag-len', type=int, |
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83 help='Default: %(default)s') |
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84 params.add_argument('-s', '--seq-error', type=float, |
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85 help='Sequencing error rate per base (0-1 proportion, not percent). Default: %(default)s') |
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86 params.add_argument('-p', '--pcr-error', type=float, |
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87 help='PCR error rate per base (0-1 proportion, not percent). Default: %(default)s') |
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88 params.add_argument('-c', '--cycles', type=int, |
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89 help='Number of PCR cycles to simulate. Default: %(default)s') |
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90 params.add_argument('-i', '--indel-rate', type=float, |
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91 help='Fraction of errors which are indels. Default: %(default)s') |
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92 params.add_argument('-E', '--extension-rate', dest='ext_rate', type=float, |
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93 help='Probability an indel is extended. Default: %(default)s') |
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94 params.add_argument('-B', '--bar-len', type=int, |
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95 help='Length of the barcodes to generate. Default: %(default)s') |
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96 params.add_argument('-I', '--invariant', |
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97 help='The invariant linker sequence between the barcode and sample sequence in each read. ' |
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98 'Default: %(default)s') |
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99 |
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100 # Parse and interpret arguments. |
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101 args = parser.parse_args(argv[1:]) |
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102 assert args.ref or args.frag_file, 'You must provide either a reference or fragments file.' |
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103 if args.seed is None: |
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104 seed = random.randint(0, 2**31-1) |
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105 sys.stderr.write('seed: {}\n'.format(seed)) |
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106 else: |
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107 seed = args.seed |
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108 random.seed(seed) |
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109 if args.stdout: |
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110 out1 = sys.stdout |
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111 out2 = sys.stdout |
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112 else: |
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113 out1 = args.out1 |
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114 out2 = args.out2 |
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115 if isinstance(args.fastq_qual, numbers.Integral): |
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116 assert args.fastq_qual >= 0, '--fastq-qual cannot be negative.' |
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117 fastq_qual = chr(args.fastq_qual + 33) |
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118 elif isinstance(args.fastq_qual, basestring): |
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119 assert len(args.fastq_qual) == 1, '--fastq-qual cannot be more than a single character.' |
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120 fastq_qual = args.fastq_qual |
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121 else: |
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122 raise AssertionError('--fastq-qual must be a positive integer or single character.') |
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123 qual_line = fastq_qual * args.read_len |
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124 |
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125 invariant_rc = get_revcomp(args.invariant) |
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126 |
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127 # Create a temporary director to do our work in. Then work inside a try so we can finally remove |
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128 # the directory no matter what exceptions are encountered. |
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129 tmpfile = tempfile.NamedTemporaryFile(prefix='wgdsim.frags.') |
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130 tmpfile.close() |
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131 try: |
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132 # Step 1: Use wgsim to create fragments from the reference. |
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133 if args.frag_file: |
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134 frag_file = args.frag_file |
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135 else: |
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136 frag_file = tmpfile.name |
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137 if args.ref and os.path.isfile(args.ref) and os.path.getsize(args.ref): |
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138 #TODO: Check exit status |
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139 #TODO: Check for wgsim on the PATH. |
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140 # Set error and mutation rates to 0 to just slice sequences out of the reference without |
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141 # modification. |
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142 run_command('wgsim', '-e', '0', '-r', '0', '-d', '0', '-R', args.indel_rate, '-S', seed, |
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143 '-N', args.n_frags, '-X', args.ext_rate, '-1', args.frag_len, |
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144 args.ref, frag_file, os.devnull) |
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145 |
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146 # NOTE: Coordinates here are 0-based (0 is the first base in the sequence). |
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147 extended_dist = extend_dist(RAW_DISTRIBUTION) |
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148 proportional_dist = compile_dist(extended_dist) |
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149 n_frags = 0 |
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150 for raw_fragment in fastqreader.FastqReadGenerator(frag_file): |
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151 n_frags += 1 |
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152 if n_frags > args.n_frags: |
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153 break |
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154 chrom, id_num, start, stop = parse_read_id(raw_fragment.id) |
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155 barcode1 = get_rand_seq(args.bar_len) |
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156 barcode2 = get_rand_seq(args.bar_len) |
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157 barcode2_rc = get_revcomp(barcode2) |
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158 raw_frag_full = barcode1 + args.invariant + raw_fragment.seq + invariant_rc + barcode2 |
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159 |
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160 # Step 2: Determine how many reads to produce from each fragment. |
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161 # - Use random.random() and divide the range 0-1 into segments of sizes proportional to |
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162 # the likelihood of each family size. |
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163 # bisect.bisect() finds where an element belongs in a sorted list, returning the index. |
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164 # proportional_dist is just such a sorted list, with values from 0 to 1. |
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165 n_reads = bisect.bisect(proportional_dist, random.random()) |
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166 |
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167 # Step 3: Introduce PCR errors. |
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168 # - Determine the mutations and their frequencies. |
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169 # - Could get frequency from the cycle of PCR it occurs in. |
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170 # - Important to have PCR errors shared between reads. |
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171 # - For each read, determine which mutations it contains. |
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172 # - Use random.random() < mut_freq. |
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173 tree = get_good_pcr_tree(n_reads, args.cycles, 1000, max_diff=1) |
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174 # Add errors to all children of original fragment. |
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175 subtree1 = tree.get('child1') |
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176 subtree2 = tree.get('child2') |
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177 #TODO: Only simulate errors on portions of fragment that will become reads. |
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178 add_pcr_errors(subtree1, '+', len(raw_frag_full), args.pcr_error, args.indel_rate, args.ext_rate) |
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179 add_pcr_errors(subtree2, '-', len(raw_frag_full), args.pcr_error, args.indel_rate, args.ext_rate) |
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180 apply_pcr_errors(tree, raw_frag_full) |
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181 fragments = get_final_fragments(tree) |
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182 add_mutation_lists(tree, fragments, []) |
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183 |
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184 # Step 4: Introduce sequencing errors. |
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185 for fragment in fragments.values(): |
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186 for mutation in generate_mutations(args.read_len, args.seq_error, args.indel_rate, |
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187 args.ext_rate): |
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188 fragment['mutations'].append(mutation) |
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189 fragment['seq'] = apply_mutation(mutation, fragment['seq']) |
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190 |
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191 # Print barcodes to log file. |
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192 if args.barcodes: |
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193 args.barcodes.write('{}-{}\t{}\t{}\n'.format(chrom, id_num, barcode1, barcode2_rc)) |
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194 # Print family. |
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195 for frag_id in sorted(fragments.keys()): |
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196 fragment = fragments[frag_id] |
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197 read_id = '{}-{}-{}'.format(chrom, id_num, frag_id) |
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198 # Print mutations to log file. |
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199 if args.mutations: |
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200 read1_muts = get_mutations_subset(fragment['mutations'], 0, args.read_len) |
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201 read2_muts = get_mutations_subset(fragment['mutations'], 0, args.read_len, revcomp=True, |
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202 seqlen=len(fragment['seq'])) |
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203 if fragment['strand'] == '-': |
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204 read1_muts, read2_muts = read2_muts, read1_muts |
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205 log_mutations(args.mutations, read1_muts, read_id+'/1', chrom, start, stop) |
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206 log_mutations(args.mutations, read2_muts, read_id+'/2', chrom, start, stop) |
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207 frag_seq = fragment['seq'] |
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208 read1_seq = frag_seq[:args.read_len] |
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209 read2_seq = get_revcomp(frag_seq[len(frag_seq)-args.read_len:]) |
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210 if fragment['strand'] == '-': |
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211 read1_seq, read2_seq = read2_seq, read1_seq |
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212 if args.out_format == 'fasta': |
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213 out1.write('>{}\n{}\n'.format(read_id, read1_seq)) |
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214 out2.write('>{}\n{}\n'.format(read_id, read2_seq)) |
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215 elif args.out_format == 'fastq': |
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216 out1.write('@{}\n{}\n+\n{}\n'.format(read_id, read1_seq, qual_line)) |
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217 out2.write('@{}\n{}\n+\n{}\n'.format(read_id, read2_seq, qual_line)) |
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218 |
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219 finally: |
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220 try: |
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221 os.remove(tmpfile.name) |
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222 except OSError: |
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223 pass |
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224 |
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225 |
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226 def run_command(*command, **kwargs): |
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227 """Run a command and return the exit code. |
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228 run_command('echo', 'hello') |
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229 Will print the command to stderr before running, unless "silent" is set to True.""" |
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230 command_strs = map(str, command) |
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231 if not kwargs.get('silent'): |
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232 sys.stderr.write('$ '+' '.join(command_strs)+'\n') |
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233 devnull = open(os.devnull, 'w') |
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234 try: |
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235 exit_status = subprocess.call(map(str, command), stderr=devnull) |
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236 except OSError: |
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237 exit_status = None |
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238 finally: |
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239 devnull.close() |
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240 return exit_status |
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241 |
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242 |
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243 def extend_dist(raw_dist, exponent=1.25, min_prob=0.00001, max_len_mult=2): |
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244 """Add an exponentially decreasing tail to the distribution. |
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245 It takes the final value in the distribution and keeps dividing it by |
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246 "exponent", adding each new value to the end. It will not add probabilities |
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247 smaller than "min_prob" or extend the length of the list by more than |
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248 "max_len_mult" times.""" |
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249 extended_dist = list(raw_dist) |
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250 final_sum = sum(raw_dist) |
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251 value = raw_dist[-1] |
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252 value /= exponent |
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253 while value/final_sum >= min_prob and len(extended_dist) < len(raw_dist)*max_len_mult: |
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254 extended_dist.append(value) |
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255 final_sum += value |
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256 value /= exponent |
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257 return extended_dist |
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258 |
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259 |
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260 def compile_dist(raw_dist): |
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261 """Turn the human-readable list of probabilities defined at the top into |
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262 proportional probabilities. |
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263 E.g. [10, 5, 5] -> [0.5, 0.75, 1.0]""" |
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264 proportional_dist = [] |
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265 final_sum = sum(raw_dist) |
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266 current_sum = 0 |
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267 for magnitude in raw_dist: |
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268 current_sum += magnitude |
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269 proportional_dist.append(current_sum/final_sum) |
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270 return proportional_dist |
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271 |
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272 |
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273 def parse_read_id(read_id): |
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274 match = re.search(WGSIM_ID_REGEX, read_id) |
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275 if match: |
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276 chrom = match.group(1) |
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277 start = match.group(2) |
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278 stop = match.group(3) |
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279 id_num = match.group(4) |
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280 else: |
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281 chrom, id_num, start, stop = read_id, None, None, None |
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282 return chrom, id_num, start, stop |
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283 |
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284 |
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285 #TODO: Clean up "mutation" vs "error" terminology. |
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286 def generate_mutations(seq_len, error_rate, indel_rate, extension_rate): |
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287 """Generate all the mutations that occur over the length of a sequence.""" |
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288 i = 0 |
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289 while i <= seq_len: |
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290 if random.random() < error_rate: |
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291 mtype, alt = make_mutation(indel_rate, extension_rate) |
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292 # Allow mutation after the last base only if it's an insertion. |
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293 if i < seq_len or mtype == 'ins': |
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294 yield {'coord':i, 'type':mtype, 'alt':alt} |
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295 # Compensate for length variations to keep i tracking the original read's base coordinates. |
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296 if mtype == 'ins': |
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297 i += len(alt) |
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298 elif mtype == 'del': |
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299 i -= alt |
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300 i += 1 |
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301 |
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302 |
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303 def make_mutation(indel_rate, extension_rate): |
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304 """Simulate a random mutation.""" |
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305 # Is it an indel? |
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306 rand = random.random() |
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307 if rand < indel_rate: |
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308 # Is it an insertion or deletion? Decide, then initialize it. |
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309 # Re-use the random number from above. Just check if it's in the lower or upper half of the |
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310 # range from 0 to indel_rate. |
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311 if rand < indel_rate/2: |
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312 mtype = 'del' |
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313 alt = 1 |
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314 else: |
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315 mtype = 'ins' |
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316 alt = get_rand_base() |
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317 # Extend the indel as long as the extension rate allows. |
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318 while random.random() < extension_rate: |
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319 if mtype == 'ins': |
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320 alt += get_rand_base() |
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321 else: |
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322 alt += 1 |
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323 else: |
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324 # What is the new base for the SNV? |
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325 mtype = 'snv' |
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326 alt = get_rand_base() |
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327 return mtype, alt |
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328 |
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329 |
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330 def get_rand_base(bases='ACGT'): |
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331 return random.choice(bases) |
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332 |
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333 |
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334 def get_rand_seq(seq_len): |
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335 return ''.join([get_rand_base() for i in range(seq_len)]) |
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336 |
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337 |
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338 def get_revcomp(seq): |
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339 return seq.translate(REVCOMP_TABLE)[::-1] |
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340 |
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341 |
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342 def apply_mutation(mut, seq): |
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343 i = mut['coord'] |
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344 if mut['type'] == 'snv': |
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345 # Replace the base at "coord". |
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346 new_seq = seq[:i] + mut['alt'] + seq[i+1:] |
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347 else: |
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348 # Indels are handled by inserting or deleting bases starting *before* the base at "coord". |
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349 # This goes agains the VCF convention, but it allows deleting the first and last base, as well |
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350 # as inserting before and after the sequence without as much special-casing. |
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351 if mut['type'] == 'ins': |
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352 # Example: 'ACGTACGT' + ins 'GC' at 4 = 'ACGTGCACGT' |
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353 new_seq = seq[:i] + mut['alt'] + seq[i:] |
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354 else: |
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355 # Example: 'ACGTACGT' + del 2 at 4 = 'ACGTGT' |
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356 new_seq = seq[:i] + seq[i+mut['alt']:] |
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357 return new_seq |
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358 |
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359 |
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360 def get_mutations_subset(mutations_old, start, length, revcomp=False, seqlen=None): |
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361 """Get a list of the input mutations which are within a certain region. |
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362 The output list maintains the order in the input list, only filtering out |
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363 mutations outside the specified region. |
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364 "start" is the start of the region (0-based). If revcomp, this start should be |
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365 in the coordinate system of the reverse-complemented sequence. |
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366 "length" is the length of the region. |
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367 "revcomp" causes the mutations to be converted to their reverse complements, and |
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368 the "start" to refer to the reverse complement sequence's coordinates. The order |
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369 of the mutations is unchanged, though. |
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370 "seqlen" is the length of the sequence the mutations occurred in. This is only |
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371 needed when revcomp is True, to convert coordinates to the reverse complement |
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372 coordinate system.""" |
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373 stop = start + length |
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374 mutations_new = [] |
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375 for mutation in mutations_old: |
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376 if revcomp: |
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377 mutation = get_mutation_revcomp(mutation, seqlen) |
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378 if start <= mutation['coord'] < stop: |
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379 mutations_new.append(mutation) |
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380 elif mutation['coord'] == stop and mutation['type'] == 'ins': |
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381 # Allow insertions at the last coordinate. |
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382 mutations_new.append(mutation) |
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383 return mutations_new |
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384 |
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385 |
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386 def get_mutation_revcomp(mut, seqlen): |
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387 """Convert a mutation to its reverse complement. |
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388 "seqlen" is the length of the sequence the mutation is being applied to. Needed |
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389 to convert the coordinate to a coordinate system starting at the end of the |
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390 sequence.""" |
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391 mut_rc = {'type':mut['type']} |
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392 if mut['type'] == 'snv': |
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393 mut_rc['coord'] = seqlen - mut['coord'] - 1 |
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394 mut_rc['alt'] = get_revcomp(mut['alt']) |
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395 elif mut['type'] == 'ins': |
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396 mut_rc['coord'] = seqlen - mut['coord'] |
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397 mut_rc['alt'] = get_revcomp(mut['alt']) |
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398 elif mut['type'] == 'del': |
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399 mut_rc['coord'] = seqlen - mut['coord'] - mut['alt'] |
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400 mut_rc['alt'] = mut['alt'] |
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401 return mut_rc |
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402 |
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403 |
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404 def log_mutations(mutfile, mutations, read_id, chrom, start, stop): |
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405 for mutation in mutations: |
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406 mutfile.write('{read_id}\t{chrom}\t{start}\t{stop}\t{coord}\t{type}\t{alt}\n' |
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407 .format(read_id=read_id, chrom=chrom, start=start, stop=stop, **mutation)) |
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408 |
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409 |
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410 def add_pcr_errors(subtree, strand, read_len, error_rate, indel_rate, extension_rate): |
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411 """Add simulated PCR errors to a node in a tree and all its descendants.""" |
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412 # Note: The errors are intended as "errors made in creating this molecule", so don't apply this to |
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413 # the root node, since that is supposed to be the original, unaltered molecule. |
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414 # Go down the subtree and simulate errors in creating each fragment. |
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415 # Process all the first-child descendants of the original node in a loop, and recursively call |
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416 # this function to process all second children. |
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417 node = subtree |
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418 while node: |
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419 node['strand'] = strand |
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420 node['errors'] = list(generate_mutations(read_len, error_rate, indel_rate, extension_rate)) |
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421 add_pcr_errors(node.get('child2'), strand, read_len, error_rate, indel_rate, extension_rate) |
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422 node = node.get('child1') |
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423 |
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424 |
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425 def apply_pcr_errors(subtree, seq): |
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426 node = subtree |
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427 while node: |
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428 for error in node.get('errors', ()): |
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429 seq = apply_mutation(error, seq) |
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430 if 'child1' not in node: |
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431 node['seq'] = seq |
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432 apply_pcr_errors(node.get('child2'), seq) |
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433 node = node.get('child1') |
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434 |
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435 |
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436 def get_final_fragments(tree): |
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437 """Walk to the leaf nodes of the tree and get the post-PCR sequences of all the fragments. |
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438 Returns a dict mapping fragment id number to a dict representing the fragment. Its only two keys |
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439 are 'seq' (the final sequence) and 'strand' ('+' or '-').""" |
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440 fragments = {} |
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441 nodes = [tree] |
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442 while nodes: |
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443 node = nodes.pop() |
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444 child1 = node.get('child1') |
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445 if child1: |
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446 nodes.append(child1) |
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447 else: |
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448 fragments[node['id']] = {'seq':node['seq'], 'strand':node['strand']} |
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449 child2 = node.get('child2') |
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450 if child2: |
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451 nodes.append(child2) |
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452 return fragments |
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453 |
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454 |
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455 def add_mutation_lists(subtree, fragments, mut_list1): |
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456 """Compile the list of mutations that each fragment has undergone in PCR. |
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457 To call from the root, give [] as "mut_list1" and a dict mapping all existing node id's to a dict |
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458 as "fragments". Instead of returning the data, this will add a 'mutations' key to the dict for |
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459 each fragment, mapping it to a list of PCR mutations that occurred in the lineage of the fragment, |
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460 in chronological order.""" |
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461 node = subtree |
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462 while node: |
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463 mut_list1.extend(node.get('errors', ())) |
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464 if 'child1' not in node: |
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465 fragments[node['id']]['mutations'] = mut_list1 |
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466 if 'child2' in node: |
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467 mut_list2 = copy.deepcopy(mut_list1) |
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468 add_mutation_lists(node.get('child2'), fragments, mut_list2) |
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469 node = node.get('child1') |
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470 |
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471 |
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472 def check_tree_balance(subtree): |
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473 """Find all points in the tree where the cycles of sibling nodes is unequal, and |
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474 return the maximum difference.""" |
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475 node = subtree |
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476 if node: |
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477 child1 = node.get('child1') |
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478 child2 = node.get('child2') |
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479 if child1 and child2: |
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480 diff = abs(child1['cycle'] - child2['cycle']) |
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481 else: |
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482 diff = 0 |
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483 diff_child1 = check_tree_balance(child1) |
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484 diff_child2 = check_tree_balance(child2) |
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485 return max(diff, diff_child1, diff_child2) |
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486 else: |
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487 return 0 |
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488 |
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489 |
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490 def get_good_pcr_tree(n_reads, n_cycles, max_tries, max_diff=1): |
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491 """Return a single, balanced PCR tree from build_pcr_tree(), or fail if one cannot |
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492 be found in max_tries. |
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493 Compensate for bugs in build_pcr_tree() that sometimes result in multiple trees, |
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494 or trees with siblings from different cycles.""" |
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495 tries = 0 |
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496 while tries <= max_tries: |
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497 trees = build_pcr_tree(n_reads, n_cycles) |
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498 if len(trees) == 1 and check_tree_balance(trees[0]) <= max_diff: |
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499 return trees[0] |
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500 tries += 1 |
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501 raise AssertionError('Could not generate a single, balanced tree! (tried {} times)' |
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502 .format(max_tries)) |
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503 |
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504 |
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505 def build_pcr_tree(n_reads, n_cycles): |
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506 """Create a simulated descent lineage of how all the final PCR fragments are related. |
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507 Each node represents a fragment molecule at one stage of PCR. Each node is a dict containing the |
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508 fragment's children (other nodes) ('child1' and 'child2'), the PCR cycle number ('cycle'), and, |
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509 at the leaves, a unique id number for each final fragment. |
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510 Returns a list of root nodes. Usually there will only be one, but about 1-3% of the time it fails |
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511 to unify the subtrees and results in a broken tree. |
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512 """ |
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513 #TODO: Make it always return a single tree. |
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514 # Begin a branch for each of the fragments. These are the leaf nodes. We'll work backward from |
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515 # these, simulating the points at which they share ancestors, eventually coalescing into the |
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516 # single (root) ancestor. |
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517 branches = [] |
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518 for frag_id in range(n_reads): |
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519 branches.append({'cycle':n_cycles-1, 'id':frag_id}) |
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520 # Build up all the branches in parallel. Start from the second-to-last PCR cycle. |
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521 for cycle in reversed(range(n_cycles-1)): |
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522 # Probability of 2 fragments sharing an ancestor at cycle c is 1/2^c. |
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523 prob = 1/2**cycle |
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524 frag_i = 0 |
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525 while frag_i < len(branches): |
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526 current_root = branches[frag_i] |
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527 # Does the current fragment share this ancestor with any of the other fragments? |
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528 # numpy.random.binomial() is a fast way to simulate going through every other fragment and |
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529 # asking if random.random() < prob. |
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530 shared = numpy.random.binomial(len(branches)-1, prob) |
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531 if shared == 0: |
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532 # No branch point here. Just add another level to the lineage. |
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533 branches[frag_i] = {'cycle':cycle, 'child1':current_root} |
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534 else: |
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535 # Pick a random other fragment to share this ancestor with. |
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536 # Make a list of candidates to pick from. |
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537 candidates = [] |
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538 for candidate_i, candidate in enumerate(branches): |
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539 # Don't include ourselves. |
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540 if candidate is current_root: |
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541 continue |
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542 # If it's at a cycle above us and it already has a child, skip it. |
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543 if candidate['cycle'] == cycle and candidate.get('child2'): |
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544 continue |
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545 candidates.append(candidate_i) |
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546 if candidates: |
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547 relative_i = random.choice(candidates) |
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548 relative = branches[relative_i] |
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549 # Have we already passed this fragmentfragment on this cycle? |
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550 if relative['cycle'] == cycle: |
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551 # If we've already passed it, we're looking at the fragment's parent. We want the child. |
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552 relative = relative['child1'] |
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553 # Join the lineages of our current fragment and the relative to a new parent. |
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554 #TODO: Sometimes, we end up matching up subtrees of different depths. But the discrepancy |
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555 # is rarely greater than 1. Figure out why. |
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556 # assert abs(current_root['cycle'] - relative['cycle']) < 3, ('cycle: {}, current_root: {},' |
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557 # ' relative: {}, frag_i: {}, relative_i: {}, branches: {}, candidates: {}, shared: {}' |
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558 # .format(cycle, current_root['cycle'], relative['cycle'], frag_i, relative_i, |
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559 # len(branches), len(candidates), shared)) |
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560 branches[frag_i] = {'cycle':cycle, 'child1':current_root, 'child2':relative} |
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561 # Remove the relative from the list of lineages. |
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562 del(branches[relative_i]) |
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563 if relative_i < frag_i: |
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564 frag_i -= 1 |
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565 frag_i += 1 |
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566 return branches |
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567 |
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568 |
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569 def get_depth(tree): |
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570 depth = 0 |
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571 node = tree |
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572 while node: |
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573 depth += 1 |
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574 node = node.get('child1') |
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575 return depth |
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576 |
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577 |
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578 def convert_tree(tree_orig): |
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579 # Let's operate on a copy only. |
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580 tree = copy.deepcopy(tree_orig) |
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581 # Turn the tree vertical. |
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582 tree['line'] = 1 |
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583 tree['children'] = 0 |
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584 levels = [[tree]] |
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585 done = False |
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586 while not done: |
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587 last_level = levels[-1] |
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588 this_level = [] |
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589 done = True |
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590 for node in last_level: |
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591 for child_name in ('child1', 'child2'): |
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592 child = node.get(child_name) |
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593 if child: |
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594 done = False |
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595 child['parent'] = node |
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596 child['branch'] = child['parent']['branch'] |
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597 if child_name == 'child2': |
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598 child['branch'] += 1 |
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599 this_level.append(child) |
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600 this_level.sort(key=lambda node: node['branch']) |
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601 levels.append(this_level) |
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602 return levels |
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603 |
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604 |
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605 def print_levels(levels): |
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606 last_level = [] |
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607 for level in levels: |
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608 for node in level: |
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609 child = 1 |
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610 for parent in last_level: |
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611 if parent.get('child2') is node: |
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612 child = 2 |
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613 if child == 1: |
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614 sys.stdout.write('| ') |
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615 else: |
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616 sys.stdout.write('\ ') |
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617 last_level = level |
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618 print() |
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619 |
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620 |
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621 def label_branches(tree): |
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622 """Label each vertical branch (line of 'child1's) with an id number.""" |
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623 counter = 1 |
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624 tree['branch'] = counter |
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625 nodes = [tree] |
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626 while nodes: |
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627 node = nodes.pop(0) |
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628 child1 = node.get('child1') |
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629 if child1: |
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630 child1['branch'] = node['branch'] |
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631 nodes.append(child1) |
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632 child2 = node.get('child2') |
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633 if child2: |
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634 counter += 1 |
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635 child2['branch'] = counter |
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636 nodes.append(child2) |
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637 |
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638 |
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639 def print_tree(tree_orig): |
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640 # We "write" strings to an output buffer instead of directly printing, so we can post-process the |
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641 # output. The buffer is a matrix of cells, each holding a string representing one element. |
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642 lines = [[]] |
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643 # Let's operate on a copy only. |
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644 tree = copy.deepcopy(tree_orig) |
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645 # Add some bookkeeping data. |
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646 label_branches(tree) |
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647 tree['level'] = 0 |
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648 branches = [tree] |
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649 while branches: |
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650 line = lines[-1] |
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651 branch = branches.pop() |
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652 level = branch['level'] |
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653 while level > 0: |
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654 line.append(' ') |
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655 level -= 1 |
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656 node = branch |
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657 while node: |
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658 # Is it the root node? (Have we written anything yet?) |
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659 if lines[0]: |
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660 # Are we at the start of the line? (Is it only spaces so far?) |
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661 if line[-1] == ' ': |
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662 line.append('\-') |
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663 elif line[-1].endswith('-'): |
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664 line.append('=-') |
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665 else: |
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666 line.append('*-') |
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667 child2 = node.get('child2') |
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668 if child2: |
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669 child2['level'] = node['level'] + 1 |
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670 branches.append(child2) |
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671 parent = node |
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672 node = node.get('child1') |
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673 if node: |
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674 node['level'] = parent['level'] + 1 |
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675 else: |
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676 line.append(' {}'.format(parent['branch'])) |
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677 lines.append([]) |
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678 # Post-process output: Add lines connecting branches to parents. |
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679 x = 0 |
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680 done = False |
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681 while not done: |
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682 # Draw vertical lines upward from branch points. |
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683 drawing = False |
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684 for line in reversed(lines): |
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685 done = True |
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686 if x < len(line): |
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687 done = False |
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688 cell = line[x] |
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689 if cell == '\-': |
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690 drawing = True |
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691 elif cell == ' ' and drawing: |
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692 line[x] = '| ' |
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693 elif cell == '=-' and drawing: |
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694 drawing = False |
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695 x += 1 |
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696 # Print the final output. |
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697 for line in lines: |
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698 print(''.join(line)) |
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699 |
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700 |
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701 def fail(message): |
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702 sys.stderr.write(message+"\n") |
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703 sys.exit(1) |
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704 |
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705 if __name__ == '__main__': |
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706 sys.exit(main(sys.argv)) |
