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b/exseek/scripts/statistics.py |
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#! /usr/bin/env python |
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from __future__ import print_function |
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import argparse, sys, os, errno |
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import logging |
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logging.basicConfig(level=logging.INFO, format='[%(asctime)s] [%(levelname)s] %(name)s: %(message)s') |
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command_handlers = {} |
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def command_handler(f): |
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command_handlers[f.__name__] = f |
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return f |
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@command_handler |
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def read_length_hist(args): |
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import pysam |
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import numpy as np |
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from ioutils import open_file_or_stdout |
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logger.info('read input BAM/SAM file: ' + args.input_file) |
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sam = pysam.AlignmentFile(args.input_file, "rb") |
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counts_ref = np.zeros(args.max_length, dtype=np.int64) |
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counts_query = np.zeros(args.max_length, dtype=np.int64) |
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max_length = args.max_length |
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for read in sam: |
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counts_query[read.query_length] += 1 |
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counts_ref[min(read.reference_length, max_length - 1)] += 1 |
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logger.info('create output file: ' + args.output_file) |
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with open_file_or_stdout(args.output_file) as f: |
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f.write('length\tquery\treference\n') |
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for i in range(args.max_length): |
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f.write('{}\t{}\t{}\n'.format(i, counts_query[i], counts_ref[i])) |
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@command_handler |
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def read_duplicate_hist(args): |
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import pysam |
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import numpy as np |
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from ioutils import open_file_or_stdout |
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bin_size = args.bin_size |
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max_length = args.max_length |
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n = max_length//bin_size |
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bounds = np.arange(0, (n + 1)*bin_size, bin_size) |
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logger.info('read chrom sizes: ' + args.chrom_sizes_file) |
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chrom_sizes = {} |
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with open(args.chrom_sizes_file, 'r') as f: |
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for line in f: |
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c = line.strip().split('\t') |
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chrom_sizes[c[0]] = int(c[1]) |
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logger.info('read input BAM/SAM file: ' + args.input_file) |
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sam = pysam.AlignmentFile(args.input_file, "rb") |
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dup_counts = np.zeros(n + 1, dtype=np.int64) |
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tot_counts = np.zeros(n + 1, dtype=np.int64) |
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max_length = args.max_length |
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for read in sam: |
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index = min(chrom_sizes[read.reference_name]//bin_size, n) |
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if read.is_duplicate: |
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dup_counts[index] += 1 |
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tot_counts[index] += 1 |
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logger.info('create output file: ' + args.output_file) |
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with open_file_or_stdout(args.output_file) as f: |
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f.write('bin\tduplicates\ttotal\n') |
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for i in range(n + 1): |
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f.write('{}\t{}\t{}\n'.format(bounds[i], dup_counts[i], tot_counts[i])) |
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@command_handler |
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def fragment_length_hist(args): |
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import pysam |
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import numpy as np |
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from ioutils import open_file_or_stdout |
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logger.info('read input BAM/SAM file: ' + args.input_file) |
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sam = pysam.AlignmentFile(args.input_file, "rb") |
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max_length = args.max_length |
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counts = np.zeros(max_length + 1, dtype=np.int64) |
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read1 = None |
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for read in sam: |
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if (not read.is_paired) or (not read.is_proper_pair): |
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continue |
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if read.is_read1: |
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read1 = read |
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elif read.is_read2: |
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if read.query_name != read1.query_name: |
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continue |
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length = read.reference_end - read1.reference_start |
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counts[min(length, max_length)] += 1 |
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with open_file_or_stdout(args.output_file) as f: |
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f.write('fragment_length\tcounts\n') |
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for i in range(max_length + 1): |
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f.write('{}\t{}\n'.format(i, counts[i])) |
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if __name__ == '__main__': |
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main_parser = argparse.ArgumentParser(description='Statistics of exRNA datasets') |
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subparsers = main_parser.add_subparsers(dest='command') |
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parser = subparsers.add_parser('read_length_hist', |
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help='calculate a histogram for read length distribution') |
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parser.add_argument('--input-file', '-i', type=str, required=True, help='input BAM/SAM file') |
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parser.add_argument('--output-file', '-o', type=str, default='-', help='output histogram file') |
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parser.add_argument('--max-length', '-l', type=int, default=10000) |
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parser = subparsers.add_parser('read_duplicate_hist', |
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help='calculate a histogram for duplicate reads fraction vs read length') |
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parser.add_argument('--input-file', '-i', type=str, required=True, help='input BAM/SAM file') |
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parser.add_argument('--output-file', '-o', type=str, default='-', help='output histogram file') |
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parser.add_argument('--chrom-sizes-file', type=str, required=True, |
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help='file containing chromosome sizes') |
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parser.add_argument('--bin-size', type=int, default=10, |
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help='bin size for read length') |
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parser.add_argument('--max-length', type=int, default=10000, |
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help='upper bound for bins') |
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parser = subparsers.add_parser('fragment_length_hist', |
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help='calculate a histogram for fragment length in a paired-end BAM/SAM file') |
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parser.add_argument('--input-file', '-i', type=str, required=True, help='input BAM/SAM file') |
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parser.add_argument('--output-file', '-o', type=str, default='-', help='output histogram file') |
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parser.add_argument('--max-length', type=int, default=1000, |
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help='upper bound for fragment lengths') |
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args = main_parser.parse_args() |
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if args.command is None: |
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main_parser.print_help() |
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sys.exit(1) |
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logger = logging.getLogger('statistics.' + args.command) |
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command_handlers.get(args.command)(args) |