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Upload imputation helper run_beagle.py

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  1. preprocess/run_beagle.py +102 -0
preprocess/run_beagle.py ADDED
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+ #!/usr/bin/env python
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+ import re
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+ import click
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+ import os
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+ import glob
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+ """
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+ script for running Beagle 5.4
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+ All kind of data for this script like human reference panel, genetic maps
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+ and executable files for Beagle and Conform-gt can be found on the Beagle website
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+ http://faculty.washington.edu/browning/beagle/beagle.html
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+ """
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+
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+
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+ def bgzip_and_index(vcf, samples):
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+ os.system(f'bcftools view {vcf} -Oz -o {vcf}.gz')
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+ os.system(f'bcftools index {vcf}.gz')
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+ if samples:
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+ # for VCF with other samples
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+ os.system(f'bcftools view {samples} -Oz -o {samples}.gz')
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+ os.system(f'bcftools index {samples}.gz')
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+ print('bgzip_and_index: done')
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+
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+
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+ def merge(vcf, samples):
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+ os.system(f'bcftools merge {vcf}.gz {samples}.gz -o merged.vcf')
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+ bgzip_and_index('merged.vcf', False)
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+ print('merge: done')
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+
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+
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+ def clean_and_gzip(vcf, samples):
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+ if samples:
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+ vcf = 'merged.vcf'
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+ result_file = f'{vcf.split(".vcf")[0]}_clean.vcf'
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+ os.system(f'bcftools view -e \'ALT =="." | REF=="."\' {vcf}.gz -Oz -o temp.vcf.gz') # remove unknown alleles
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+ os.system(f'bcftools norm -d none temp.vcf.gz >> {result_file}') # remove duplicates
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+ os.system(f'gzip {result_file}')
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+ os.remove('temp.vcf.gz') # remove temporal file
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+ print('clean_and_gzip: done')
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+ return f'{result_file}.gz'
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+
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+
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+ def run_conform(conform, vcf_gz_file, ref_folder):
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+ """output files: checked_{chr_type}.vcf.gz
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+ docs: http://faculty.washington.edu/browning/conform-gt.html
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+ reference: files was downloaded from from Beagle human reference link
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+ https://bochet.gcc.biostat.washington.edu/beagle/1000_Genomes_phase3_v5a/b37.vcf/"""
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+ for ref_file in glob.glob(f'{ref_folder}/**/chr*.vcf.gz', recursive=True):
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+ print('conform ', ref_file)
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+ if re.search("chr(\d+)", ref_file):
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+ chr_type = (re.search("chr(\d+)", ref_file))[1]
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+ elif re.search("chrX", ref_file):
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+ chr_type = (re.search("chrX", ref_file))[0].split('chr')[1]
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+ os.system(f'java -jar {conform} ref={ref_file} gt={vcf_gz_file} chrom={chr_type} '
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+ f'out=checked_{chr_type}')
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+ print('run_conform: done')
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+
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+
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+ def ensure_biallelic_ref(ref_dir):
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+ for ref_file in glob.glob(f'{ref_dir}/chr*.v5a.vcf.gz'):
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+ ref_biall_path = os.path.join(ref_dir, f'{ref_file.split("vcf")[0]}biallelic.vcf.gz')
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+ print('ensure ', ref_file, ref_biall_path)
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+ os.system(f'bcftools view -m2 -M2 -v snps -Oz -o {ref_biall_path} {ref_file}')
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+ os.system(f'bcftools index {ref_biall_path}.gz')
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+ os.remove(ref_file) # remove initial ref file
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+
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+
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+ def run_beagle(beagle, gb, map_dir, ref_dir):
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+ """output files: checked_{chr_type}.vcf.gz
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+ docs: http://faculty.washington.edu/browning/conform-gt.html"""
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+ for checked_file in glob.glob(f'{os.getcwd()}/checked_*.vcf.gz'):
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+ if re.search("checked_(\d+)", checked_file):
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+ chr_type = (re.search("checked_(\d+)", checked_file))[1]
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+ elif re.search("checked_X", checked_file):
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+ chr_type = (re.search("checked_X", checked_file))[0].split('checked_')[1]
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+ for ref_file in glob.glob(f'{ref_dir}/chr{chr_type}.*biallelic.vcf.gz'):
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+ for map_file in glob.glob(f'{map_dir}/plink.chr{chr_type}.*.map'):
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+ os.system(f'java -Xmx{gb}g -jar {beagle} gt={checked_file} ref={ref_file}'
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+ f' out=imputed_{chr_type} map={map_file}')
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+
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+
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+ @click.command()
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+ @click.option('--vcf', help='Path to the target vcf file')
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+ @click.option('--samples', help='Path to VCF with other samples for conform checks, not required if target VCF'
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+ 'contains data for at least 20 individuals', required=False)
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+ @click.option('--conform', help='Path to conform .jar file')
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+ @click.option('--beagle', help='Path to beagle .jar file')
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+ @click.option('--ref', help='Path to folder with reference genome:'
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+ ' .vcf.gz files are expected to start with "chr1."..."chr22.", "chrX."')
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+ @click.option('--map', help='Path to folder with PLINK format genetic maps, files are expected to start with'
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+ '"plink.chr1.", ..."plink.chr22.", "plink.chrX."')
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+ @click.option('--gb', help='Number of gigabytes for running beagle', default=10, show_default=True)
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+ def main(vcf, samples, conform, beagle, ref, map, gb):
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+ bgzip_and_index(vcf, samples)
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+ if samples:
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+ merge(vcf, samples)
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+ cleaned_file = clean_and_gzip(vcf, samples) # returned cleaned file in .vcf.gz (gzip) format
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+ ensure_biallelic_ref(ref)
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+ run_conform(conform, cleaned_file, ref)
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+ run_beagle(beagle, gb, map, ref)
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+
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+
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+ main()