【Workflows】 WGS/WES Mapping to Variant Calls

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WGS/WES Mapping to Variant Calls - Version 1.0

htslib官网上给的一个WGS/WES的流程。关于htslib、samtools和bcftools之间的关系，可以在sanger官网查看其解释：

HTSlib is a software library for manipulating various sequencing and variant file formats: SAM, BAM, CRAM, VCF, and BCF. SAMtools and BCFtools are applications built around HTSlib, performing format conversion, file merging and splitting, sorting, variant calling, and much more.

workflow主要三步骤：

• Mapping
• Improvement
• Variant Calling

Mapping

bwa index <ref.fa>
bwa mem -R '@RG	ID:foo	SM:bar	LB:library1' <ref.fa> <read1.fa> <read1.fa> > lane.sam  #官方给的，我认为是read1.fq和read2.fq
samtools fixmate -O bam <lane.sam> <lane_fixmate.bam>
samtools sort -O bam -o <lane_sorted.bam> -T </tmp/lane_temp> <lane_fixmate.sam>

Improvement

# realign gapped alignment
java -Xmx2g -jar GenomeAnalysisTK.jar -T RealignerTargetCreator -R <ref.fa> -I <lane.bam> -o <lane.intervals> --known <bundle/b38/Mills1000G.b38.vcf>
java -Xmx4g -jar GenomeAnalysisTK.jar -T IndelRealigner -R <ref.fa> -I <lane.bam> -targetIntervals <lane.intervals> --known <bundle/b38/Mills1000G.b38.vcf> -o <lane_realigned.bam>

# BQSR
ava -Xmx4g -jar GenomeAnalysisTK.jar -T BaseRecalibrator -R <ref.fa> -knownSites >bundle/b38/dbsnp_142.b38.vcf> -I <lane.bam> -o <lane_recal.table>
java -Xmx2g -jar GenomeAnalysisTK.jar -T PrintReads -R <ref.fa> -I <lane.bam> --BSQR <lane_recal.table> -o <lane_recal.bam>

#MarkDuplicates
java -Xmx2g -jar MarkDuplicates.jar VALIDATION_STRINGENCY=LENIENT INPUT=<lane_1.bam> INPUT=<lane_2.bam> INPUT=<lane_3.bam> OUTPUT=<library.bam>

samtools merge <sample.bam> <library1.bam> <library2.bam> <library3.bam>
samtools index <sample.bam>

# realign your INDELS（可选）
java -Xmx2g -jar GenomeAnalysisTK.jar -T RealignerTargetCreator -R <ref.fa> -I <sample.bam> -o <sample.intervals> --known >bundle/b38/Mills1000G.b38.vcf>
java -Xmx4g -jar GenomeAnalysisTK.jar -T IndelRealigner -R <ref.fa> -I <sample.bam> -targetIntervals <sample.intervals> --known >bundle/b38/Mills1000G.b38.vcf> -o <sample_realigned.bam>

samtools index <sample_realigned.bam>

Variant Calling

bcftools mpileup -Ou -f <ref.fa> <sample1.bam> <sample2.bam> <sample3.bam> | bcftools call -vmO z -o <study.vcf.gz>

# exam bcf（可选）
bcftools mpileup -Ob -o <study.bcf> -f <ref.fa> <sample1.bam> <sample2.bam> <sample3.bam>
bcftools call -vmO z -o <study.vcf.gz> <study.bcf>

tabix -p vcf <study.vcf.gz>

bcftools stats -F <ref.fa> -s - <study.vcf.gz> > <study.vcf.gz.stats>
mkdir plots
plot-vcfstats -p plots/ <study.vcf.gz.stats>

bcftools filter -O z -o <study_filtered..vcf.gz> -s LOWQUAL -i'%QUAL>10' <study.vcf.gz>