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Right now, we'll be using it to call variants (find mutations) in the re-sequenced E. coli genome from the Introduction to mapping (bowtie, BWA). You will need the output SAM files from that tutorial to continue here. We assume that you are still in the main directory of introduction_to_mapping
data that you copied to $SCRATCH
.
Load the SAMtools module
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module load samtools
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What version of samtools is loaded on TACC?
Create a new output directory:
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cp bowtie/SRR030257.sam samtools_bowtie/ cp bowtie/NC_012967.1.fasta samtools_bowtie/ |
Index the reference file. (This isn't indexing it for mapping. It's indexing it so that SAMtools can quickly jump to a certain base.)
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samtools faidx samtools_bowtie/NC_012967.1.fasta |
Take a look at the new *.fai file that was created by this command. Any idea what some of the numbers mean?
SAM is a text file, so it is slow to access information about a how any given read was mapped. SAMtools and many of the commands that we will run later work on BAM files (essentially compressed binary forms of the text SAM files). These can be loaded much more quickly. Typically, they also need to be sorted, so that when the program wants to look at all reads overlapping position 4,129,888, it can easily find them all at once without having to search through the entire BAM file.
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samtools view -bS -o samtools_bowtie/SRR030257.bam samtools_bowtie/SRR030257.sam |borderStyle=solid} |
Sort and index the BAM file.
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samtools sort samtools_bowtie/SRR030257.bam samtools_bowtie/SRR030257.sorted
samtools index samtools_bowtie/SRR030257.sorted.bam
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What new files were created by these commands? Why didn't we name the output SRR030257.sorted.bam
? Can you guess what a *.bai file is?
Hint: You might be tempted to gzip
BAM files when copying them from one computer to another. Don't bother! They are already internally compressed, so you won't be able to shrink the file. On the other hand, compressing SAM files will save a fair bit of space.
Output VCF fileBCF file. This is a binary form of the text Variant Call Format (VCF).
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samtools mpileup -uf samtools_bowtie/NC_012967.1.fasta samtools_bowtie/SRR030257.sorted.bam |> $TACC_SAMTOOLS_DIRsamtools_bowtie/SRR030257.bcf |
Convert BCF to VCF:
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/opt/apps/samtools/0.1.18/bcftools/bcftools view -vcg -samtools_bowtie/SRR030257.bcf > samtools_bowtie/outputSRR030257.vcf |
Take a look at this file. It has a nice header explaining what the columns mean.Output - Samtools
Exercise 1
VCF format has Allele Frequency tags denoted by AF1. Try the following command to see what values we have in our files.
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cat input.vcf | grep AF1grep AF1 samtools_bowtie/SRR030257.vcf |
For the data we are dealing with, predictions with an allele frequency not equal to 1 are not really applicable here. (The reference genome is haploid. There aren't any heterozygotes.) How can we remove these lines from the file and continue on?
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What does the -v flag do in grep?
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Calling variants in reads mapped by BWA
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mkdir samtools_bwa |
You could also try running all of the commands from inside of the samtools_bwa
directory, just for a change of pace.
Comparing the results of different mappers
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module load bedtools |
Finding alike common mutations.
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intersectBed -a bowtie.vcf -b bwa.vcf > intersectcommon_bowtie_bwa.vcf |
Finding mutations that are unique mutations for each mapper.
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subtractBed -a bowtie.vcf -b intersect.vcf > unique_bowtie.vcf subtractBed -a bwa.vcf -b intersect.vcf > unique_bwa.vcf |
...
- Which mapper finds more variants?
- Can you figure out how to filter the VCF files on various criteria, like coverage, quality, ... ?
- How many high quality mutations are there in these E. coli samples relative to the reference genome?
Next up
We will examine the reads supporting these variants by Using the Integrative Genomics Viewer (IGV)