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  • -q N – only report alignment records with mapping quality of at least N (>= N).
  • -f 0xXX – only report alignment records where the specified flags XX are all set (are all 1)
    • you can provide the flags in decimal, or as here as hexidecimal
  • -F 0xXX – only report alignment records where the specified flags XX are all cleared (are all 0)

Setup

Login to login5.ls5stampede2.tacc.utexas.edu, set up a directory for these exercises, and copy an indexed BAM file there. This is a renamed version of the yeast_pairedend.sort.bam file from our Alignment workflow exercises and start an idev session.

Code Block
languagebash
titleSetup for samtools exercisesStart an idev session
idevmkdir -p $SCRATCH/core_ngs/samtools
cd $SCRATCH/core_ngs/samtools
cp $CORENGS/catchup/for_samtools/* .

References

Handy links

SAM header fields

The 11 SAM alignment record required fields (Tab-delimited).

Image Removed

SAM flags field

development -m 180 -A UT-2015-05-18 -N 1 -n 68 --reservation=BIO_DATA_week_1

Next set up a directory for these exercises, and copy an indexed BAM file there. This is a renamed version of the yeast_pairedend.sort.bam file from our Alignment workflow exercises.

Code Block
languagebash
titleSetup for samtools exercises
mkdir -p $SCRATCH/core_ngs/samtools
cd $SCRATCH/core_ngs/samtools
cp $CORENGS/catchup/for_samtools/* .

References

Handy links

SAM header fields

The 11 SAM alignment record required fields (Tab-delimited).

Image Added

SAM flags field

Meaning of each bit (Meaning of each bit (flag) in the SAM alignment records flags field (column 2). The most commonly flags are denoted in red.

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We'll do this first exercise one step at a time to get comfortable with piping commands. Start by just looking at the first few alignment records of the BAM file:

Code Block
languagebash
cd $SCRATCH/core_ngs/alignment/samtools
module load samtools biocontainers  # takes a while
module load samtools

cd $SCRATCH/core_ngs/alignment/samtools
samtools view yeast_pe.sort.bam | head

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Code Block
languagebash
samtools view yeast_pe.sort.bam | cut -f 6 | head 20

Next, make sure we're only looking at alignment records that represent mapped reads. The -F 0x4 option says to filter records where the 0x4 flag (read unmapped) is 0, resulting it only mapped reads being output.

Code Block
languagebash
samtools view -F 0x4 yeast_pe.sort.bam | cut -f 6 | head 20

Now we use grep with the pattern '[ID]' to select lines (which are now just CIGAR strings) that have Insert or Deletion operators. The brackets ( [ ] ) denote a character class pattern, which matches any of the characters inside the brackets. Be sure to ask for Perl regular expressions (-P) to be sure that this character class syntax is recognized.

Code Block
languagebash
samtools view -F 0x4 yeast_pe.sort.bam | cut -f 6 | grep -P '[ID]' | head 

Ok, this looks good. We're ready to run this against all the alignment records, and count the results:

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Code Block
languagebash
titleOne-liner for calculating BAM alignment rate
echo "`samtools view -F 0x4 -c yeast_pe.sort.bam` `samtools view -F 0x4 yeast_pe.sort.bam | cut -f 6 | grep -P '[ID]' | wc -l`" | \
  awk '{ print 100 * $2/$1,"%" }' 100 * $2/$1,"%" }'
Tip

awk also has a printf function, which can take the standard formatting commands (see https://en.wikipedia.org/wiki/Printf_format_string#Type_field).

Code Block
languagebash
awk 'BEGIN{ printf("%.2f %%\n", 100*6697/547664) }

Notes:

  • The printf arguments are enclosed in parentheses since it is a true function.
  • The 1st argument is the format string, enclosed in double quotes.
    • The %.2f format specifier says to output a floating point number with 2 digits after the decimal place.
    • The %% format specifier is used to output a single, literal percent sign.
    • Unlike the standard print statement, the printf function does not automaticlly append a newline to the output, so \n is added to the format string here.
  • Remaining arguments to printf are the values to be substituted for the format specifiers.
    • Here just our percentage computation

Filtering by location range

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Expand
titleSetup (if needed)
Code Block
languagebash
mkdir -p $SCRATCH/core_ngs/samtools
cd $SCRATCH/core_ngs/samtools
cp $CORENGS/catchup/for_samtools/* .
module load biocontainers
module load samtools
Code Block
languagebash
cd $SCRATCH/core_ngs/alignment/samtools

# count the number of reads mapped to chromosome 2 (chrII)
samtools view -c -F 0x4 yeast_pe.sort.bam chrII

# count the number of reads mapped to chromosomes 1 or M (chrI, chrM)
samtools view -c -F 0x4 yeast_pe.sort.bam chrI chrM

# count the number of reads mapped to chromosomes 1 that overlap coordinates 1000-2000
samtools view -c -F 0x4 yeast_pe.sort.bam chrI:1000-2000

# since there are only 20 reads in the chrI:1000-2000 region, examine them individually
samtools view -F 0x4 yeast_pe.sort.bam chrI:1000-2000

# look at a subset of field for chrI:1000-2000 reads
#   2=flags, 3=contig, 4=start, 5=mapping quality, 6=CIGAR, 9=insert size
samtools view -F 0x4 yeast_pe.sort.bam chrI:1000-2000 | cut -f 2-6,9

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Code Block
languagebash
# look at a subset of field for chrI:1000-2000 reads
#   2=flags, 3=contig, 4=start, 5=mapping quality, 6=CIGAR, 9=insert size
samtools view -F 0x4 yeast_pe.sort.bam chrI:1000-2000 | cut -f 2-6,9 | \
  awk 'BEGIN{FS=OFS="\t"}{$1 = sprintf("0x%x", $1); print}'

Notes:

  • Usually, if If a command line is continued on more than one line, the line continuation character ( \ ) is used.here we don't need a line continuation character because the linefeed after the first single quote is part of the script.
  • There is a sprintf (string print formatted) function in awk, just as there is in many modern programming languages.
  • We use sprintf to re-format the 1st input field (here the cut flags) in hex
    • using the format directive (%x)
    • also adding a literal "0x" prefix to denote the numeric base is hexadecimal
  • The results of sprintf are stored back into the 1st field ($1), replacing the original value.
  • awk's print statement is then used with no other arguments to print all its input fields, including the changed $1.

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Expand
titleAnswer 1 (building on the last command)

Here's one way to do it, building on our last command line:

Code Block
languagebash
samtools view -F 0x4 yeast_pe.sort.bam chrI:1000-2000 | awk '
  BEGIN{FS=OFS="\t"}
  {$2 = sprintf("0x%x", $2); print $2}' | grep -c '3$'

Note that here we don't need the line continuation character because the newline after the first single quote is part of the script command string.

Expand
titleHint 2 (using a SAM flag)
Use the 0x2 flag (1 = properly paired)

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  • bwa aln (global alignment) and bowtie2 with default parameters (both --local and --global) report at most one location for a read that maps
    • this will be the location with the best mapping quality and alignment
    • if a given read maps equally well to multiple locations, these aligners pick one location at random
      • bwa aln will always report a 0 mapping quality for these multi-hit reads
      • bowtie2 will report a low mapping quality (< 10), based on the complexity (information content) of the sequence
  • bwa mem (local alignment) can always report more than one location for a mapped read
    • its definition of a secondary alignment is different (and a bit non-standard)
      • if one part of a read maps to one location and another part maps somewhere else (e.g. because of RNA splicing), the longer alignment is marked as primary and the shorter as secondary.
    • there is no way to disable reporting of secondary alignments with bwa mem.
      • but they can be filtered from the sorted BAM with -F 0x100 (secondary alignment flag = 0).
  • bowtie2 can be configured to report more than one location for a mapped read
    • the -k N option says to report up to N alignments for a read
  • most transcriptome-aware RNA-seq aligners by default report more than one location for a mapped read
    • e.g. tophat2, hisat2, star, tophat2.
    • when reads are quantified (counted with respect to genes), multiply-mapped reads can be counted fractionally
      • e.g. if a read maps to 5 genes, it can be counted as 1/5 for each of the genes

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Expand
titleSetup (if needed)
Code Block
languagebash
mkdir -p $SCRATCH/core_ngs/samtools
cd $SCRATCH/core_ngs/samtools
cp $CORENGS/catchup/for_samtools/* .
module load biocontainers
module load samtools

Exercise:  Use samtools view with -F, -f and -q options to create a BAM containing only mapped, properly paired, high-quality (mapQ 20+) reads. Call the output file yeast_pe.sort.filt.bam.

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