View, convert, and understand SAM/BAM/CRAM alignment files using samtools and pysam. Use when inspecting alignments, converting between formats, or understanding alignment file structure.
Resources
2Install
npx skillscat add gptomics/bioskills/bio-sam-bam-basics Install via the SkillsCat registry.
This skill provides tools for reading, converting, and inspecting SAM, BAM, and CRAM alignment files using samtools and pysam. It addresses the need to work with genomic alignment data by enabling format conversion, alignment inspection, and understanding of file structure. Developers should use it when processing or analyzing sequencing data stored in these standard alignment formats.
Version Compatibility
Reference examples tested with: pysam 0.22+, samtools 1.19+
Before using code patterns, verify installed versions match. If versions differ:
- Python:
pip show <package>thenhelp(module.function)to check signatures - CLI:
<tool> --versionthen<tool> --helpto confirm flags
If code throws ImportError, AttributeError, or TypeError, introspect the installed
package and adapt the example to match the actual API rather than retrying.
SAM/BAM/CRAM Basics
"Read a BAM file" → Open a binary alignment file and iterate over aligned reads with their mapping coordinates, flags, and quality scores.
- Python:
pysam.AlignmentFile()(pysam) - CLI:
samtools view(samtools) - R:
scanBam()(Rsamtools)
View and convert alignment files using samtools and pysam.
Format Overview
| Format | Description | Use Case |
|---|---|---|
| SAM | Text format, human-readable | Debugging, small files |
| BAM | Binary compressed SAM | Standard storage format |
| CRAM | Reference-based compression | Long-term archival, smaller than BAM |
SAM Format Structure
@HD VN:1.6 SO:coordinate
@SQ SN:chr1 LN:248956422
@RG ID:sample1 SM:sample1
@PG ID:bwa PN:bwa VN:0.7.17
read1 0 chr1 100 60 50M * 0 0 ACGT... FFFF... NM:i:0Header lines start with @:
@HD- Header metadata (version, sort order)@SQ- Reference sequence dictionary@RG- Read group information@PG- Program used to create file
Alignment fields (tab-separated):
- QNAME - Read name
- FLAG - Bitwise flag
- RNAME - Reference name
- POS - 1-based position
- MAPQ - Mapping quality
- CIGAR - Alignment description
- RNEXT - Mate reference
- PNEXT - Mate position
- TLEN - Template length
- SEQ - Read sequence
- QUAL - Base qualities
- Optional tags (NM:i:0, MD:Z:50, etc.)
samtools view
View BAM as SAM
samtools view input.bam | headView with Header
samtools view -h input.bam | head -100View Header Only
samtools view -H input.bamView Specific Region
samtools view input.bam chr1:1000-2000Count Alignments
samtools view -c input.bamFormat Conversion
Goal: Convert between SAM (text), BAM (binary), and CRAM (reference-compressed) alignment formats.
Approach: Use samtools view with format flags (-b for BAM, -C for CRAM, -h for SAM with header). CRAM requires a reference FASTA with -T.
BAM to SAM
samtools view -h -o output.sam input.bamSAM to BAM
samtools view -b -o output.bam input.samBAM to CRAM
samtools view -C -T reference.fa -o output.cram input.bamCRAM to BAM
samtools view -b -T reference.fa -o output.bam input.cramPipe Conversion
samtools view -b input.sam > output.bamCommon Flags
| Flag | Decimal | Meaning |
|---|---|---|
| 0x1 | 1 | Paired |
| 0x2 | 2 | Proper pair |
| 0x4 | 4 | Unmapped |
| 0x8 | 8 | Mate unmapped |
| 0x10 | 16 | Reverse strand |
| 0x20 | 32 | Mate reverse strand |
| 0x40 | 64 | First in pair |
| 0x80 | 128 | Second in pair |
| 0x100 | 256 | Secondary alignment |
| 0x200 | 512 | Failed QC |
| 0x400 | 1024 | PCR duplicate |
| 0x800 | 2048 | Supplementary |
Decode Flags
samtools flags 147
# 0x93 147 PAIRED,PROPER_PAIR,REVERSE,READ2CIGAR Operations
| Op | Description |
|---|---|
| M | Alignment match (can be mismatch) |
| I | Insertion to reference |
| D | Deletion from reference |
| N | Skipped region (introns in RNA-seq) |
| S | Soft clipping |
| H | Hard clipping |
| = | Sequence match |
| X | Sequence mismatch |
Example: 50M2I30M = 50 bases match, 2 base insertion, 30 bases match
pysam Python Alternative
Goal: Read and manipulate alignment data programmatically in Python.
Approach: Use pysam.AlignmentFile to open BAM/CRAM files, iterate over reads, and access properties like coordinates, flags, CIGAR, and tags.
Open and Iterate
import pysam
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for read in bam:
print(f'{read.query_name}\t{read.reference_name}:{read.reference_start}')Access Header
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for sq in bam.header['SQ']:
print(f'{sq["SN"]}: {sq["LN"]} bp')Read Alignment Properties
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for read in bam:
print(f'Name: {read.query_name}')
print(f'Flag: {read.flag}')
print(f'Chrom: {read.reference_name}')
print(f'Pos: {read.reference_start}') # 0-based
print(f'MAPQ: {read.mapping_quality}')
print(f'CIGAR: {read.cigarstring}')
print(f'Seq: {read.query_sequence}')
print(f'Qual: {read.query_qualities}')
breakCheck Flag Properties
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for read in bam:
if read.is_paired and read.is_proper_pair:
if read.is_reverse:
strand = '-'
else:
strand = '+'
print(f'{read.query_name} on {strand} strand')Fetch Region
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for read in bam.fetch('chr1', 1000, 2000):
print(read.query_name)Convert BAM to SAM
with pysam.AlignmentFile('input.bam', 'rb') as infile:
with pysam.AlignmentFile('output.sam', 'w', header=infile.header) as outfile:
for read in infile:
outfile.write(read)Convert to CRAM
with pysam.AlignmentFile('input.bam', 'rb') as infile:
with pysam.AlignmentFile('output.cram', 'wc', reference_filename='reference.fa', header=infile.header) as outfile:
for read in infile:
outfile.write(read)Quick Reference
| Task | samtools | pysam |
|---|---|---|
| View BAM | samtools view file.bam |
AlignmentFile('file.bam', 'rb') |
| View header | samtools view -H file.bam |
bam.header |
| Count reads | samtools view -c file.bam |
sum(1 for _ in bam) |
| Get region | samtools view file.bam chr1:1-1000 |
bam.fetch('chr1', 0, 1000) |
| BAM to SAM | samtools view -h -o out.sam in.bam |
Open with 'w' mode |
| SAM to BAM | samtools view -b -o out.bam in.sam |
Open with 'wb' mode |
| BAM to CRAM | samtools view -C -T ref.fa -o out.cram in.bam |
Open with 'wc' mode |
Related Skills
- alignment-indexing - Create indices for random access (required for fetch/region queries)
- alignment-sorting - Sort alignments by coordinate or name
- alignment-filtering - Filter alignments by flags, quality, regions
- bam-statistics - Generate statistics from alignment files
- sequence-io/read-sequences - Parse FASTA/FASTQ input files