SAM/BAM/CRAM Basics
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
code
@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:0
Header 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
bash
samtools view input.bam | head
View with Header
bash
samtools view -h input.bam | head -100
View Header Only
bash
samtools view -H input.bam
View Specific Region
bash
samtools view input.bam chr1:1000-2000
Count Alignments
bash
samtools view -c input.bam
Format Conversion
BAM to SAM
bash
samtools view -h -o output.sam input.bam
SAM to BAM
bash
samtools view -b -o output.bam input.sam
BAM to CRAM
bash
samtools view -C -T reference.fa -o output.cram input.bam
CRAM to BAM
bash
samtools view -b -T reference.fa -o output.bam input.cram
Pipe Conversion
bash
samtools view -b input.sam > output.bam
Common 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
bash
samtools flags 147 # 0x93 147 PAIRED,PROPER_PAIR,REVERSE,READ2
CIGAR 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
Open and Iterate
python
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
python
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for sq in bam.header['SQ']:
print(f'{sq["SN"]}: {sq["LN"]} bp')
Read Alignment Properties
python
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}')
break
Check Flag Properties
python
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
python
with pysam.AlignmentFile('input.bam', 'rb') as bam:
for read in bam.fetch('chr1', 1000, 2000):
print(read.query_name)
Convert BAM to SAM
python
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
python
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