pafcalc: Fast Command-Line PAF Calculations Explained
What pafcalc does
pafcalc is a command-line utility for computing statistics and derived values from PAF (Pairwise mApping Format) files produced by long-read mappers (e.g., minimap2). It extracts key alignment metrics—alignment length, percent identity, coverage, and mapping quality—and summarizes them for downstream filtering, visualization, or QC.
When to use it
Use pafcalc when you need a quick, reproducible way to:
- Summarize large PAF alignment outputs without loading them into heavy tools.
- Filter alignments by length, identity, or coverage thresholds.
- Produce inputs for plotting or pipeline steps (e.g., assembly scaffolding, variant calling preprocessing).
Key features
- Fast, streaming processing of PAF files (low memory footprint).
- Compute per-alignment metrics (alignment length, percent identity).
- Aggregate summaries (mean, median, counts above thresholds).
- Simple filtering options to emit only alignments meeting criteria.
Typical command-line usage
Assuming pafcalc reads PAF from stdin and writes results to stdout, common patterns:
pafcalc < alignments.paf > summary.txt
- Filter by minimum percent identity (e.g., 95%) and minimum alignment length (e.g., 1000 bp):
pafcalc –min-id 95 –min-len 1000 < alignments.paf > filtered.paf
- Produce a TSV of per-alignment metrics for plotting:
pafcalc –per-aln –output-metrics id,len,coverage < alignments.paf > metrics.tsv
Output fields to expect
Most pafcalc outputs include:
- Query name, target name
- Alignment length
- Percent identity
- Query coverage or alignment fraction
- Mapping quality or alignment score
- Flags or tags from input PAF
Performance tips
- Compress input with bgzip and stream via process substitution if disk I/O is a bottleneck.
- Pipe minimap2 directly into pafcalc to avoid intermediate files:
minimap2 -x map-ont ref.fa reads.fq | pafcalc –min-id 90 > out.paf
- Use multithreading if pafcalc supports it for very large PAFs.
Example workflows
- Assembly polishing: filter high-identity, long alignments and feed into polishing tool.
- Structural variant calling: select alignments with split mappings and sufficient length.
- Coverage QC: compute coverage distributions per contig and flag low-coverage regions.
Troubleshooting common issues
- Unexpected low percent identities: confirm the identity calculation method matches mapper’s (some use different base counts).
- Missing tags in output: ensure pafcalc preserves needed optional PAF tags or extract them before processing.
- High memory usage: confirm streaming mode is enabled; avoid loading full files into RAM.
Alternatives and complements
- paf-tools: other PAF utilities for manipulation and filtering.
- paftools.js (from minimap2): additional utilities for PAF parsing and SV calling.
- Custom awk/perl/python scripts: for bespoke metrics not provided by pafcalc.
Summary
pafcalc is a lightweight, fast tool for extracting meaningful alignment metrics from PAF files on the command line. Incorporate it into pipelines to quickly filter and summarize long-read alignments, speeding up QC and downstream analyses.