Version Compatibility

Reference examples tested with: Bowtie2 2.5.3+, MetaPhlAn 4.1+, minimap2 2.26+, pandas 2.2+, scanpy 1.10+

Before using code patterns, verify installed versions match. If versions differ:

• Python: pip show <package> then help(module.function) to check signatures
• CLI: <tool> --version then <tool> --help to 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.

MetaPhlAn 4 Profiling

"Profile the species composition of my metagenome" → Determine species-level relative abundances from shotgun metagenomic reads using clade-specific marker gene alignment.

• CLI: metaphlan sample.fastq --input_type fastq -o profile.txt

MetaPhlAn 4 uses ~5M clade-specific markers from 26,970 species-level genome bins. Supports both short reads (bowtie2) and long reads (minimap2).

Basic Profiling