Evolutionary Conservation of Amino Acids and Codons
Project description
Conservation
Conservation is a Python package for evolutionary conservation analysis at the codon and amino acid level. It supports comparative analysis using Pfam domain sequences and CDS datasets across multiple species.
๐ง Features
- Codon substitution matrix computation
- Fisher's exact test for conservation significance
- Automated visualization of alignment and substitution matrices
- Supports BLOSUM62 alignment, multi-threading, and multiple species
๐ฆ Installation
You can install the package from PyPI:
pip install conservation
Or from Bioconda:
conda install -c bioconda conservation
Or install from source:
git clone https://github.com/hanjunlee21/conservation.git
cd conservation
pip install .
๐ Usage
conservation codon \
--domain domain.fasta \
--cds species1.fasta,species2.fasta \
--output results_dir \
--threads 4
Command-line Arguments
--domain,-d: Pfam or domain FASTA file--cds,-c: Comma-separated list of CDS FASTA files (one per species)--output,-o: Output directory--threads,-t: Number of parallel threads--fdr,-q: FDR cutoff (optional)--conservedness,-s: Identity ratio threshold (optional)--dpi,-r: DPI for PDF plots
๐ Outputs
- Codon substitution matrix
.tsv - Statistical analysis
.statistics.tsv - PDF visualizations of alignments and substitution matrices
๐งฌ Example
Example command for 3 species:
conservation codon \
-d pfam_domain.fasta \
-c human.fasta,mouse.fasta,yeast.fasta \
-o conservation_output
๐ Project Structure
conservation/
โโโ conservation/
โโโ โโโ lib/
โ โโโ โโโ N34_modifications.tsv
โ โโโ __init__.py
โ โโโ commands.py
โ โโโ conservation_codon.py
โ โโโ version.py
โโโ bin/
โ โโโ conservation
โโโ README.md
โโโ setup.py
โโโ pyproject.toml
โโโ ...
๐ License
MIT License
๐ค Author
Hanjun Lee
hanjun_lee@hms.harvard.edu
Project URL: https://github.com/hanjunlee21/conservation
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