Skip to main content

symclatron: symbiont classifier

Project description

symclatron: symbiont classifier

ML-based classification of microbial symbiotic lifestyles

symclatron is a tool that classifies microbial genomes (input is protein FASTA files (.faa)) into three symbiotic lifestyle categories:

  • Free-living
  • Symbiont; Host-associated
  • Symbiont; Obligate-intracellular

Installation and quick start

Step 1: Install pixi (Requirement ⚠️)

curl -fsSL https://pixi.sh/install.sh | sh

More information about pixi can be found in the pixi documentation.

Step 2: Install symclatron

pixi global install -c conda-forge -c bioconda -c https://repo.prefix.dev/astrogenomics symclatron
symclatron setup

Test the installation

symclatron test

Setup data (required)

Before using symclatron for the first time, you need to download the required database files. This only needs to be done once.

symclatron setup

Input file requirements

  • Input file format: Protein FASTA files (.faa)
  • Quality: Complete or near-complete genomes recommended, but good performance for MQ MAGs are expected

Classify your genomes

symclatron classify --genome-dir /path/to/genomes/ --output-dir results/

Getting help

symclatron --help

# Command-specific help
symclatron classify --help
symclatron setup --help

# Show version and information
symclatron --version

Classification command

The main classification command with all options:

symclatron classify [OPTIONS]

Options:

  • --genome-dir, -i: Directory containing genome FASTA files (.faa) [default: input_genomes]
  • --output-dir, -o: Output directory for results [default: output_symclatron]
  • --keep-tmp: Keep temporary files for debugging
  • --threads, -t: Number of threads for HMMER searches [default: 2]
  • --quiet, -q: Suppress progress messages
  • --verbose: Show detailed progress information

Examples:

# Basic usage
symclatron classify --genome-dir genomes/ --output-dir results/

# With more threads and keeping temporary files
symclatron classify -i genomes/ -o results/ --threads 8 --keep-tmp

# Quiet mode
symclatron classify --genome-dir genomes/ --quiet

# Verbose mode with detailed progress
symclatron classify --genome-dir genomes/ --verbose

Results

The classification results are saved in the specified output directory:

Main output files

  1. symclatron_results.tsv - Main classification results with columns:

    • taxon_oid - Genome identifier
    • completeness_UNI56 - Completeness metric based on universal marker genes
    • confidence - Overall confidence score for the classification
    • classification - Final classification label:
      • Free-living
      • Symbiont;Host-associated
      • Symbiont;Obligate-intracellular
  2. classification_summary.txt - Summary report with statistics

  3. Log files - Detailed execution logs with timestamps

Debug files

When using --keep-tmp, intermediate files are preserved in tmp/ directory for analysis.

Performance

symclatron is designed for efficiency:

  • >2 minutes per genome on consumer-level laptops
  • Most recent benchmark: 306 genomes in ~162 minutes (1.9 min/genome)
  • Memory efficient - suitable for standard workstations

Container usage

Apptainer/Singularity

Pull the latest container:

apptainer pull docker://docker.io/jvillada/symclatron:latest

Citation

If you use symclatron in your research, please cite:

A genomic catalog of Earth’s bacterial and archaeal symbionts. Juan C. Villada, Yumary M. Vasquez, Gitta Szabo, Ewan Whittaker-Walker, Miguel F. Romero, Sarina Qin, Neha Varghese, Emiley A. Eloe-Fadrosh, Nikos C. Kyrpides, SymGs data consortium, Axel Visel, Tanja Woyke, Frederik Schulz bioRxiv 2025.05.29.656868; doi: https://doi.org/10.1101/2025.05.29.656868

Support

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

symclatron-0.7.0.tar.gz (26.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

symclatron-0.7.0-py3-none-any.whl (23.6 kB view details)

Uploaded Python 3

File details

Details for the file symclatron-0.7.0.tar.gz.

File metadata

  • Download URL: symclatron-0.7.0.tar.gz
  • Upload date:
  • Size: 26.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for symclatron-0.7.0.tar.gz
Algorithm Hash digest
SHA256 f48532589628bfb1998933a9b7ac92cbcfc71bbbd3f06d06d5f6b07370b8cb1d
MD5 20e80aadd06e9b2b4168ded1e66ef0f1
BLAKE2b-256 a9db787bbdc12ae2caafa9f2e18d444b530b1b98512bf5d5447c17dd718d57a2

See more details on using hashes here.

File details

Details for the file symclatron-0.7.0-py3-none-any.whl.

File metadata

  • Download URL: symclatron-0.7.0-py3-none-any.whl
  • Upload date:
  • Size: 23.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for symclatron-0.7.0-py3-none-any.whl
Algorithm Hash digest
SHA256 44e765a45c3a83aa78d1088254cac9951ba9164ef1cf1ee416e60078b51902e0
MD5 4d5aaf223fdc3d7c112e074822a82778
BLAKE2b-256 4a609dc7589e5de9b6f6221a8e8e49637b36b6b4a863999bfc574bed830d8bce

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page