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A CLI tool for dereplicating and filtering viral contigs

Project description

votuderep

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A Python CLI tool for dereplicating and filtering viral contigs (vOTUs - viral Operational Taxonomic Units) using the CheckV method.

Features

  • Dereplicate vOTUs: Remove redundant viral sequences using BLAST-based ANI clustering
  • Filter by CheckV metrics: Filter viral contigs based on quality, completeness, and other metrics
  • ...

Requirements

  • Python >= 3.10
  • BLAST+ toolkit (specifically blastn and makeblastdb)

Installation

From source

# Clone the repository
git clone https://github.com/yourusername/votuderep.git
cd votuderep

# Install in development mode
pip install -e .

# Or install normally
pip install .

Installing BLAST+

votuderep requires BLAST+ to be installed and available in your PATH:

# Using conda (recommended)
conda install -c bioconda blast

# On Ubuntu/Debian
sudo apt-get install ncbi-blast+

# On macOS
brew install blast

Usage

votuderep provides two main commands: derep and filter.

Dereplicate vOTUs

Remove redundant sequences using BLAST and ANI clustering:

votuderep derep -i input.fasta -o dereplicated.fasta

Options:

  • -i, --input: Input FASTA file [required]
  • -o, --output: Output FASTA file [default: dereplicated_vOTUs.fasta]
  • -t, --threads: Number of threads for BLAST [default: 2]
  • --tmp: Temporary directory [default: $TEMP or /tmp]
  • --min-ani: Minimum ANI threshold (0-100) [default: 95]
  • --min-tcov: Minimum target coverage (0-100) [default: 85]
  • --keep: Keep temporary directory with intermediate files

Example:

# Basic dereplication
votuderep derep -i viral_contigs.fasta -o dereplicated.fasta

# With custom parameters
votuderep derep -i viral_contigs.fasta -o dereplicated.fasta \
  --min-ani 97 --min-tcov 90 -t 8

# Keep intermediate files for inspection
votuderep derep -i viral_contigs.fasta -o dereplicated.fasta \
  --keep --tmp ./temp_dir

How it works:

  1. Creates a BLAST database from input sequences
  2. Performs all-vs-all BLASTN comparison
  3. Calculates ANI (Average Nucleotide Identity) and coverage
  4. Clusters sequences using greedy centroid-based algorithm
  5. Outputs the longest sequence from each cluster (representative)

Filter by CheckV

Filter viral contigs based on CheckV quality metrics:

votuderep filter input.fasta checkv_output.tsv -o filtered.fasta

Required Arguments:

  • FASTA: Input FASTA file with viral contigs
  • CHECKV_OUT: TSV output file from CheckV

Options:

Length filters:

  • -m, --min-len: Minimum contig length [default: 0]
  • --max-len: Maximum contig length, 0 = unlimited [default: 0]

Quality filters:

  • --min-quality: Minimum quality level: low, medium, or high [default: low]
  • --complete: Only keep complete genomes
  • --exclude-undetermined: Exclude contigs where quality is "Not-determined"

Metrics filters:

  • -c, --min-completeness: Minimum completeness percentage (0-100)
  • --max-contam: Maximum contamination percentage (0-100)
  • --no-warnings: Only keep contigs with no warnings

Other filters:

  • --provirus: Only select proviruses (provirus == "Yes")
  • -o, --output: Output FASTA file [default: STDOUT]

Examples:

# Basic filtering - minimum quality
votuderep filter viral_contigs.fasta checkv_output.tsv -o filtered.fasta

# High-quality sequences only
votuderep filter viral_contigs.fasta checkv_output.tsv \
  --min-quality high -o high_quality.fasta

# Complete genomes with minimum length
votuderep filter viral_contigs.fasta checkv_output.tsv \
  --complete --min-len 5000 -o complete_genomes.fasta

# Complex filtering
votuderep filter viral_contigs.fasta checkv_output.tsv \
  --min-quality medium \
  --min-completeness 80 \
  --max-contam 5 \
  --no-warnings \
  --min-len 3000 \
  -o high_confidence.fasta

# Output to stdout (for piping)
votuderep filter viral_contigs.fasta checkv_output.tsv > filtered.fasta

Quality Levels:

CheckV assigns quality levels to viral contigs:

  • Complete: Complete genomes (highest quality)
  • High-quality: High confidence viral sequences
  • Medium-quality: Moderate confidence sequences
  • Low-quality: Lower confidence but valid sequences
  • Not-determined: Quality could not be determined

The --min-quality option filters inclusively:

  • low: Includes Low, Medium, High, and Complete (default)
  • medium: Includes Medium, High, and Complete
  • high: Includes High and Complete only

Note: "Not-determined" sequences are included by default unless --exclude-undetermined is used.

Global Options

  • -v, --verbose: Enable verbose logging
  • --version: Show version and exit
  • --help: Show help message

License

MIT License - See LICENSE file for details

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Authors

Andrea Telatin & QIB Core Bioinformatics

©️ Quadram Institute Bioscience 2025

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