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pycoqc-ng

CI Coverage Latest release Bioconda PyPI Python versions License: GPLv3 Documentation DOI

pycoqc-ng is a maintained continuation of pycoQC by Adrien Leger and Tommaso Leonardi, which is no longer developed. It keeps the original reports and adds support for the current Oxford Nanopore toolchain.

What this fork adds

  • Dorado / unaligned BAM input via Bam_to_seq_summary
  • POD5 input via Pod5_to_seq_summary
  • FASTQ input via Fastq_to_seq_summary, including %GC metrics and plots
  • Per-barcode length and %GC boxplots, and a basecall summary broken down by barcode
  • Runs on current dependencies: numpy 2.x, pandas 2.x and 3.x, plotly 5 to 7, pysam 0.22+, Python 3.9 to 3.13
  • A lightweight static PDF report alongside the interactive HTML one
  • No compiled extension, so it installs as a pure Python package

Installation

pip install pycoqc-ng

Or the current development version:

pip install git+https://github.com/duceppemo/pycoqc-ng.git

Conda, once the recipe is merged:

conda create -n pycoqc-ng -c conda-forge -c bioconda pycoqc-ng

The bioconda recipe is in review, so the bioconda badge above reads "not found" until it lands.

To work on the code:

git clone https://github.com/duceppemo/pycoqc-ng.git
cd pycoqc-ng
pip install -e ".[dev]"
pytest

Usage

Generate a report from a basecaller summary:

pycoQC -f sequencing_summary.txt -o pycoQC_report.html

With a Guppy barcoding file, plus a machine-readable summary:

pycoQC -f sequencing_summary.txt -b barcoding_summary.txt \
       -o pycoQC_report.html -j pycoQC_report.json

If you have no summary file, build one from the basecaller output first:

# Dorado unaligned BAM
Bam_to_seq_summary -f bam_dir/ -s sequencing_summary.txt

# POD5 (raw signal: gives a shorter report, with no read length or quality)
Pod5_to_seq_summary -f pod5_dir/ -s sequencing_summary.txt

# FASTQ (adds %GC)
Fastq_to_seq_summary -f fastq_dir/ -s sequencing_summary.txt

# legacy FAST5
Fast5_to_seq_summary -f fast5_dir/ -s sequencing_summary.txt

Split a summary by barcode:

Barcode_split -f sequencing_summary.txt -o split_dir/

Every command takes --help. pycoQC --default_config prints the plot configuration, which you can edit and pass back with --config_file.

The API mirrors the CLI:

from pycoQC.pycoQC import pycoQC

pycoQC(summary_file="sequencing_summary.txt",
       html_outfile="pycoQC_report.html",
       json_outfile="pycoQC_report.json")

Documentation

Full documentation is in the wiki: Installation · Usage · Input formats · Outputs · Configuration · FAQ

The wiki is maintained in docs/wiki/ and published by a workflow, so send documentation changes as pull requests against those files rather than editing the wiki directly.

Example reports built from the bundled test data live in docs/pycoQC/results/.

Citing

The method and the original implementation are published in JOSS. If you use this tool, please cite the original authors:

Leger A. and Leonardi T. (2019). pycoQC, interactive quality control for Oxford Nanopore Sequencing. Journal of Open Source Software, 4(34), 1236. https://doi.org/10.21105/joss.01236

JOSS

To reference a specific version of this software, the Zenodo concept DOI 10.5281/zenodo.23484147 always resolves to the latest release. See CITATION.cff.

Disclaimer

This is research software under active development. It is tested on Linux and macOS.

Licence

GPLv3, unchanged from the original project. See LICENSE.

Copyright © 2019-2024 Adrien Leger & Tommaso Leonardi Copyright © 2023-2026 Marc-Olivier Duceppe

Authors

  • Adrien Leger and Tommaso Leonardi — original pycoQC
  • Marc-Olivier Duceppe — this fork

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