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QuantMS Docker Containers

A repository of production-ready Docker and Singularity containers for proteomics tools used in quantms pipelines, including DIA-NN, Relink, and OpenMS.

Overview

This repository provides containerized versions of popular proteomics tools:

  • DIA-NN: A powerful software solution for analyzing DIA proteomics data
  • Relink: Crosslinking mass spectrometry analysis pipeline (xiSEARCH, xiFDR, Scout)
  • OpenMS: A versatile open-source software for mass spectrometry data analysis

These containerized versions offer:

  • Simplified installation and deployment
  • Consistent runtime environment across platforms
  • Pre-configured dependencies and optimizations
  • Automatic builds and releases via GitHub Actions
  • Both Docker and Singularity container formats

Container Availability

DIA-NN Containers

Important: Due to licensing restrictions, DIA-NN containers are not publicly distributed. Users must build these containers locally or have access to the private ghcr.io/bigbio/diann registry.

Version Directory Key Features Container Tag
1.8.1 diann-1.8.1/ Core DIA-NN, library-free analysis ghcr.io/bigbio/diann:1.8.1
1.9.2 diann-1.9.2/ QuantUMS quantification, redesigned NN ghcr.io/bigbio/diann:1.9.2
2.0.2 diann-2.0/ Parquet output, proteoform confidence ghcr.io/bigbio/diann:2.0.2
2.1.0 diann-2.1.0/ Native .raw on Linux ghcr.io/bigbio/diann:2.1.0
2.2.0 diann-2.2.0/ Latest release ghcr.io/bigbio/diann:2.2.0
# Build Docker container locally
cd diann-2.1.0/
docker build -t diann:2.1.0 .

# Build Singularity container from Docker
singularity build diann-2.1.0.sif docker-daemon://diann:2.1.0

Relink Container

The Relink container provides a complete crosslinking mass spectrometry analysis environment.

Component Version Description
xiSEARCH 1.8.11 Crosslink identification search engine
xiFDR 2.3.10 FDR estimation for crosslinked peptides
Scout 2.0.0 Crosslink analysis tool
pyOpenMS latest Python bindings for OpenMS
.NET Runtime 9.0 Required by Scout
Java JRE 21 Required by xiSEARCH and xiFDR
Container Type Tag URL
Docker 1.0.0 ghcr.io/bigbio/relink:1.0.0
Docker latest ghcr.io/bigbio/relink:latest
Singularity 1.0.0 oras://ghcr.io/bigbio/relink-sif:1.0.0
# Pull Relink Docker image
docker pull ghcr.io/bigbio/relink:latest

# Run xiSEARCH
docker run -v /path/to/data:/data ghcr.io/bigbio/relink:latest \
  java -jar /opt/xisearch/xiSEARCH.jar --help

# Run Scout
docker run -v /path/to/data:/data ghcr.io/bigbio/relink:latest \
  dotnet /opt/scout/Scout_Unix.dll --help

OpenMS Containers

OpenMS containers are publicly available and can be pulled directly:

Container Type Version URL
Docker date-tagged ghcr.io/bigbio/openms-tools-thirdparty:YYYY.MM.DD
Docker latest ghcr.io/bigbio/openms-tools-thirdparty:latest
Singularity date-tagged oras://ghcr.io/bigbio/openms-tools-thirdparty-sif:YYYY.MM.DD
Singularity latest oras://ghcr.io/bigbio/openms-tools-thirdparty-sif:latest

The date tag (YYYY.MM.DD) is manually set for each release to ensure version stability.

License Information

Please note the following license restrictions:

  • DIA-NN: Custom academic license with restrictions. Please review the DIA-NN license before using. No commercial use or cloud deployment without collaboration agreement.
  • Relink/xiSEARCH/xiFDR/Scout: Please review the individual tool licenses
  • OpenMS: Available under the BSD 3-Clause License

Technical Specifications

DIA-NN Containers

  • Base Image: ubuntu:22.04
  • Available Versions: 1.8.1, 1.9.2, 2.0.2, 2.1.0, 2.2.0
  • Architecture: amd64/x86_64

Relink Container

  • Base Image: python:3.12-slim (multi-stage build)
  • Version: 1.0.0
  • Architecture: amd64/x86_64
  • Includes: Java 21, .NET 9.0, Python 3.12, pyOpenMS, polars, pandas

OpenMS Containers

  • Sourced from: ghcr.io/openms/openms-tools-thirdparty
  • Architecture: amd64/x86_64

Installation & Usage

Using Pre-built Docker Images

# Pull DIA-NN Docker image (requires GHCR access)
docker pull ghcr.io/bigbio/diann:2.1.0

# Pull Relink Docker image
docker pull ghcr.io/bigbio/relink:latest

# Pull OpenMS Docker image
docker pull ghcr.io/bigbio/openms-tools-thirdparty:latest

Building Images Locally

# Build DIA-NN (any version)
cd diann-2.1.0/ && docker build -t diann:2.1.0 .

# Build Relink
cd relink-1.0.0/ && docker build -t relink:1.0.0 .

Basic Usage

DIA-NN

docker run -v /path/to/data:/data ghcr.io/bigbio/diann:2.1.0 diann \
  --f /data/input.raw \
  --lib /data/library.tsv \
  --out /data/results.tsv

DIA-NN in quantmsdiann pipeline

After building your container, create a custom configuration file to override the DIA-NN container:

process {
    withLabel: diann {
        container = '/path-singularity-file/diann-2.1.0.sif'
    }
}

Please check quantmsdiann documentation for more information.

Relink

# Run xiSEARCH
docker run -v /path/to/data:/data ghcr.io/bigbio/relink:latest \
  java -jar /opt/xisearch/xiSEARCH.jar [options]

# Run Scout
docker run -v /path/to/data:/data ghcr.io/bigbio/relink:latest \
  dotnet /opt/scout/Scout_Unix.dll [options]

OpenMS

docker run -v /path/to/data:/data ghcr.io/bigbio/openms-tools-thirdparty:latest \
  PeakPickerHiRes -in /data/input.mzML -out /data/output.mzML

Data Mounting

When processing data, mount your local directories using Docker volumes:

docker run -v /local/path:/container/path -it <container> [commands]

CI/CD Workflow

This repository includes a GitHub Actions workflow that builds and syncs all containers:

QuantMS Containers Build and Sync: A combined workflow that:

  1. Builds and pushes DIA-NN Docker and Singularity containers (all versions)
  2. Builds and pushes Relink Docker and Singularity containers
  3. Syncs OpenMS containers from the official repository to BigBio

The workflow is triggered by:

  • Pushes to the main branch
  • Pull requests (for Dockerfile changes)
  • Release events (which also tag images as "latest")
  • Manual dispatch with configurable options

Troubleshooting

  1. Permission Errors

    chown -R $(id -u):$(id -g) /path/to/output
  2. Memory Issues: Increase Docker memory allocation in Docker Desktop settings

  3. DIA-NN Container Issues: Must be built locally or with GHCR access due to licensing

  4. Relink Java/Dotnet Issues: Ensure the container has sufficient memory (recommend >= 4GB)

Maintainers

Contributing

We welcome contributions! Please:

  1. Fork the repository
  2. Create a feature branch
  3. Submit a pull request

Citation

If you use these containers in your research, please cite:

@software{quantms_containers,
  author = {Perez-Riverol, Yasset},
  title = {QuantMS Docker Containers},
  year = {2025},
  url = {https://github.com/bigbio/quantms-containers}
}

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DIANN docker container and OpenMS release for quantms

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