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One single-cell pipeline to rule them all, one pipeline to find them, one pipeline to unify them all, and with the data bind them.

Home Page: https://openomics.github.io/cell-seek/

License: MIT License

Python 88.23% Shell 6.36% R 5.41%
single-cell-atac-seq single-cell-omics single-cell-rna-seq 10xgenomics single-cell-vdj single-cell-cite-seq

cell-seek's Introduction

cell-seek ๐Ÿ”ฌ

One single-cell pipeline to rule them all!

DOI GitHub release (latest SemVer including pre-releases) Docker Pulls
tests docs GitHub issues GitHub license

This is the home of the pipeline, cell-seek. Its long-term goals: to accurately process and analyze single cell data like no pipeline before!

Overview

Welcome to cell-seek! Before getting started, we highly recommend reading through cell-seek's documentation.

The ./cell-seek pipeline is composed several inter-related sub commands to setup and run the pipeline across different systems. Each of the available sub commands perform different functions:

cell-seek is a comprehensive set of pipelines to perform the initial processing of different single cell technologies. It relies on technologies like Singularity1 to maintain the highest-level of reproducibility. The pipeline consists of a series of data processing and quality-control steps orchestrated by Snakemake2, a flexible and scalable workflow management system, to submit jobs to a cluster.

The pipeline is compatible with data generated from Illumina short-read sequencing technologies. As input, it accepts a set of FastQ files and can be run locally on a compute instance or on-premise using a cluster. A user can define the method or mode of execution. The pipeline can submit jobs to a cluster using a job scheduler like SLURM (more coming soon!). A hybrid approach ensures the pipeline is accessible to all users.

Before getting started, we highly recommend reading through the usage section of each available sub command.

For more information about issues or trouble-shooting a problem, please checkout our FAQ prior to opening an issue on Github.

Dependencies

Requires: singularity>=3.5 snakemake>=6.0

At the current moment, the pipeline uses a mixture of enviroment modules and docker images; however, this will be changing soon! In the very near future, the pipeline will only use docker images. With that being said, snakemake and singularity must be installed on the target system. Snakemake orchestrates the execution of each step in the pipeline. To guarantee the highest level of reproducibility, each step of the pipeline will rely on versioned images from DockerHub. Snakemake uses singularity to pull these images onto the local filesystem prior to job execution, and as so, snakemake and singularity will be the only two dependencies in the future.

Installation

Please clone this repository to your local filesystem using the following command:

# Clone Repository from Github
git clone https://github.com/OpenOmics/cell-seek.git
# Change your working directory
cd cell-seek/
# Add dependencies to $PATH
# Biowulf users should run
module load snakemake singularity
# Get usage information
./cell-seek -h

Contribute

This site is a living document, created for and by members like you. cell-seek is maintained by the members of OpenOmics and is improved by continous feedback! We encourage you to contribute new content and make improvements to existing content via pull request to our GitHub repository.

Cite

If you use this software, please cite it as below:

@BibText
@software{Chen_Kuhn_OpenOmics_cell-seek_2023,
  author       = {Vicky Chen and Skyler Kuhn},
  title        = {OpenOmics/cell-seek},
  month        = nov,
  year         = 2023,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.10181524},
  url          = {https://doi.org/10.5281/zenodo.10181524}
}
@APA
Vicky Chen, & Skyler Kuhn. (2023). OpenOmics/cell-seek [Computer software]. https://doi.org/10.5281/zenodo.10181524

For more citation style options, please visit the pipeline's Zenodo page.

References

1. Kurtzer GM, Sochat V, Bauer MW (2017). Singularity: Scientific containers for mobility of compute. PLoS ONE 12(5): e0177459.
2. Koster, J. and S. Rahmann (2018). "Snakemake-a scalable bioinformatics workflow engine." Bioinformatics 34(20): 3600.

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