Skip to main content

PathSingle is a Python package for pathway analysis of single-cell RNA-seq data.

Project description

PathSingle: A Biochemical Pathway Analysis Tool for Single-Cell Data

Pathway analysis

Overview

PathSingle is a Python-based pathway analysis tool tailored for single-cell data analysis. It employs a unique graph-based algorithm to enable the analysis of diverse cellular states, such as T cell subtypes. Designed to be open-source, extensible, and computationally efficient, PathSingle provides researchers with a versatile framework for uncovering biologically meaningful insights from high-dimensional single-cell transcriptomics data.

Key Features

  • Tailored for single-cell RNA-seq data analysis
  • Unique graph-based algorithm for pathway analysis
  • Efficient classification of diverse cellular states
  • Open-source and extensible
  • Computationally efficient

Installation

pip install pathsingle Or Simply clone this repository using git clone command.

Quick Start

anndata = sc.read('./data/activity_df.csv', delimiter=',', cache=False)
calc_activity(anndata)

Usage

For detailed usage instructions, please refer to the notebooks in the code folder, which demonstrate single-cell RNA-seq data processing using PathSingle.

The pathway_db subfolder contains scripts for building and customizing the pathways database.

Supported Pathways

PathSingle currently supports 357 curated pathways. Click the link to view the full list. List of supported pathways.

Contributing

We welcome contributions! Please see our Contributing Guidelines for more information on how to get involved.

License

PathSingle is available under the MIT license. See the LICENSE file for more details.

Support

For questions, issues, or feature requests, please open an issue on our GitHub repository.

For additional support, contact: zurkin at yahoo dot com.

Acknowledgments

We thank the scientific community for their valuable feedback and contributions to this project.

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

pathsingle-0.1.4.tar.gz (15.2 MB view details)

Uploaded Source

Built Distribution

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

pathsingle-0.1.4-py3-none-any.whl (15.2 MB view details)

Uploaded Python 3

File details

Details for the file pathsingle-0.1.4.tar.gz.

File metadata

  • Download URL: pathsingle-0.1.4.tar.gz
  • Upload date:
  • Size: 15.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.1.1 CPython/3.9.13

File hashes

Hashes for pathsingle-0.1.4.tar.gz
Algorithm Hash digest
SHA256 7e65f0cffae2239e6d09e7cee73e914dfbfdb9c5e06c3475cc67ef1297dc5f89
MD5 b6370a1c7f20c1d1f8d869beb132f79c
BLAKE2b-256 7da019ab06bdedb66ef5bea65748dd1d7a2a9458b7f4eafb02f0174110f54fbf

See more details on using hashes here.

File details

Details for the file pathsingle-0.1.4-py3-none-any.whl.

File metadata

  • Download URL: pathsingle-0.1.4-py3-none-any.whl
  • Upload date:
  • Size: 15.2 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.1.1 CPython/3.9.13

File hashes

Hashes for pathsingle-0.1.4-py3-none-any.whl
Algorithm Hash digest
SHA256 1ee2ef991d4ec9c153c4a9195ea22ff9f3182b9acfa460d2ba97fb7356e8ab7c
MD5 fecd6b0939dec00a01fcb309341fe780
BLAKE2b-256 345fbdefdfd9672e619e68ac7ebca0e7dad167d82be04c67f57729747f053bf0

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