Coder Social home page Coder Social logo

oubounyt / scanet Goto Github PK

View Code? Open in Web Editor NEW
4.0 1.0 0.0 9.87 MB

SCANet is a python package that incorporates the inference of gene co-expression networks from single-cell gene expression data

Home Page: https://pypi.org/project/scanet/

License: MIT License

Python 84.69% R 15.31%
co-expression gcn grn network single-cell

scanet's Introduction

PyPI

SCANet: A workflow for single-cell co-expression based analysis

SCANet, a python package that incorporates the inference of gene co-expression networks from single-cell gene expression data and a complete analysis of the identified modules through trait and cell type associations, hub genes detection, deciphering of co-regulatory signals in co-expression, and drug-gene interactions identification. This will likely accelerate network analysis pipelines and advance systems biology research.

Installation

To install SCANet.

pip install scanet

Finally, it should be possible to import drugstone to your python script.

import scanet

You can use

import scanet as sn

SCANet officially supports Python 3.6+.

Usage

A full detailed example of SCANet : Refer to this Jupyter Notebook.

In this Jupyter Notebook, we explored all aspects of gene coexpression networks (GCNs) using SCANet through a full analysis of the 3k PBMCs from 10x Genomics.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.