CRAN/E | scapGNN

scapGNN

Graph Neural Network-Based Framework for Single Cell Active Pathways and Gene Modules Analysis

Installation

About

It is a single cell active pathway analysis tool based on the graph neural network (F. Scarselli (2009) doi:10.1109/TNN.2008.2005605; Thomas N. Kipf (2017) ) to construct the gene-cell association network, infer pathway activity scores from different single cell modalities data, integrate multiple modality data on the same cells into one pathway activity score matrix, identify cell phenotype activated gene modules and parse association networks of gene modules under multiple cell phenotype. In addition, abundant visualization programs are provided to display the results.

Key Metrics

Version 0.1.4
R ≥ 4.1.0
Published 2023-08-08 266 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks scapGNN results

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Maintainer

Maintainer

Xudong Han

hanxd1217@163.com

Authors

Xudong Han

aut / cre / cph

Xujiang Guo

fnd

Material

Reference manual
Package source

Vignettes

Graph Neural Network-Based Framework for Single Cell Active Pathways and Gene Modules Analysis

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

scapGNN archive

Depends

R ≥ 4.1.0

Imports

ActivePathways
AdaptGauss
coop
igraph
mixtools
reticulate
methods

Suggests

rmarkdown
knitr