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scGraphVerse

scGraphVerse: A Gene Network Analysis Package

Bioconductor version: 3.23 · Package version: 1.2.0

A package for inferring, comparing, and visualizing gene networks from single-cell RNA sequencing data. It integrates multiple methods (GENIE3, GRNBoost2, ZILGM, PCzinb, and JRF) for robust network inference, supports consensus building across methods or datasets, and provides tools for evaluating regulatory structure and community similarity. GRNBoost2 requires Python package 'arboreto' which can be installed using init_py(install_missing = TRUE). This package includes adapted functions from ZILGM (Park et al., 2021), JRF (Petralia et al., 2015), and learn2count (Nguyen et al. 2023) packages with proper attribution under GPL-2 license.

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("scGraphVerse")

Details

MaintainerFrancesco Cecere <francesco.cecerengs@gmail.com>
AuthorFrancesco Cecere [aut, cre] (ORCID: <https://orcid.org/0000-0002-0329-0870>), Annamaria Carissimo [aut], Daniela De Canditiis [aut], Claudia Angelini [aut, fnd]
LicenseGPL-3 + file LICENSE
URLhttps://ngsFC.github.io/scGraphVerse
Bug Reportshttps://github.com/ngsFC/scGraphVerse/issues
System RequirementsPython (>= 3.6) and arboreto Python package for GRNBoost2 method. Use init_py(install_missing = TRUE) for automated installation.
Downloads rank118
Source branchRELEASE_3_23
biocViewsGeneRegulation, GeneSetEnrichment, GraphAndNetwork, KEGG, Network, NetworkEnrichment, NetworkInference, Pathways, RNASeq, Reactome, Sequencing, SingleCell, Software, Visualization

Documentation

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Dependencies

Depends: R (>= 4.5.0)

Imports: BiocBaseUtils, BiocParallel (>= 1.30.0), doParallel, doRNG, GENIE3, Matrix, MultiAssayExperiment, SingleCellExperiment, SummarizedExperiment, distributions3, dplyr, grDevices, graphics, httr, igraph, jsonlite, methods, parallel, reticulate, tidyr, glmnet, MASS, utils, stats, S4Vectors, graph, mpath

Suggests: AnnotationDbi, BiocStyle, clusterProfiler, DOSE, enrichplot, fmsb, ggplot2, ggraph, gridExtra, INetTool, org.Hs.eg.db, org.Mm.eg.db, patchwork, pROC, RColorBrewer, ReactomePA, rentrez, robin, scales, Seurat, STRINGdb, testthat (>= 3.0.0), knitr, rmarkdown, tidyverse, magick, celldex, SingleR, TENxPBMCData, scater, GenomeInfoDb, GenomicRanges