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iNETgrate

Integrates DNA methylation data with gene expression in a single gene network

Bioconductor version: 3.23 · Package version: 1.10.0

The iNETgrate package provides functions to build a correlation network in which nodes are genes. DNA methylation and gene expression data are integrated to define the connections between genes. This network is used to identify modules (clusters) of genes. The biological information in each of the resulting modules is represented by an eigengene. These biological signatures can be used as features e.g., for classification of patients into risk categories. The resulting biological signatures are very robust and give a holistic view of the underlying molecular changes.

Installation

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

BiocManager::install("iNETgrate")

Details

MaintainerHabil Zare <zare@u.washington.edu>
AuthorIsha Mehta [aut] (<https://orcid.org/0000-0002-6009-0787>), Ghazal Ebrahimi [aut], Hanie Samimi [aut], Habil Zare [aut, cre] (<https://orcid.org/0000-0001-5902-6238>)
LicenseGPL-3
Bug Reportshttps://github.com/Bioconductor/BiocManager/issues
Downloads rank194
Source branchRELEASE_3_23
biocViewsBiomedicalInformatics, Classification, Clustering, DNAMethylation, DimensionReduction, GeneExpression, GenePrediction, GraphAndNetwork, KEGG, Network, NetworkInference, Normalization, PrincipalComponent, RNASeq, Software, Survival, SystemsBiology, Transcriptomics, mRNAMicroarray

Documentation

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Dependencies

Depends: R (>= 4.3.0), BiocStyle (>= 2.18.1)

Imports: SummarizedExperiment, GenomicRanges (>= 1.24.1), stats, WGCNA, grDevices, graphics, survival, igraph, Pigengene (>= 1.19.26), Homo.sapiens, glmnet, caret, gplots, minfi, matrixStats, Rfast, tidyr, tidyselect, utils

Suggests: knitr, org.Hs.eg.db, org.Mm.eg.db, IlluminaHumanMethylation450kanno.ilmn12.hg19, AnnotationDbi, sesameData, TCGAbiolinks (>= 2.29.4)