DOI: 10.18129/B9.bioc.Pigengene    

Infers biological signatures from gene expression data

Bioconductor version: Release (3.6)

Pigengene package provides an efficient way to infer biological signatures from gene expression profiles. The signatures are independent from the underlying platform, e.g., the input can be microarray or RNA Seq data. It can even infer the signatures using data from one platform, and evaluate them on the other. Pigengene identifies the modules (clusters) of highly coexpressed genes using coexpression network analysis, summarizes the biological information of each module in an eigengene, learns a Bayesian network that models the probabilistic dependencies between modules, and builds a decision tree based on the expression of eigengenes.

Author: Habil Zare, Amir Foroushani, and Rupesh Agrahari

Maintainer: Habil Zare <zare at txstate.edu>

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PDF R Script Pigengene: Computing and using eigengenes
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biocViews BiomedicalInformatics, Classification, Clustering, DecisionTree, DimensionReduction, GeneExpression, GraphAndNetwork, Microarray, Network, NetworkInference, Normalization, PrincipalComponent, RNASeq, Software, SystemsBiology, Transcriptomics
Version 1.4.2
In Bioconductor since BioC 3.4 (R-3.3) (1.5 years)
License GPL (>=2)
Depends R (>= 3.3.0), graph
Imports bnlearn, C50, MASS, matrixStats, partykit, Rgraphviz, WGCNA, GO.db, impute, preprocessCore, grDevices, graphics, stats, utils, parallel, pheatmap (>= 1.0.8)
Suggests org.Hs.eg.db, org.Mm.eg.db, biomaRt(>= 2.30.0), knitr, BiocStyle, AnnotationDbi, energy
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