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Showing content from http://www.bioconductor.org/packages/devel/bioc/html/../../bioc/html/../../bioc/html/SGCP.html below:

Bioconductor - SGCP (development version)

SGCP

This is the development version of SGCP; for the stable release version, see SGCP.

SGCP: A semi-supervised pipeline for gene clustering using self-training approach in gene co-expression networks

Bioconductor version: Development (3.22)

SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks. SGC consists of multiple novel steps that enable the computation of highly enriched modules in an unsupervised manner. But unlike all existing frameworks, it further incorporates a novel step that leverages Gene Ontology information in a semi-supervised clustering method that further improves the quality of the computed modules.

Author: Niloofar AghaieAbiane [aut, cre] ORCID: 0000-0003-1096-7592 , Ioannis Koutis [aut]

Maintainer: Niloofar AghaieAbiane <niloofar.abiane at gmail.com>

Citation (from within R, enter citation("SGCP")): Installation

To install this package, start R (version "4.5") and enter:


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

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("SGCP")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("SGCP")
Details biocViews Classification, Clustering, DimensionReduction, GeneExpression, GeneSetEnrichment, GraphAndNetwork, Network, NetworkEnrichment, NeuralNetwork, RNASeq, Software, SystemsBiology, Visualization, mRNAMicroarray Version 1.9.0 In Bioconductor since BioC 3.17 (R-4.3) (2 years) License GPL-3 Depends R (>= 4.2.0) Imports ggplot2, expm, caret, plyr, dplyr, GO.db, annotate, SummarizedExperiment, genefilter, GOstats, RColorBrewer, xtable, Rgraphviz, reshape2, openxlsx, ggridges, DescTools, org.Hs.eg.db, methods, grDevices, stats, RSpectra, graph System Requirements URL https://github.com/na396/SGCP See More Package Archives

Follow Installation instructions to use this package in your R session.


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