RTools4TB

Data mining of public microarray data through connections to the TranscriptomeBrowser database.

Bioconductor version: Release (2.7)

TranscriptomeBrowser (TBrowser) hosts a large collection of transcriptional signatures (TS) automatically extracted from the Gene Expression Omnibus (GEO) database. Each GEO experiment (GSE) was processed so that a subset of the original expression matrix containing the most relevant/informative genes was kept and organized into a set of homogeneous signatures. Each signature was tested for functional enrichment using annotations terms obtained from numerous ontologies or curated databases (Gene Ontology, KEGG, BioCarta, Swiss-Prot, BBID, SMART, NIH Genetic Association DB, COG/KOG...) using the DAVID knowledgebase. The RTools4TB package can be used to perform complexe queries to the database. Thereby, RTools4TB can be helpful (i) to define the biological contexts (i.e, experiments) in which a set of genes are co-expressed and (ii) to define their most frequent neighbors. In addition, RTools4TB comes with a new algoritm, "Density Based Filtering And Markov Clustering" (DBF-MCL), whose goal is to partition large and noisy datasets. DBF-MCL is a tree-step adaptative algorithm that (i) find elements located in dense areas (ie. clusters) (ii) uses selected items to construct a graph and (iii) performs graph partitioning using MCL. This algorithm is implemented in the RTools4TB package although it requires a UNIX-like systems.

Author: Aurelie Bergon, Fabrice Lopez, Julien Textoris, Samuel Granjeaud and Denis Puthier

Maintainer: Aurelie Bergon

To install this package, start R and enter:

source("http:///biocLite.R")
biocLite("RTools4TB")    

Documentation

PDF

R Script

RTools4TB

Reference Manual

Details

biocViews	Microarray, OneChannel, TwoChannel, Clustering, Classification, DataImport, Annotation, GeneExpression
Depends	R, Biobase, limma, methods
Imports
Suggests	RColorBrewer, biocGraph, ALL
System Requirements
License	LGPL
URL	http://tagc.univ-mrs.fr/tbrowser/
Depends On Me
Imports Me
Suggests Me
Version	1.6.0

Package Downloads

Package Source	RTools4TB_1.6.0.tar.gz
Windows Binary	RTools4TB_1.6.0.zip (32- & 64-bit)
MacOS 10.5 (Leopard) binary	RTools4TB_1.6.0.tgz
Package Downloads Report	Download Stats