The BiclustGUI for R Commander
RcmdrPlugin.BiclustGUI
is a R Commander Plug-In containing multiple methods to apply biclustering and visualise these results.
Installing the GUI
To install the CRAN Release Version (1.1.1), please use the following commands:
setRepositories(ind=c(1:5))
install.packages("RcmdrPlugin.BiclustGUI")
To install the Development Version from either the R-Forge or GitHub repository use
setRepositories(ind=c(1:5))
install.packages("RcmdrPlugin.BiclustGUI",repos="http://R-Forge.R-project.org")
or
setRepositories(ind=c(1:5))
install.packages("devtools") # If not yet installed on your R Version
devtools::install_github("hadley/devtools") # Only run this if your currently installed
# devtools version is <= 1.12 (recursive dependencies bug)
devtools::install_github("ewouddt/RcmdrPlugin.BiclustGUI")
One of the options above will install the GUI and its dependencies from both CRAN and Bioconductor. Should some issue arise with a package installation, please try to manual install them. The code for this can be found here.
On the initial start-up of R Commander, you will probably be prompted to install some additional dependencies. This should not take too long!
To launch the GUI, use:
library(RcmdrPlugin.BiclustGUI)
More Info & Links
- Introductory Blog on GitHub/R-Bloggers (See Blogpost).
- Detailed Guide (See Vignette).
- Shiny Application for Biclustering (Shiny Cloud + Stand-Alone + GitHub (Coming Soon))
- R-Forge Project Page (R-Forge).
- I-Biostat Page (I-Biostat).
Currently Available Methods/Diagnostics
R Package | Biclustering Method | Publication |
---|---|---|
biclust |
Plaid | Turnet et al., 2005 |
biclust |
δ-biclustering | Cheng and Church, 2000 |
biclust |
X Motif | Murali and Kasif, 2003 |
biclust |
Spectral | Kluger et al., 2003 |
biclust |
QuestMotif | Kaiser, 2011 |
biclust |
Bimax | Prelic et al., 2006 |
fabia |
FABIA | Hochreiter et al., 2010 |
isa2 |
The Iterative Signature Algorithm | Bergman et al., 2003 |
iBBiG |
Iterative Binary Biclustering of Genesets | Gusenleitner et al., 2012 |
rqubic |
Qualitative Biclustering | Li et al., 2009 |
BicARE |
Biclustering Analysis and Results Exploration | Gestraud and Barillot, 2014 |
s4vd |
SSVD (Sparse Singular Value Decomposition) | Lee et al., 2010 |
s4vd |
S4VD (SSVD incorporating stability correction) | Sill et al., 2011 |
BiBitR |
Biclustering Algorithm for extracting bit-patterns from binary data-sets | Rodriguez-Baena et al., 2011 |
R Package | Diagnostics | Publication |
BcDiag |
Bicluster Diagnostic Plots | Aregay et al., 2014 |
superbiclust |
Generating Robust Biclusters from a Bicluster Set | Khamiakova, 2013 |