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Mining informative genes with certain biological meanings are important for clinical diagnosis of disease and discovery of disease mechanisms in plants and animals. This process involves identification of relevant genes and removal of redundant genes as much as possible from a whole gene set. This package selects the informative genes related to a specific trait using gene expression dataset. These trait specific genes are considered as informative genes. This package returns the informative gene set from the high dimensional gene expression data using a combination of methods SVM and MRMR (for feature selection) with bootstrapping procedure.
Version: | 0.1.0 |
Depends: | R (≥ 3.5) |
Imports: | e1071, BootMRMR |
Published: | 2020-01-31 |
DOI: | 10.32614/CRAN.package.IGST |
Author: | Nitesh Kumar Sharma, Dwijesh Chandra Mishra, Neeraj Budhlakoti and Md. Samir Farooqi |
Maintainer: | Nitesh Kumar Sharma <sharmanitesh.iasri at gmail.com> |
License: | GPL-3 |
NeedsCompilation: | no |
CRAN checks: | IGST results |
Reference manual: | IGST.pdf |
Package source: | IGST_0.1.0.tar.gz |
Windows binaries: | r-devel: IGST_0.1.0.zip, r-release: IGST_0.1.0.zip, r-oldrel: IGST_0.1.0.zip |
macOS binaries: | r-release (arm64): IGST_0.1.0.tgz, r-oldrel (arm64): IGST_0.1.0.tgz, r-release (x86_64): IGST_0.1.0.tgz, r-oldrel (x86_64): IGST_0.1.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.