IsoGeneGUI
IsoGeneGUI identifies genes exhibiting monotonic increases or decreases in expression across varying doses to support dose-response genomic analyses.
Key Features:
- Monotonic Trend Identification: Detects genes whose expression levels change consistently (increase or decrease) with increasing dosage.
- Multiple Test Statistics: Employs multiple statistical tests to assess monotonic trends across dose levels.
- Integration with Bioconductor: Operates within the Bioconductor ecosystem to enable interoperability with R and other Bioconductor packages.
Scientific Applications:
- Dose-Response Studies: Analyzes how gene expression varies with different doses of drugs or treatments to characterize dose-dependent effects.
- Gene Function Analysis: Identifies genes with monotonic expression trends to inform functional genomics investigations.
- Therapeutic Target Identification: Highlights genes with dose-dependent expression changes as potential candidates for therapeutic targeting.
Methodology:
Operates within R and Bioconductor and applies multiple statistical tests to detect monotonic (increasing or decreasing) gene expression trends across dose levels.
Topics
Collections
Details
- License:
- GPL-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M. Orchestrating high-throughput genomic analysis with Bioconductor. Nature Methods. 2015;12(2):115-121. doi:10.1038/nmeth.3252. PMID:25633503. PMCID:PMC4509590.