RFGeneRank
Bioc currentRFGeneRank: Cross-validated Stable Predictive Gene Ranking for Transcriptomics
v1.0.0
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software
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MIT + file LICENSE
Release Lineage
Entered 3.23 · Apr 29, 2026
Current · Requires R 4.6
1.0
In 1 of 49 releases
3.23
Description
Tools to harmonize bulk RNA-seq matrices, optionally apply batch correction, and train cross-validated classification models using ranger, glmnet, or xgboost. Supports leakage-safe feature selection, permutation importance, SHAP-based interpretability, and calibration methods (Platt or isotonic). Provides stability metrics across folds, embeddings (PCA/UMAP), ROC visualization, SHAP dependence plots, and tidy ranked-gene tables for downstream analysis.
Code
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Topics
People
- Abdulaziz Albeshri author maintainer
- Thamer Ahmad Bouback contributor
- Majid Al-Zahrani contributor
- Tasneem Alsahafi contributor