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PERCEPTIONx 0.1.0
- Initial release of the R implementation of the PERCEPTION approach (predicting personalized drug response from single-cell transcriptomics).
- Train drug-response models on large-scale cell-line screens (
train_models) or load pre-trained models (load_model).
- Predict response at clone level (
predict_drugs) and patient level (predict_patients) with multiple aggregation strategies.
- Interactive visualizations with hover tooltips (
ggiraph) and publication-quality export (600 dpi PNG, PDF, SVG).
- Shiny web application (
run_perception_app) covering the whole pipeline.
- Vignette “The PERCEPTIONx Pipeline” documents the complete workflow.