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arXiv cs.LG·

TRAPS: Therapeutic Response Analysis via Pathway-informed Stratification

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In three linesUnified benchmark for cancer therapy response prediction using pathway-informed deep learning architectures (BINN, GraphPath, PATH). Evaluation on 2,622 patients from The Cancer Genome Atlas across three clinical tasks: targeted molecular therapy, radiation therapy, and 6-month survival. GraphPath achieves AUROC 0.92 on prostate targeted therapy prediction.
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