Chuan-Yi Liu

A mechanism-annotated benchmark reveals limited fidelity to drug-response signatures in single-cell perturbation models

Single-cell drug perturbation models are increasingly used to predict how compounds remodel cellular states, but they are still largely assessed by expression reconstruction. Whether high expression similarity reflects preservation of drug-response signatures remains unclear. Here we present scDrugPerturb-Bench, a mech...