GDSC · DepMap · SHAP

See how a tumor will respond.

ResisTrack scores whether a cancer cell line is likely to resist or respond to a given drug — pairing tumor genomics with drug chemistry, trained on 1.7M GDSC and DepMap measurements.

458
Drugs profiled
978
Cell lines
XGB
Prediction model
1.7M
Training records
How it works

From a drug–cell pair to a defensible call.

01

Choose a pair

Pick any cell line and drug. ResisTrack pulls the cell line's omics profile and the drug's chemical descriptors automatically.

02

Score the prediction

XGBoost estimates resistance probability against a tuned threshold to give the final call.

03

See the evidence

SHAP attributions, biomarkers, and drug targets show why — so a prediction is something you can reason about, not a black box.