Geometric deep learning extracts robust 3D cell-shape features from diverse conditions

Multiple-instance learning (MIL) predicts drug treatment by modeling cell variation

Interpreting MIL attention weights reveals shape phenotypes linked to drug treatment

3D cell-shape-based models link morphology to signaling states and protein interactions