Ideas in progress

Research Notes

Papers that stay with me, questions I am working through, and connections to my research in AI for precision oncology.

Six stages in a research cycle: measure cell states, observe perturbations, learn response models, prioritize hypotheses, test experimentally, and evaluate and refine.

· Research perspective

Closing the loop in precision oncology

From cell states to treatment hypotheses: how virtual cells could connect prediction, experiment, and patient evidence.

Virtual cells · Experimental design · Digital twins