Ross M. Giglio

SHERLOCK: Structured representation learning and causal inference of downstream perturbation effects

Understanding the effects of genetic, molecular, and experimental perturbations is essential for decoding cellular mechanisms and guiding biomedical interventions. Existing computational approaches are typically designed for individual tasks, such as predicting perturbation responses, characterizing downstream transcri...