Intervention-aware distillation transfers mechanistic knowledge from perturbational transcriptomics to imaging phenomics for improved one-shot transfer to unseen drugs and target gene discovery.
A next generation connectivity map: L1000 platform and the first 1,000,000 profiles.Cell, 171(6):1437–1452, 2017
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Intervention-Aware Multiscale Representation Learning from Imaging Phenomics and Perturbation Transcriptomics
Intervention-aware distillation transfers mechanistic knowledge from perturbational transcriptomics to imaging phenomics for improved one-shot transfer to unseen drugs and target gene discovery.