Can phenotypic activity be predicted without experimental readouts?
Molecular encoders like CLOOME and CellCLIP were tested to predict cellular phenotypic activity without running expensive Cell Painting assays. When controlling for data leakage and toxicity correlation, these encoders showed no clear advantage over standard physicochemical descriptors. The study concludes that these models are not yet reliable surrogates for phenotypic drug discovery.