Elizaveta Ignatova

Regulon-informed cellular representations reveal task-dependent generalization in drug combination prediction

A symmetric three-class predictor of DrugComb ZIP interactions was developed and compared all seven combinations of landmark expression, Hallmark pathway scores and CollecTRI regulon activities, demonstrating that the predictive value of functional context representations depends on both the type of domain shift and th...