APOLLO, a new AI framework, separates shared biological signals across measurement types from those unique to each technique. This unlocks clearer insights into cell states, predicts unmeasured features, spots disease biomarkers more precisely, and could speed up discoveries in cancer, Alzheimer’s, and beyond.