Article
Applying multimodal AI to physiological waveforms improves genetic prediction of cardiovascular traits.
American journal of human genetics - 3 Jul 2025
Zhou Yuchen, Khasentino Justin, Yun Taedong, Biradar Mahantesh I, Shreibati Jacqueline, Lai Dongbing, Schwantes-An Tae-Hwi, Luben Robert, McCaw Zachary R, Engmann Jorgen, Providencia Rui, Schmidt Amand Floriaan, Munroe Patricia B, Yang Howard, Carroll Andrew, Khawaja Anthony P, McLean Cory Y, Behsaz Babak, Hormozdiari Farhad
Abstract excerpt
Electronic health records, biobanks, and wearable biosensors enable the collection of multiple health modalities from many individuals. Access to multimodal health data provides a unique opportunity for genetic studies of complex traits because different modalities relevant to a single physiological system (e.g., circulatory system) encode complementary and overlapping information. We propose a multimodal deep...
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