Enhancing patient representation learning with inferred family pedigrees improves disease risk prediction.
Machine learning and deep learning are powerful tools for analyzing electronic health records (EHRs) in healthcare research. Although family health history has been recognized as a major predictor for a wide spectrum of diseases, research has so far adopted a limited view of family relations, essentially treating patients as independent samples in the analysis.
Author(s): Huang, Xiayuan, Arora, Jatin, Erzurumluoglu, Abdullah Mesut, Stanhope, Stephen A, Lam, Daniel, , , Zhao, Hongyu, Ding, Zhihao, Wang, Zuoheng, de Jong, Johann
DOI: 10.1093/jamia/ocae297