Article
Phenomapping for the Identification of Hypertensive Patients with the Myocardial Substrate for Heart Failure with Preserved Ejection Fraction.
Journal of cardiovascular translational research - 1 Jun 2017
Katz Daniel H, Deo Rahul C, Aguilar Frank G, Selvaraj Senthil, Martinez Eva E, Beussink-Nelson Lauren, Kim Kwang-Youn A, Peng Jie, Irvin Marguerite R, Tiwari Hemant, Rao D C, Arnett Donna K, Shah Sanjiv J
Abstract excerpt
We sought to evaluate whether unbiased machine learning of dense phenotypic data ("phenomapping") could identify distinct hypertension subgroups that are associated with the myocardial substrate (i.e., abnormal cardiac mechanics) for heart failure with preserved ejection fraction (HFpEF). In the HyperGEN study, a population- and family-based study of hypertension, we studied 1273 hypertensive patients utilizing...
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