Integrating Echocardiography Parameters With Explainable Artificial Intelligence for Data-Driven Clustering of Primary Mitral Regurgitation Phenotypes

Key Words

machine learning

mitral valve intervention

phenogrouping

primary mitral regurgitation

risk stratification

Abbreviations and AcronymsHCA

hierarchical clustering analysis

HS

high-severity phenogroup

IVSd

interventricular septal diameter

LS

low-severity phenogroup

LVEDV

left ventricular end-diastolic volume

LVESD

left ventricular end-systolic dimension

LVESV

left ventricular end-systolic volume

MVS

mitral valve surgery (replacement/repair)

PISA

proximal isovelocity surface area

© 2023 Published by Elsevier on behalf of the American College of Cardiology Foundation

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