Unsupervised cluster analysis reveals different phenotypes in patients after transcatheter aortic valve replacement.

Kenya KusunoseTakumasa TsujiYukina HirataTomonori TakahashiMasataka SataKimi SatoNoor AlbakaaTomoko IshizuJun'ichi KotokuYoshihiro Seonull null

Published in: European heart journal open (2023)

Unsupervised cluster analysis of patients after TAVR revealed three different groups for assessment of prognosis. This provides a new perspective in the categorization of patients after TAVR that considers comorbidities and extravalvular cardiac dysfunction.

Keyphrases

transcatheter aortic valve replacement
end stage renal disease
aortic stenosis
ejection fraction
aortic valve
newly diagnosed
chronic kidney disease
machine learning
prognostic factors
oxidative stress
coronary artery disease
single cell