Heart rate transition patterns reveal autonomic dysfunction in heart failure with renal function decline: a symbolic and Markov model approach

Abstract Around half of heart failure (HF) patients develop chronic kidney disease (CKD) and early detection of renal impairment in HF remains a clinical challenge. Both HF and CKD are characterized by autonomic dysfunction, suggesting that early identification of autonomic dysregulation may assist...

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Bibliographic Details
Main Authors: Namareq Widatalla, Sona Al Younis, Ahsan Khandoker
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BioData Mining
Subjects:
Online Access:https://doi.org/10.1186/s13040-025-00460-x
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