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Published on: October 2, 2020
Cardiovascular Entropy and Mortality Prediction in Hemodialysis Patients
Longin Niemczyk1, Katarzyna Romejko2, Katarzyna Buszko3
1Department of Nephrology, Dialysis and Internal Medicine, Medical University of Warsaw, 1a Banacha Street, 02-097 Warsaw, Poland.
Insights
Amplitude-aware permutation entropy (AAPE) can predict mortality in chronic kidney disease (CKD) patients undergoing hemodialysis (HD). Lower cardiovascular adaptability, indicated by AAPE, is linked to increased mortality risk.
Area of Science:
- Cardiovascular physiology
- Biomedical signal analysis
- Nephrology
Background:
- Cardiovascular disease is the leading cause of death in chronic kidney disease (CKD) patients.
- Physiological signal complexity and variability, assessed by entropy methods, may hold prognostic value.
- Amplitude-aware permutation entropy (AAPE) analyzes complex cardiovascular dynamics.
Purpose of the Study:
- To determine if AAPE can predict mortality in CKD patients on hemodialysis (HD), with or without diabetes.
- To assess AAPE's prognostic capability using cardiovascular signals after glucose administration during HD.
Main Methods:
- A seven-year follow-up study analyzed mortality outcomes.
- AAPE-derived parameters from cardiovascular signals were correlated with mortality.
- Data included mean arterial pressure, diastolic arterial pressure, systolic arterial pressure, ejection time, and total peripheral resistance.
Main Results:
- Smaller AAPE differences in mean and diastolic arterial pressure before and after glucose administration were linked to higher mortality.
- Higher tonicity correlated with increased survival.
- Greater reductions in AAPE of systolic arterial pressure and larger AAPE differences in ejection time and total peripheral resistance were associated with increased mortality.
Conclusions:
- Entropy analysis, specifically AAPE, reflects cardiovascular adaptability in HD patients.
- AAPE may serve as a prognostic biomarker for mortality in CKD patients undergoing hemodialysis.
Abstract:
Background/Objectives: The main cause of death in patients with chronic kidney disease (CKD) is of cardiovascular origin. Entropy-based analysis of physiological signals reflects system irregularity, complexity, and adaptive capacity. Amplitude-aware permutation entropy (AAPE) is a signal analysis method suitable for assessing complex cardiovascular dynamics, and growing evidence suggests that measures of physiological signal variability and complexity may have prognostic value. This study aimed to evaluate whether AAPE can predict mortality in CKD patients undergoing hemodialysis (HD), with and without diabetes. The aim of this study was to assess whether AAPE analysis of cardiovascular signals following the administration of a glucose bolus directly into the extracorporeal circuit during hemodialysis (HD)-a method originally used to treat intradialytic hypotension and to study the kinetics of glucose, insulin, and C-peptide in patients with and without type 2 diabetes-can predict mortality in patients with chronic kidney disease (CKD) undergoing hemodialysis (HD), both with and without diabetes. Methods: After seven years of follow-up, mortality outcomes were analyzed in relation to AAPE-derived parameters. Results: Higher mortality was associated with smaller differences in AAPE of mean arterial pressure (MAP) and diastolic arterial pressure (DIA) before and after intravenous glucose administration (p = 0.009 and p = 0.016, respectively). Higher tonicity was associated with higher survival (p = 0.01). Additionally, greater reductions in AAPE of systolic arterial pressure (SYS) and larger differences in AAPE of ejection time (EJT) and total peripheral resistance (TPR) were associated with increased mortality. Conclusions: These findings suggest that entropy analysis reflects cardiovascular adaptability and may serve as a prognostic biomarker in HD patients.
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