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Heart failure (HF) is a progressive syndrome involving ventricles that leads to inadequate cardiac output. It can be classified based on location and output or ejection fraction. Ejection fraction (EF) is an essential measurement in the diagnosis and surveillance of HF. Reduced EF corresponds to systolic heart failure (HFrEF). However, HF with preserved ejection fraction (HFpEF) is becoming increasingly prevalent. Also known as diastolic HF, this form of HF is related to aging. The...
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The hazard rate, also known as the hazard function or failure rate, is a statistical measure used to describe the instantaneous rate at which an event occurs, given that the event has not yet happened. From a probabilistic perspective, it represents the likelihood that a subject will experience the event in a very small time interval, conditional on surviving up to the beginning of that interval. In terms of frequency, the hazard rate can be viewed as the ratio of the number of events to the...
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Predictive Model of All-Cause Death in Patients with Heart Failure using Heart Rate Variability.

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Heart rate variability (HRV) can predict death in heart failure (HF) patients. Brief HRV measures, along with age and ejection fraction, are key predictors for all-cause mortality in HF.

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Area of Science:

  • Cardiology
  • Medical Informatics
  • Predictive Analytics

Background:

  • Heart failure (HF) poses a significant mortality risk.
  • Heart rate variability (HRV) analysis from Holter monitoring shows potential in predicting adverse outcomes.
  • Identifying reliable predictors of all-cause death is crucial for managing HF patients.

Purpose of the Study:

  • To develop a predictive model for all-cause mortality in heart failure (HF) patients.
  • To utilize short-duration heart rate variability (HRV) metrics as predictors.
  • To assess the combined predictive power of HRV, age, and left ventricular ejection fraction (LVEF).

Main Methods:

  • Retrospective analysis of HF patients undergoing Holter monitoring.
  • Evaluation of short-term HRV variables, specifically the lowest 10-minute recordings.
  • Multivariate Cox regression analysis to identify independent predictors of all-cause death.

Main Results:

  • The study included 116 HF patients with a 33.6% mortality rate over 2.83 years.
  • Independent predictors of all-cause death identified were age > 69 years, LVEF ≤ 57%, and lowest 10-minute rMSSD ≤ 12ms.
  • A predictive model incorporating these factors achieved an AUC of 0.802.

Conclusions:

  • Age, LVEF, and short-term rMSSD are significant independent predictors of long-term all-cause mortality in hospitalized HF patients.
  • Even brief periods of elevated sympathetic tone, reflected in HRV, can impact survival.
  • The findings are particularly relevant for elderly HF patients and those with reduced ejection fraction.