Assessing mood symptoms through heartbeat dynamics: An HRV study on cardiosurgical patients

Claudio Gentili1, Simone Messerotti Benvenuti1, Daniela Palomba1

  • 1Department of General Psychology, University of Padua, Italy.

Insights

Heart Rate Variability (HRV) analysis effectively identifies depression in cardiac surgery patients (CSP). This multi-feature approach accurately estimates symptom severity and predicts depressive states, aiding early diagnosis and improving cardiac event outcomes.

Area of Science:

  • Cardiology
  • Psychiatry
  • Biomedical Engineering

Background:

  • Reduced Heart Rate Variability (HRV) is linked to both depression and coronary heart disease (CHD).
  • Cardiac surgery patients (CSP) with postoperative depression face increased risks of adverse cardiac events.
  • Early depression diagnosis in CSP is crucial for mitigating cardiac risks.

Purpose of the Study:

  • To determine if multi-feature HRV analysis can differentiate CSP with and without depression.
  • To assess HRV's effectiveness in estimating depression symptom severity in CSP.
  • To explore the potential of HRV as an early screening tool for depression in this population.

Main Methods:

  • Thirty-one patients undergoing cardiac rehabilitation post-surgery were enrolled.
  • Depressive symptoms were measured using the Center for Epidemiologic Studies Depression Scale (CES-D).
  • Time, frequency, and nonlinear HRV features from 5-min ECGs were analyzed using a LASSO regression model.

Main Results:

  • The HRV-based model accurately predicted CES-D scores, explaining 89.93% of the variance.
  • The model achieved 86.75% accuracy in discriminating between depressed and non-depressed CSP.
  • Nonlinear HRV metrics were particularly informative, comprising seven of the top ten predictive features.

Conclusions:

  • Multi-feature HRV analysis shows significant potential for detecting depression in CSP.
  • The strong performance of nonlinear HRV metrics suggests a shared pathophysiological basis between depression and CHD.
  • This approach could be translated into a valuable clinical screening tool for early depression detection in CSP.
Abstract

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