Key result
Wavelet transform-based HRV analysis demonstrated a lower LF/HF ratio in arrhythmia patients compared to normal sinus rhythm subjects, suggesting parasympathetic nervous system dominance.
Why the study?
Heart rate variability reflects electrical activity of the heart and autonomic nervous system function, and this study investigated cardiac sympatho-vagal balance using wavelet transform-based feature extraction.
Does wavelet transform-based HRV analysis detect differences in sympatho-vagal balance between arrhythmia patients and normal sinus rhythm subjects?
Observational (n=60)
Does wavelet transform-based HRV analysis detect differences in sympatho-vagal balance between arrhythmia patients and normal sinus rhythm subjects?
Wavelet transform analysis of HRV indicates parasympathetic dominance in arrhythmia patients and sympathetic dominance in normal sinus rhythm subjects.
May support wavelet HRV for autonomic profiling in arrhythmia; hypothesis-generating and requires prospective validation before clinical adoption.
Heart rate variability (HRV), which is the variation between consecutive heartbeats, reflects the electrical activity of the heart and provides insight into the autonomic nervous system (ANS) function. This study uses wavelet transform-based HRV feature extraction to investigate cardiac sympatho-vagal balance. Both the continuous wavelet transform (CWT) and discrete wavelet transform (DWT) methods were applied in different steps. DWT was used for R-peak detection and CWT and MODWT were used to generate spectrograms from RR intervals. Frequency components (HF, LF, and VLF) within 0.003–0.4 Hz were extracted, and power estimation was performed. The LF/HF ratio, indicating sympatho-vagal balance, was calculated. ECG data from 42 arrhythmia patients and 18 normal sinus rhythm subjects were analyzed. The results showed a lower LF/HF ratio in arrhythmia patients, with higher HF power in arrhythmia subjects and higher LF power in normal sinus rhythm subjects. The study suggests that the parasympathetic nervous system dominates the ANS in arrhythmia patients, while the sympathetic nervous system dominates in normal sinus rhythm patients.
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Nelushi et al. (2025) conducted an observational in Arrhythmia (n=60). Arrhythmia vs. Normal sinus rhythm was evaluated on LF/HF ratio. Wavelet transform-based HRV analysis demonstrated a lower LF/HF ratio in arrhythmia patients compared to normal sinus rhythm subjects, suggesting parasympathetic nervous system dominance.
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