Key result
Higher PPG-derived sine-waveform ratio and lower total power are strongly linked to prevalent cardiovascular disease.
Why the study?
The study aimed to predict the risk of CVD in participants unaware of their cardiovascular health using a convenient approach.
Does a combination of photoplethysmography-derived stiffness index, sine-waveform ratio, and heart rate variability total power accurately identify the presence of cardiovascular disease in adults?
Observational (n=144)
Yes
Does a combination of photoplethysmography-derived stiffness index, sine-waveform ratio, and heart rate variability total power accurately identify the presence of cardiovascular disease in adults?
Absolute Event Rate: 37.4% vs 21%
p-value: p=<0.001
A 100-second photoplethysmography recording combining stiffness index, sine-waveform ratio, and total power provides a convenient, non-invasive preliminary assessment tool for identifying cardiovascular disease.
Prevalent arterial stiffness in CVD should not change practice; leaves open its value as treatment target pending prospective trials.
Introduction This study aimed to predict risk of cardiovascular disease (CVD) in participants unaware of their cardiovascular health using a convenient approach. Methods Continuous 100-second photoplethysmography (PPG) signals were recorded from 144 participants. The subjects were subsequently categorized based on the presence or absence of CVD. The proportions of abnormal stiffness index (SI), the sine-waveform ratio (SIN ratio), a morphological index of PPG waveform regularity used as a marker for cardiovascular pathological aging, and total power (TP), derived from heart rate variability (HRV) frequency-domain analysis to reflect autonomic nervous system activity, were compared. Results A total of 144 participants were enrolled in this study (CVD group, n = 54; healthy control group, n = 90). CVD group had higher SIN ratio (37.4 ± 27.8% vs. 21 ± 23.9%) and lower TP (1587.0 ± 262.9 vs. 1804.7 ± 261.7ms²) compared to healthy controls ( p < 0.001). CVD group had higher rates of abnormal SI (46% vs. 24%) and SIN ratio > 40% (42.6% vs. 23.5%), all p < 0.01. The combination of abnormal SI values, SIN ratio > 40%, and TP < 1500 ms² indicated a high likelihood of CVD ( p < 0.001). Conclusion PPG-derived SI, SIN ratio, and TP are valuable indicators that are potentially associated with cardiovascular health. Our results provided a convenient, inexpensive, and automated approach for preliminary assessment of the presence of CVD. Further large-scale studies are needed to validate these findings.
No takes yet. Share an insight, caveat, or question.
Wang et al. (2026) conducted an observational in Cardiovascular disease (n=144). Photoplethysmography (PPG)-derived stiffness index, sine-waveform ratio, and heart rate variability total power vs. Healthy controls was evaluated on Sine-waveform (SIN) ratio (p=<0.001). Photoplethysmography-derived sine-waveform ratio was significantly higher (37.4% vs 21%) and total power was lower (1587.0 vs 1804.7 ms²) in patients with cardiovascular disease compared to healthy controls.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: