Key result
PPG-derived pulse rate variability shows high agreement with ECG, yielding ~0.19 standardized error for RMSSD.
Why the study?
PPG-derived PRV is increasingly used as an alternative to ECG-derived HRV, but its agreement with ECG-derived measurements remains uncertain.
Does photoplethysmography-derived pulse rate variability accurately measure beat-to-beat variability compared to electrocardiography-derived heart rate variability in healthy non-clinical populations?
Meta-Analysis
Does photoplethysmography-derived pulse rate variability accurately measure beat-to-beat variability compared to electrocardiography-derived heart rate variability in healthy non-clinical populations?
PPG-derived PRV demonstrates a small absolute standardized error compared to ECG-derived HRV for RMSSD and SDNN under resting conditions, though evidence is insufficient to support interchangeability in active or free-living settings.
Answers are grounded in this paper and cite their sources.
Supports resting PPG PRV use in healthy adults; extends validation evidence while leaving dynamic or free-living accuracy open.
Photoplethysmography-derived pulse rate variability (PPG-derived PRV) is increasingly used in wearable and camera-based biomedical sensors as a low-burden alternative to electrocardiography-derived heart rate variability (ECG-derived HRV), but its agreement with ECG-derived measurements remains uncertain. This systematic review and meta-analysis evaluated the accuracy of PPG-derived PRV compared with ECG-derived HRV in healthy or apparently healthy non-clinical populations, focusing on the root mean square of successive differences (RMSSD) and the standard deviation of normal-to-normal intervals (SDNN). Forty-three studies were included in the qualitative synthesis; 33 were summarized narratively, and 10 unique studies provided sufficient data for quantitative synthesis. Eight studies contributed to each RMSSD and SDNN meta-analysis. The pooled absolute standardized error was 0.188 (95% CI: 0.066 to 0.309; I2 = 11.69%) for RMSSD and 0.134 (95% CI: 0.014 to 0.255; I2 = 0%) for SDNN. Sensitivity analyses supported the robustness of RMSSD findings, whereas SDNN estimates were directionally stable but less robust in statistical significance. Because the quantitative synthesis included only 10 studies and was based predominantly on selected resting or controlled conditions, the pooled estimates should not be generalized to sleep, exercise, stress, or free-living settings or interpreted as evidence of interchangeability.
No takes yet. Share an insight, caveat, or question.
Xu et al. (2026) conducted a meta-analysis in Healthy or apparently healthy non-clinical populations. Photoplethysmography-derived pulse rate variability (PPG-derived PRV) vs. Electrocardiography-derived heart rate variability (ECG-derived HRV) was evaluated on Absolute standardized error for RMSSD (ASE 0.188, 95% CI 0.066 to 0.309). Photoplethysmography-derived pulse rate variability showed a pooled absolute standardized error of 0.188 for RMSSD and 0.134 for SDNN compared with electrocardiography-derived heart rate variability.
Synapse has enriched 10 related papers. Consider them for comparative context: