Is Heart Rate a Confounding Factor for Photoplethysmography Markers? A Systematic Review
- PMID: 32290168
- PMCID: PMC7177218
- DOI: 10.3390/ijerph17072591
Is Heart Rate a Confounding Factor for Photoplethysmography Markers? A Systematic Review
Abstract
Finger photoplethysmography (PPG) waveform is blood volume change of finger microcirculation that reflects vascular function. Reflection index (RI), stiffness index (SI) and second derivative of photoplethysmogram (SDPPG) are derived from PPG waveforms proposed as cardiovascular disease (CVD) markers. Heart rate (HR) is a known factor that affects vascular function. Individual resting HR variation may affect RI, SI and SDPPG. This review aims to identify studies about the relationship between HR with RI, SI and SDPPG among humans. A literature search was conducted in Medline via the Ebscohost and Scopus databases to find relevant articles published within 11 years. The main inclusion criteria were articles in the English language that discuss the relationship between HR with RI, SI and SDPPG using PPG among humans. The search found 1960 relevant articles but only six articles that met the inclusion criteria. SI and RI showed an association with HR. SDPPG (SDPPG-b/SDPPG-a ratio, SDPPG-d/SDPPG-a ratio, aging index (AGI) and revised aging index (RAGI)) also had an association with HR. Only RI had a considerable association with HR, the association between SI and HR was non-considerable and the association between HR and SDPPG was inconclusive. Further interventional studies should be conducted to investigate this issue, as a variation in resting HR may challenge the validity of PPG-based CVD markers.
Keywords: cardiovascular disease; heart rate; photoplethysmography; reflection index; second derivative of photoplethysmography; stiffness index.
Conflict of interest statement
The authors declare no conflicts of interest.
Figures





Similar articles
-
An adaptive delineator for photoplethysmography waveforms.Biomed Tech (Berl). 2016 Dec 1;61(6):645-655. doi: 10.1515/bmt-2015-0190. Biomed Tech (Berl). 2016. PMID: 27107830
-
Age-Related Changes in the Characteristics of the Elderly Females Using the Signal Features of an Earlobe Photoplethysmogram.Sensors (Basel). 2021 Nov 23;21(23):7782. doi: 10.3390/s21237782. Sensors (Basel). 2021. PMID: 34883786 Free PMC article.
-
Assessment of cardiovascular function from multi-Gaussian fitting of a finger photoplethysmogram.Physiol Meas. 2015 Sep;36(9):1801-25. doi: 10.1088/0967-3334/36/9/1801. Epub 2015 Aug 3. Physiol Meas. 2015. PMID: 26235798
-
Photoplethysmography for the Assessment of Arterial Stiffness.Sensors (Basel). 2023 Dec 17;23(24):9882. doi: 10.3390/s23249882. Sensors (Basel). 2023. PMID: 38139728 Free PMC article. Review.
-
Recommendations for determining the validity of consumer wearable heart rate devices: expert statement and checklist of the INTERLIVE Network.Br J Sports Med. 2021 Jul;55(14):767-779. doi: 10.1136/bjsports-2020-103148. Epub 2021 Jan 4. Br J Sports Med. 2021. PMID: 33397674 Free PMC article.
Cited by
-
An algorithm to detect dicrotic notch in arterial blood pressure and photoplethysmography waveforms using the iterative envelope mean method.Comput Methods Programs Biomed. 2024 Sep;254:108283. doi: 10.1016/j.cmpb.2024.108283. Epub 2024 Jun 10. Comput Methods Programs Biomed. 2024. PMID: 38901273
-
Contactless and short-range vital signs detection with doppler radar millimetre-wave (76-81 GHz) sensing firmware.Healthc Technol Lett. 2024 Feb 27;11(6):427-436. doi: 10.1049/htl2.12075. eCollection 2024 Dec. Healthc Technol Lett. 2024. PMID: 39720763 Free PMC article.
-
Impact of personalized accurate intensity exercise on radial artery pulse wave in patients with multi-chronic diseases: a holistic functional assessment approach.J Thorac Dis. 2025 Jun 30;17(6):3935-3947. doi: 10.21037/jtd-24-625. Epub 2025 Jun 23. J Thorac Dis. 2025. PMID: 40688270 Free PMC article.
-
Diagnostic Features and Potential Applications of PPG Signal in Healthcare: A Systematic Review.Healthcare (Basel). 2022 Mar 16;10(3):547. doi: 10.3390/healthcare10030547. Healthcare (Basel). 2022. PMID: 35327025 Free PMC article. Review.
-
Assessing the Validity of Several Heart Rate Monitors in Wearable Technology While Mountain Biking.Int J Exerc Sci. 2023 Nov 1;16(7):1440-1450. doi: 10.70252/PMWE7524. eCollection 2023. Int J Exerc Sci. 2023. PMID: 38287935 Free PMC article.
References
-
- Benjamin E.J., Muntner P., Alonso A., Bittencourt M.S., Callaway C.W., Carson A.P., Chamberlain A.M., Chang A.R., Cheng S., Das S.R., et al. On behalf of the American Heart Association Council on Epidemiology and Prevention Statistics Committee and Stroke Statistics Subcommittee. Heart disease and stroke statistics—2019 update: A report from the American Heart Association. Circulation. 2019;139:e56–e528. doi: 10.1161/CIR.0000000000000659. - DOI - PubMed
-
- Mahidin M.U. Press Release—Statistics on Causes of Death, Malaysia. 2018. Department of Statistics Malaysia; Putrajaya, Malaysia: 2018.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Miscellaneous