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Updated: Apr 23, 2026

Calculating Heart Rate Variability from ECG Data from Youth with Cerebral Palsy During Active Video Game Sessions
Published on: June 5, 2019
Biophysical characterization of the underappreciated and important relationship between heart rate variability and
Oliver Monfredi1, Alexey E Lyashkov2, Anne-Berit Johnsen2
1From the Institute of Cardiovascular Sciences, University of Manchester, Manchester, United Kingdom (O.M., H.S., M.N., M.R.B.); Laboratory of Cardiovascular Science, National Institute on Aging-Intramural Research Program, National Institutes of Health, Baltimore, MD (O.M., A.E.L., V.A.M., E.G.L.); K.G. Jebsen Center of Exercise in Medicine at Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway (A.-B.J., U.W.); Laboratory of Biomedical Sciences and Information Management, National Cerebral and Cardiovascular Center, Osaka, Japan (S.I.); and Biological Physics Group, University of Manchester, Manchester, United Kingdom (R.W., H.Z.). oliver.monfredi@manchester.ac.uk.
Abstract:
Heart rate (HR) variability (HRV; beat-to-beat changes in the R-wave to R-wave interval) has attracted considerable attention during the past 30+ years (PubMed currently lists >17 000 publications). Clinically, a decrease in HRV is correlated to higher morbidity and mortality in diverse conditions, from heart disease to fetal distress. It is usually attributed to fluctuation in cardiac autonomic nerve activity. We calculated HRV parameters from a variety of cardiac preparations (including humans, living animals, Langendorff-perfused heart, and single sinoatrial nodal cell) in diverse species, combining this with data from previously published articles. We show that regardless of conditions, there is a universal exponential decay-like relationship between HRV and HR. Using 2 biophysical models, we develop a theory for this and confirm that HRV is primarily dependent on HR and cannot be used in any simple way to assess autonomic nerve activity to the heart. We suggest that the correlation between a change in HRV and altered morbidity and mortality is substantially attributable to the concurrent change in HR. This calls for re-evaluation of the findings from many articles that have not adjusted properly or at all for HR differences when comparing HRV in multiple circumstances.
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