Should heart rate variability be “corrected” for heart rate? Biological, quantitative, and interpretive considerations
Open accessAbstract
Metrics of heart period variability are widely used in the behavioral and biomedical sciences, although somewhat confusingly labeled as heart rate variability (HRV). Despite their wide use, HRV metrics are usually analyzed and interpreted without reference to prevailing levels of cardiac chronotropic state (i.e., mean heart rate or mean heart period). This isolated treatment of HRV metrics is nontrivial. All HRV metrics routinely used in the literature exhibit a known and positive relationship with the mean duration of the interval between two beats (heart period): as the heart period increases, so does its variability. This raises the question of whether HRV metrics should be “corrected” for the mean heart period (or its inverse, the heart rate). Here, we outline biological, quantitative, and interpretive issues engendered by this question. We provide arguments that HRV is neither uniformly nor simply a surrogate for heart period. We also identify knowledge gaps that remain to be satisfactorily addressed with respect to assumptions underlying existing HRV correction approaches. In doing so, we aim to stimulate further progress toward the rigorous use and disciplined interpretation of HRV. We close with provisional guidance on HRV reporting that acknowledges the complex interplay between the mean and variability of the heart period.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Sympathetic and parasympathetic activity are not reciprocal, but interact in a loosely coupled fashion.
“It should be noted, though, that sympathetic and parasympathetic activity are not reciprocal, but interact in a loosely coupled fashion (e.g. Billman, 2013; de Geus et al., 2019).”
From Trauma-related dissociation and the autonomic nervous system: a systematic literature review of psychophysiological correlates of dissociative experiencing in PTSD patients (2022) · cites this paper as de Geus et al., 2019
Physiological research shows that alterations in heart rate or heart rate variability may be steered by both SNS and PNS activity.
“however physiological research shows that alterations in heart rate or heart rate variability may be steered by both SNS and PNS activity (de Geus et al., 2019).”
From Trauma-related dissociation and the autonomic nervous system: a systematic literature review of psychophysiological correlates of dissociative experiencing in PTSD patients (2022) · cites this paper as de Geus et al., 2019
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Kleiger, R. E., Miller, J. P., Bigger, J. T., & Moss, A. J. (1987) · The American Journal of Cardiology · doi:10.1016/0002-9149(87)90795-8 · Cited by 3,995 · see citing works
A model of neurovisceral integration in emotion regulation and dysregulation
Thayer, J. F., & Lane, R. D. (2000) · Journal of Affective Disorders · doi:10.1016/s0165-0327(00)00338-4 · Cited by 3,092 · see citing works
Thayer, J. F., Hansen, A. L., Saus-Rose, E., & Johnsen, B. H. (2009) · Annals of Behavioral Medicine · doi:10.1007/s12160-009-9101-z · Cited by 1,872 · see citing works
Frequency domain measures of heart period variability and mortality after myocardial infarction
Bigger, J. T., Fleiss, J. L., Steinman, R. C., Rolnitzky, L. M., Kleiger, R. E., & Rottman, J. N. (1992) · Circulation · doi:10.1161/01.cir.85.1.164 · Cited by 1,712 · see citing works
Nolan, J., Batin, P. D., Andrews, R., Lindsay, S. J., Brooksby, P., Mullen, M., Baig, W., Flapan, A. D., Cowley, A., Prescott, R. J., et al. (1998) · Circulation · doi:10.1161/01.cir.98.15.1510 · Cited by 1,179 · see citing works
Grossman, P., & Taylor, E. W. (2007) · Biological Psychology · doi:10.1016/j.biopsycho.2005.11.014 · Cited by 1,133 · see citing works
Reduced heart rate variability and mortality risk in an elderly cohort. The Framingham Heart Study
Tsuji, H., Venditti, F. J., Manders, E. S., Evans, J. C., Larson, M. G., Feldman, C. L., & Levy, D. (1994) · Circulation · doi:10.1161/01.cir.90.2.878 · Cited by 1,114 · see citing works
BERNTSON, G. G., CACIOPPO, J. T., & QUIGLEY, K. S. (1993) · Psychophysiology · doi:10.1111/j.1469-8986.1993.tb01731.x · Cited by 998 · see citing works
Self-citationReyes del Paso, G. A., Langewitz, W., Mulder, L. J. M., van Roon, A., & Duschek, S. (2013) · Psychophysiology · doi:10.1111/psyp.12027 · Cited by 954 · see citing works
Heart rate variability as a transdiagnostic biomarker of psychopathology
Beauchaine, T. P., & Thayer, J. F. (2015) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2015.08.004 · Cited by 870 · see citing works
Dekker, J. M., Crow, R. S., Folsom, A. R., Hannan, P. J., Liao, D., Swenne, C. A., & Schouten, E. G. (2000) · Circulation · doi:10.1161/01.cir.102.11.1239 · Cited by 860 · see citing works
The central autonomic nervous system: conscious visceral perception and autonomic pattern generation
Saper, C. B. (2002) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.25.032502.111311 · Cited by 837 · see citing works
Berntson, G. G., Cacioppo, J. T., & Quigley, K. S. (1991) · Psychological Review · doi:10.1037/0033-295x.98.4.459 · Cited by 819 · see citing works
Self-citationAccuracy of assessment of cardiac vagal tone by heart rate variability in normal subjects.
Hayano, J., Sakakibara, Y., Yamada, A., Yamada, M., Mukai, S., Fujinami, T., Yokoyama, K., Watanabe, Y., & Takata, K. (1991) · The American Journal of Cardiology · doi:10.1016/0002-9149(91)90445-q · Cited by 746 · see citing works
Schwartz, P. J., Rovere, M. T. L., & Vanoli, E. (1992) · PubMed · Cited by 686 · see citing works
Human sinus arrhythmia as an index of vagal cardiac outflow.
Eckberg, D. L. (1983) · Journal of Applied Physiology · doi:10.1152/jappl.1983.54.4.961 · Cited by 633 · see citing works
Schwartz, P. J., Vanoli, E., Stramba‐Badiale, M., Ferrari, G. M. D., Billman, G. E., & Foreman, R. D. (1988) · Circulation · doi:10.1161/01.cir.78.4.969 · Cited by 576 · see citing works
Reduced Heart Rate Variability and New-Onset Hypertension
Singh, J. P., Larson, M. G., Tsuji, H., Evans, J. C., O’Donnell, C. J., & Levy, D. A. (1998) · Hypertension · doi:10.1161/01.hyp.32.2.293 · Cited by 561 · see citing works
Hillebrand, S., Gast, K. B., de Mutsert, R., Swenne, C. A., Jukema, J. W., Middeldorp, S., Rosendaal, F. R., & Dekkers, O. M. (2013) · EP Europace · doi:10.1093/europace/eus341 · Cited by 515 · see citing works
Dekker, J. M., Schouten, E. G., Klootwijk, P., Pool, J., Swenne, C. A., & Kromhout, D. (1997) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a009049 · Cited by 510 · see citing works
Bigger, J. T., Fleiss, J. L., Rolnitzky, L. M., & Steinman, R. C. (1993) · Circulation · doi:10.1161/01.cir.88.3.927 · Cited by 500 · see citing works
Grossman, P., Karemaker, J. M., & Wieling, W. (1991) · Psychophysiology · doi:10.1111/j.1469-8986.1991.tb00412.x · Cited by 462 · see citing works
Berntson, G. G., Cacioppo, J. T., Binkley, P. F., Uchino, B. N., Quigley, K. S., & Fieldstone, A. (1994) · Psychophysiology · doi:10.1111/j.1469-8986.1994.tb02352.x · Cited by 442 · see citing works
Self-citationCardiac vagal control and children's adaptive functioning: A meta-analysis
Graziano, P., & Derefinko, K. (2013) · Biological Psychology · doi:10.1016/j.biopsycho.2013.04.011 · Cited by 439 · see citing works
Schwartz, P. J., Billman, G. E., & STONE, H. L. (1984) · Circulation · doi:10.1161/01.cir.69.4.790 · Cited by 434 · see citing works
Eckberg, D. L. (2003) · The Journal of Physiology · doi:10.1113/jphysiol.2002.037192 · Cited by 431 · see citing works
Cacioppo, J. T., Berntson, G. G., Binkley, P. F., Quigley, K. S., Uchino, B. N., & Fieldstone, A. (1994) · Psychophysiology · doi:10.1111/j.1469-8986.1994.tb02351.x · Cited by 388 · see citing works
Self-citationA comparison of three quantification methods for estimation of respiratory sinus arrhythmia.
Grossman, P., van Beek, J., & Wientjes, C. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb03198.x · Cited by 381 · see citing works
Components of heart rate variability measured during healing of acute myocardial infarction
Bigger, J. T., Kleiger, R. E., Fleiss, J. L., Rolnitzky, L. M., Steinman, R. C., & Miller, J. P. (1988) · The American Journal of Cardiology · doi:10.1016/0002-9149(88)90917-4 · Cited by 365 · see citing works
Autonomic control of cardiac pacemaker activity and atrioventricular transmission.
Levy, M. N., & Zieske, H. A. (1969) · Journal of Applied Physiology · doi:10.1152/jappl.1969.27.4.465 · Cited by 353 · see citing works
Cardiac vagal efferent activity and heart period in the carotid sinus reflex
Katona, P. G., Poitras, J., Barnett, G., & Terry, B. (1970) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1970.218.4.1030 · Cited by 342 · see citing works
Mathematical models of action potentials in the periphery and center of the rabbit sinoatrial node
Zhang, H., Holden, A. V., Kodama, I., Honjo, H., Lei, M., Varghese, T., & Boyett, M. R. (2000) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.2000.279.1.h397 · Cited by 341 · see citing works
Liao, D., Cai, J., Rosamond, W. D., Barnes, R. W., Hutchinson, R. G., Whitsel, E. A., Rautaharju, P. M., & HEISS, G. M. (1997) · American Journal of Epidemiology · doi:10.1093/aje/145.8.696 · Cited by 337 · see citing works
Bioindicators in the MIDUS National Study: Protocol, Measures, Sample, and Comparative Context
Dienberg Love, G., Seeman, T. E., Weinstein, M., & Ryff, C. D. (2010) · Journal of Aging and Health · doi:10.1177/0898264310374355 · Cited by 333 · see citing works
Relationship of Heart Rate Variability to Parasympathetic Effect
Goldberger, J. J., Challapalli, S., Tung, R. H., Parker, M. A., & Kadish, A. H. (2001) · Circulation · doi:10.1161/01.cir.103.15.1977 · Cited by 329 · see citing works
Monfredi, O., Lyashkov, A. E., Johnsen, A. B., Inada, S., Schneider, H., Wang, R., Nirmalan, M., Wisløff, U., Maltsev, V. A., Lakatta, E. G., et al. (2014) · Hypertension · doi:10.1161/hypertensionaha.114.03782 · Cited by 325 · see citing works
Assessment of parasympathetic control of heart rate by a noninvasive method
Fouad, F. M., Tarazi, R. C., Ferrario, C. M., Fighaly, S., & Alicandri, C. L. (1984) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1984.246.6.h838 · Cited by 309 · see citing works
Diabetes, Glucose, Insulin, and Heart Rate Variability
Schroeder, E. B., Chambless, L. E., Liao, D., Prineas, R. J., Evans, G. W., Rosamond, W. D., & Heiss, G. (2005) · Diabetes Care · doi:10.2337/diacare.28.3.668 · Cited by 302 · see citing works
(2009) · PubMed · Cited by 302 · see citing works
Cardiac autonomic balance versus cardiac regulatory capacity
Berntson, G. G., Norman, G. J., Hawkley, L. C., & Cacioppo, J. T. (2008) · Psychophysiology · doi:10.1111/j.1469-8986.2008.00652.x · Cited by 290 · see citing works
Self-citationAutonomic space and psychophysiological response
BERNTSON, G. G., CACIOPPO, J. T., QUIGLEY, K. S., & FABRO, V. T. (1994) · Psychophysiology · doi:10.1111/j.1469-8986.1994.tb01024.x · Cited by 289 · see citing works
Self-citationHeart Rate Variability in Risk Stratification of Cardiac Patients
Huikuri, H. V., & Stein, P. K. (2013) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2013.07.003 · Cited by 282 · see citing works
Respiratory variations of the heart rate - I—The reflex mechanism of the respiratory arrhythmia
Anrep, G. V., Pascual, W., & Rößler, R. (1936) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1936.0005 · Cited by 273 · see citing works
Martin, G. J., Magid, N. M., Myers, G. A., Barnett, P. S., Schaad, J. W., Weiss, J. S., Lesch, M., & Singer, D. H. (1987) · The American Journal of Cardiology · doi:10.1016/0002-9149(87)90990-8 · Cited by 267 · see citing works
Sympathovagal balance: how should we measure it?
Goldberger, J. J. (1999) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1999.276.4.h1273 · Cited by 253 · see citing works
GROSSMAN, P., & KOLLAI, M. (1993) · Psychophysiology · doi:10.1111/j.1469-8986.1993.tb02072.x · Cited by 250 · see citing works
Taylor, J. A., Myers, C. W., Halliwill, J. R., Seidel, H., & Eckberg, D. L. (2001) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.2001.280.6.h2804 · Cited by 249 · see citing works
Bosch, J. A., de Geus, E. J. C., Veerman, E. C. I., Hoogstraten, J., & Amerongen, A. V. N. (2003) · Psychosomatic Medicine · doi:10.1097/01.psy.0000058376.50240.2d · Cited by 249 · see citing works
Relation of High Heart Rate Variability to Healthy Longevity
Zulfiqar, U., Jurivich, D. A., Gao, W., & Singer, D. H. (2010) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2009.12.022 · Cited by 239 · see citing works
G‐protein mediated gating of inward‐rectifier K<sup>+</sup> channels
Mark, M. D., & Herlitze, S. (2000) · European Journal of Biochemistry · doi:10.1046/j.1432-1327.2000.01670.x · Cited by 236 · see citing works
Copie, X., Hnatkova, K., Staunton, A., Lü, F., Camm, A. J., & Malík, M. (1996) · Journal of the American College of Cardiology · doi:10.1016/0735-1097(95)00454-8 · Cited by 234 · see citing works
Mortality in Patients After a Recent Myocardial Infarction
Camm, A. J., Pratt, C. M., Schwartz, P. J., Al‐Khalidi, H. R., Spyt, M. J., Holroyde, M. J., Karam, R., Sonnenblick, E. H., & Brum, J. M. (2004) · Circulation · doi:10.1161/01.cir.0000117090.01718.2a · Cited by 226 · see citing works
Bartos, D. C., Grandi, E., & Ripplinger, C. M. (2015) · Comprehensive physiology · doi:10.1002/cphy.c140069 · Cited by 215 · see citing works
Filter properties of root mean square successive difference (RMSSD) for heart rate
Berntson, G. G., Lozano, D. L., & Chen, Y. (2005) · Psychophysiology · doi:10.1111/j.1469-8986.2005.00277.x · Cited by 203 · see citing works
Self-citationJewett, D. L. (1964) · The Journal of Physiology · doi:10.1113/jphysiol.1964.sp007520 · Cited by 201 · see citing works
Autonomic indexes based on the analysis of heart rate variability: a view from the sinus node
Zaza, A. (2001) · Cardiovascular Research · doi:10.1016/s0008-6363(01)00240-1 · Cited by 184 · see citing works
Comparison of time and frequency domain measures of RSA in ambulatory recordings
Goedhart, A. D., van der Sluis, S., Houtveen, J. H., Willemsen, G. A. H. M., & de Geus, E. J. C. (2007) · Psychophysiology · doi:10.1111/j.1469-8986.2006.00490.x · Cited by 177 · see citing works
RSA fluctuation in major depressive disorder
Rottenberg, J., Clift, A., Bolden, S., & Salomon, K. (2007) · Psychophysiology · doi:10.1111/j.1469-8986.2007.00509.x · Cited by 176 · see citing works
de Bruyne, M. C., Kors, J. A., Hoes, A. W., Klootwijk, P., Dekker, J. M., Albert Hofman, D., van Bemmel, J. H., & Grobbee, D. E. (1999) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a009959 · Cited by 170 · see citing works
Effect of cardiac vagal and sympathetic nerve activity on heart rate in rhythmic fluctuations
Koizumi, K., Terui, N., & Kollai, M. (1985) · Journal of the Autonomic Nervous System · doi:10.1016/0165-1838(85)90065-7 · Cited by 166 · see citing works
Heart Rate Variability Predicts ESRD and CKD-Related Hospitalization
Brotman, D. J., Bash, L. D., Qayyum, R., Crews, D. C., Whitsel, E. A., Astor, B. C., & Coresh, J. (2010) · Journal of the American Society of Nephrology · doi:10.1681/asn.2009111112 · Cited by 163 · see citing works
Mølgaard, H., Sørensen, K. E., & Bjerregaard, P. (1991) · Clinical Autonomic Research · doi:10.1007/bf01824992 · Cited by 162 · see citing works
The normal range and determinants of the intrinsic heart rate in man
Tobias Opthof, A. (2000) · Cardiovascular Research · doi:10.1016/s0008-6363(99)00322-3 · Cited by 149 · see citing works
Respiratory sinus arrhythmia is a limited measure of cardiac parasympathetic control in man.
Kollai, M., & Mizsei, G. (1990) · The Journal of Physiology · doi:10.1113/jphysiol.1990.sp018070 · Cited by 146 · see citing works
Vagal stimulation and cardiac slowing
Parker, P. J., Celler, B. G., Potter, E. K., & McCloskey, D. I. (1984) · Journal of the Autonomic Nervous System · doi:10.1016/0165-1838(84)90080-8 · Cited by 139 · see citing works
Dissociation of heart rate variability from parasympathetic tone
Goldberger, J. J., Ahmed, M. W., Parker, M. A., & Kadish, A. H. (1994) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1994.266.5.h2152 · Cited by 137 · see citing works
Ion Currents Underlying Sinoatrial Node Pacemaker Activity: A New Single Cell Mathematical Model
Dokos, S., Celler, B. G., & Lovell, N. H. (1996) · Journal of Theoretical Biology · doi:10.1006/jtbi.1996.0129 · Cited by 129 · see citing works
Physiological basis for human autonomic rhythms
Eckberg, D. L. (2000) · Annals of Medicine · doi:10.3109/07853890008995937 · Cited by 129 · see citing works
Ritz, T., & Dahme, B. (2006) · Psychosomatic Medicine · doi:10.1097/01.psy.0000228010.96408.ed · Cited by 120 · see citing works
Effects of age on intrinsic heart rate, heart rate variability, and AV conduction in healthy humans
Craft, N. A., & Schwartz, J. B. (1995) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1995.268.4.h1441 · Cited by 115 · see citing works
Differential effects of active versus passive coping on secretory immunity
Bosch, J. A., de Geus, E. J. C., Kelder, A., Veerman, E. C. I., Hoogstraten, J., & Amerongen, A. V. N. (2001) · Psychophysiology · doi:10.1111/1469-8986.3850836 · Cited by 109 · see citing works
Normal Values of Corrected Heart-Rate Variability in 10-Second Electrocardiograms for All Ages
van den Berg, M. E., Rijnbeek, P. R., Niemeijer, M. N., Albert Hofman, D., van Herpen, G., Bots, M. L., Hillege, H. L., Swenne, C. A., Eijgelsheim, M., Stricker, B. H. C., et al. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2018.00424 · Cited by 109 · see citing works
Selective stimulation of parasympathetic nerve fibers to the human sinoatrial node.
Carlson, M. D., Geha, A. S., Hsu, J., Martin, P. J., Levy, M. N., Jacobs, G. H., & Waldo, A. L. (1992) · Circulation · doi:10.1161/01.cir.85.4.1311 · Cited by 108 · see citing works
Interactions within the intrinsic cardiac nervous system contribute to chronotropic regulation
Randall, D. C., Brown, D. R., McGuirt, A. S., Thompson, G. W., Armour, J. A., & Ardell, J. L. (2003) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00167.2003 · Cited by 99 · see citing works
Autonomic cardiac control. I. Estimation and validation from pharmacological blockades
Berntson, G. G., Cacioppo, J. T., & Quigley, K. S. (1994) · Psychophysiology · doi:10.1111/j.1469-8986.1994.tb02350.x · Cited by 95 · see citing works
Self-citationHeart Rate Versus Heart Rate Variability in Risk Prediction after Myocardial Infarction
Abildstrom, S. Z., Jensen, B. T., Agner, E., Torp-Pedersen, C. T., Nyvad, O., Wachtell, K., Ottesen, M. M., Kanters, J. K., & BEAT Study Group (2003) · Journal of Cardiovascular Electrophysiology · doi:10.1046/j.1540-8167.2003.02367.x · Cited by 83 · see citing works
Sacha, J., & Pluta, W. (2005) · Journal of Electrocardiology · doi:10.1016/j.jelectrocard.2004.09.015 · Cited by 81 · see citing works
Sacha, J., Barabach, S., Statkiewicz-Barabach, G., Sacha, K., Müller, A., Piskorski, J., Barthel, P., & Schmidt, G. P. (2013) · International Journal of Cardiology · doi:10.1016/j.ijcard.2013.03.038 · Cited by 81 · see citing works
Sloan, R. P., Schwarz, E., McKinley, P. S., Weinstein, M., Love, G., Ryff, C., Mroczek, D., Choo, T.-H., Lee, S., & Seeman, T. (2017) · Health Psychology · doi:10.1037/hea0000397 · Cited by 80 · see citing works
Sympathetic-parasympathetic interaction and accentuated antagonism in conscious dogs
Stramba‐Badiale, M., Vanoli, E., Ferrari, G. M. D., Cerati, D., Foreman, R. D., & Schwartz, P. J. (1991) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1991.260.2.h335 · Cited by 76 · see citing works
Hedman, A. E., Tahvanainen, K. U. O., Hartikainen, J. E. K., & Hakumäki, M. O. K. (1995) · Acta Physiologica Scandinavica · doi:10.1111/j.1748-1716.1995.tb09965.x · Cited by 70 · see citing works
Comparison of the cardiac effects of vagus nerve stimulation and of acetylcholine infusions
Levy, M. N., & Zieske, H. A. (1969) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1969.216.4.890 · Cited by 68 · see citing works
Rocchetti, M., Malfatto, G., Lombardi, F., & Zaza, A. (2000) · Journal of Cardiovascular Electrophysiology · doi:10.1111/j.1540-8167.2000.tb00005.x · Cited by 63 · see citing works
Characterization of the Heart Rate-Lowering Action of Ivabradine, a Selective I f Current Inhibitor
BORER, J. S., & Heuzey, J. L. (2008) · American Journal of Therapeutics · doi:10.1097/mjt.0b013e3181758855 · Cited by 57 · see citing works
Heart rate variability and recurrence of atrial fibrillation after electrical cardioversion
Vikman, S., Mäkikallio, T. H., Yli‐Mäyry, S., Nurmi, M., Airaksinen, J. K. E., & Huikuri, H. V. (2003) · Annals of Medicine · doi:10.1080/07853890310004110 · Cited by 53 · see citing works
Fu, Y., Huang, X., Piao, L. H., Lopatin, A. N., & Neubig, R. R. (2007) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.01391.2006 · Cited by 53 · see citing works
Relationships Between Heart Rate and Heart Rate Variability: Study in Conscious Rats
Mangin, L., Bernard Swynghedauw, A., Benis, A., Thibault, N., Lerebours, G., & Carré, F. (1998) · Journal of Cardiovascular Pharmacology · doi:10.1097/00005344-199810000-00012 · Cited by 52 · see citing works
Cardiac electrical responses to vagal stimulation of fibers to discrete cardiac regions
Furukawa, Y., Wallick, D. W., Carlson, M. D., & Martin, P. J. (1990) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1990.258.4.h1112 · Cited by 51 · see citing works
Stauss, H. M. (2014) · Hypertension · doi:10.1161/hypertensionaha.114.03949 · Cited by 50 · see citing works
Effect of Graded Increases in Parasympathetic Tone on Heart Rate Variability
Goldberger, J. J., Kim, Y., Ahmed, M. W., & Kadish, A. H. (1996) · Journal of Cardiovascular Electrophysiology · doi:10.1111/j.1540-8167.1996.tb00567.x · Cited by 49 · see citing works
Autonomic interactions and chronotropic control of the heart: Heart period versus heart rate
Quigley, K. S., & Berntson, G. G. (1996) · Psychophysiology · doi:10.1111/j.1469-8986.1996.tb02438.x · Cited by 48 · see citing works
Self-citationDifferential sympathetic-parasympathetic interactions in sinus node and AV junction
Urthaler, F., Neely, B. H., Hageman, G. R., & Smith, L. R. (1986) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1986.250.1.h43 · Cited by 45 · see citing works
Mathematical model of the changes in heart rate elicited by vagal stimulation.
Dexter, F., Levy, M. N., & Rudy, Y. (1989) · Circulation Research · doi:10.1161/01.res.65.5.1330 · Cited by 40 · see citing works
Modulation of sympathetic activity and heart rate variability by ivabradine
da Silva, V. J. D., Tobaldini, E., Rocchetti, M., Wu, M. A., Malfatto, G., Montano, N., & Zaza, A. (2015) · Cardiovascular Research · doi:10.1093/cvr/cvv180 · Cited by 39 · see citing works
Cardiac vagal control, emotion, psychopathology, and health
Chambers, A. S., & Allen, J. J. B. (2006) · Biological Psychology · doi:10.1016/j.biopsycho.2006.09.004 · Cited by 38 · see citing works
Ford, T. W., & McWilliam, P. N. (1986) · The Journal of Physiology · doi:10.1113/jphysiol.1986.sp016289 · Cited by 36 · see citing works
Kozasa, Y., Nakashima, N., Ito, M., Ishikawa, T., Kimoto, H., Ushijima, K., Makita, N., & Takano, M. (2018) · The Journal of Physiology · doi:10.1113/jp275303 · Cited by 34 · see citing works
In vivo direct monitoring of vagal acetylcholine release to the sinoatrial node
Shimizu, S., Akiyama, T., Kawada, T., Shishido, T., Yamazaki, T., Kamiya, A., Mizuno, M., Sano, S., & Sugimachi, M. (2009) · Autonomic Neuroscience · doi:10.1016/j.autneu.2009.02.006 · Cited by 33 · see citing works
Parsimonious Correction of Heart Rate Variability for Its Dependency on Heart Rate
van Roon, A. M., Snieder, H., Lefrandt, J. D., de Geus, E. J. C., & Riese, H. (2016) · Hypertension · doi:10.1161/hypertensionaha.116.08053 · Cited by 31 · see citing works
The correlation between heart period variability and mean period length
Fleiss, J. L., Bigger, J. T., & Rolnitzky, L. M. (1992) · Statistics in Medicine · doi:10.1002/sim.4780110111 · Cited by 29 · see citing works
Ivabradine Improves Heart Rate Variability in Patients with Nonischemic Dilated Cardiomyopathy
Kurtoğlu, E., Balta, Ş., Karakuş, Y., Yaşar, E., Çuğlan, B., Kaplan, Ö., & Gözübüyük, G. (2014) · Arquivos Brasileiros de Cardiologia · doi:10.5935/abc.20140109 · Cited by 29 · see citing works
Mathematical model of dependence of heart rate on tissue concentration of acetylcholine
Dexter, F., Saidel, G. M., Levy, M. N., & Rudy, Y. (1989) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1989.256.2.h520 · Cited by 29 · see citing works
Vagal stimulation and cardiac chronotropy in rats
Berntson, G. G., Quigley, K. S., FABRO, V. T., & Cacioppo, J. T. (1992) · Journal of the Autonomic Nervous System · doi:10.1016/0165-1838(92)90062-l · Cited by 27 · see citing works
Self-citationAutonomic origins of a nonsignal stimulus‐elicited bradycardia and its habituation in humans
Gianaros, P. J., & Quigley, K. S. (2001) · Psychophysiology · doi:10.1017/s004857720100004x · Cited by 24 · see citing works
Self-citationParametric description of cardiac vagal control
Pyetan, E., Toledo, E., Zoran, O., & AKSELROD, S. (2003) · Autonomic Neuroscience · doi:10.1016/j.autneu.2003.08.001 · Cited by 24 · see citing works
A method for heart rate-corrected estimation of baroreflex sensitivity
Abrahamsson, C., hlund, C., Nordlander, M., & Lind, L. (2003) · Journal of Hypertension · doi:10.1097/00004872-200311000-00023 · Cited by 21 · see citing works
Chapleau, M. W., & Abboud, F. M. (2001) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2001.tb03661.x · Cited by 20 · see citing works
Neijts, M., van Lien, R., Kupper, N. H. M., Boomsma, D. I., Willemsen, G. A. H. M., & de Geus, E. J. C. (2015) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000227 · Cited by 18 · see citing works
van Lien, R., Goedhart, A. D., Kupper, N. H. M., Boomsma, D. I., Willemsen, G. A. H. M., & de Geus, E. J. C. (2011) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2011.06.007 · Cited by 15 · see citing works
In vivo direct monitoring of interstitial norepinephrine levels at the sinoatrial node
Shimizu, S., Akiyama, T., Kawada, T., Shishido, T., Mizuno, M., Kamiya, A., Yamazaki, T., Sano, S., & Sugimachi, M. (2009) · Autonomic Neuroscience · doi:10.1016/j.autneu.2009.08.017 · Cited by 15 · see citing works
In vivo monitoring of acetylcholine release from cardiac vagal nerve endings in anesthetized mice
Zhan, D., Du, C., Akiyama, T., Sonobe, T., Tsuchimochi, H., Shimizu, S., Kawada, T., & Shirai, M. (2013) · Autonomic Neuroscience · doi:10.1016/j.autneu.2013.02.014 · Cited by 13 · see citing works
de Neef, K. J., Versprille, A., Wise, M. E., & Jansen, J. R. C. (1983) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/bf00584717 · Cited by 4 · see citing works
Last Word on Point:Counterpoint
Boyett, M. R. (2017) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00542.2017 · Cited by 4 · see citing works
Monfredi, O., Zhang, H., & Boyett, M. R. (2015) · Circulation · doi:10.1161/circulationaha.114.011515 · Cited by 3 · see citing works
Boyett, M. R., Wang, Y., Nakao, S., Ariyaratnam, J., Hart, G., Monfredi, O., & D’Souza, A. (2017) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00606.2017 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Kleiger, R. E., Miller, J. P., Bigger, J. T., & Moss, A. J. (1987b). Decreased heart rate variability and its association with mortality after myocardial infarction. American Journal of Cardiology, 59, 256– 262. 10.1016/0002-9149(87)90795-8 3812275 · DOI · Paper page
Cited by
Sorted by citations
Jarczok, M. N., Weimer, K., Braun, C., Williams, D. P., Thayer, J. F., Gündel, H. O., & Balint, E. M. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104907 · Cited by 246 · see citing works
Stressing the accuracy: Wrist‐worn wearable sensor validation over different conditions
Menghini, L., Gianfranchi, E., Cellini, N., Patron, E., Tagliabue, M., & Sarlo, M. (2019) · Psychophysiology · doi:10.1111/psyp.13441 · Cited by 157 · see citing works
Beauchaine, T. P., Bell, Z., Knapton, E., McDonough‐Caplan, H., Shader, T., & Zisner, A. (2019) · Psychophysiology · doi:10.1111/psyp.13329 · Cited by 144 · see citing works
Maturation of the cardiac autonomic nervous system activity in children and adolescents
Harteveld, L. M., Nederend, I., ten Harkel, A. D. J., Schutte, N. M., de Rooij, S. R., Vrijkotte, T. G. M., Oldenhof, H., Popma, A., Jansen, L. M. C., Suurland, J., et al. (2021) · Journal of the American Heart Association · doi:10.1161/jaha.120.017405 · Cited by 127 · see citing works
Kirk, U., & Axelsen, J. L. (2020) · PLOS ONE · doi:10.1371/journal.pone.0243488 · Cited by 108 · see citing works
Coopmans, C., Zhou, T. L., Henry, R. M. A., Heijman, J., Schaper, N. C., Koster, A., Schram, M. T., van der Kallen, C. J. H., Wesselius, A., den Engelsman, R. J. A., et al. (2020) · Diabetes Care · doi:10.2337/dc19-2367 · Cited by 93 · see citing works
Beutler, S., Mertens, Y. L., Ladner, L., Schellong, J., Croy, I., & Daniels, J. K. (2022) · European Journal of Psychotraumatology · doi:10.1080/20008066.2022.2132599 · Cited by 64 · see citing works
Hoemann, K., Khan, Z., Kamona, N., Dy, J., Barrett, L. F., & Quigley, K. S. (2021) · Psychophysiology · doi:10.1111/psyp.13818 · Cited by 40 · see citing works
Weber, J., Heming, M., Apolinário-Hagen, J., Liszio, S., & Angerer, P. (2024) · Biological Psychology · doi:10.1016/j.biopsycho.2024.108762 · Cited by 16 · see citing works
- Authors
- de Geus, E. J. C., Gianaros, P. J., Brindle, R. C., Jennings, J. R., & Berntson, G. G.
- Affiliations
- Department of Biological Psychology Vrije Universiteit Amsterdam The Netherlands
- University of Pittsburgh (US)
- Washington and Lee University (US)
- The Ohio State University (US)
- Venue
- Psychophysiology
- Publisher
- Wiley
- Published
- 2018-10-25
- Volume
- 56
- Issue
- 2
- Pages
- e13287-e13287
- ISSN
- 0048-5772 (ISSN-L)
- 1469-8986
- PMC
- PMC6378407
- OpenAlex
- W2898315047
- Cited by
- 219
- References
- 115
- Citations by year
- 2026: 15 · 2025: 17 · 2024: 26 · 2023: 36 · 2022: 33 · 2021: 36 · 2020: 36 · 2019: 16 · 2018: 2
- FWCI
- 4.20
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Psychophysiology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- National Institutes of Health (HL089850, HL101959, F32 HL137227)
- Ohio State University
- John D. and Catherine T. MacArthur Foundation (P01‐AG020166, U19‐AG051426)
- National Center for Advancing Translational Sciences (UL1TR001409, UL1TR001881, 1UL1RR025011)
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- ZonMW
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- heart rate variability, heart period, heart rate
- MeSH terms
- Animals, Autonomic Nervous System, Heart Rate, Humans, Neurophysiology, Vagus Nerve
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review