Heart rate variability in the prediction of mortality: a systematic review and meta-analysis of healthy and patient populations
Open accessAbstract
Measures of heart rate variability (HRV) as a predictor of risk of disease and mortality have been investigated from various perspectives for more than six decades. The aim of the present comprehensive meta-analysis is to examine eight different HRV parameters to determine their association with all-cause and cardiac mortality. A total of 32 studies and two individual participant datasets (IPD) with 37 samples and 38,008 participants were included. Lower HRV parameter values were significant predictors of higher mortality across different ages, sex, continents, populations and recording lengths. Most of the examined parameters showed comparable hazard ratios (HR). IPD sub-analysis for heart rate corrected HRV parameters confirmed the strong association between HRV and all-cause mortality. Meta-regressions revealed no effect modifier for HRs extracted from covariate-adjusted studies. Sub-analyses of studies comparing the lowest quartile of 5-min root mean square of successive differences (RMSSD) vs. the other quartiles yielded a combined HR of 1.56 (95% CI: 1.32-1.85). The applicability of HRV measurement in preventive settings is discussed.
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Low HRV is a marker of autonomic dysfunction associated with poor cardiovascular outcomes.
“with low HRV being a marker of autonomic dysfunction associated with poor cardiovascular outcomes”
From Exercise benefits in cardiovascular diseases: From mechanisms to clinical implementation (2023) · cites this paper as [187]
Regular PA/exercise increases heart rate variability (HRV) in both healthy individuals and in patients with CVD.
“Regular PA/exercise increases heart rate variability (HRV) -a measure of efferent PNS (vagal nerve) activity to the heart, with low HRV being a marker of autonomic dysfunction associated with poor cardiovascular outcomes-in both healthy individuals and in patients with CVD.186,187”
From Exercise benefits in cardiovascular diseases: From mechanisms to clinical implementation (2023) · cites this paper as [187]
Cites
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000097 · Cited by 64,042 · see citing works
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763 · see citing works
Vos, T., Lim, S. S., Abbafati, C., Abbas, K. M., Abbasi, M., Abbasifard, M., Abbasi-Kangevari, M., Abbastabar, H., Abd-Allah, F., Abdelalim, A., et al. (2020) · The Lancet · doi:10.1016/s0140-6736(20)30925-9 · Cited by 19,358 · see citing works
Heart rate variability: Standards of measurement, physiological interpretation, and clinical use
Malik, M., Bigger, J. T., Camm, A. J., Kleiger, R. E., Malliani, A., Moss, A. J., & Schwartz, P. J. (1996) · European Heart Journal · doi:10.1093/oxfordjournals.eurheartj.a014868 · Cited by 15,289 · see citing works
Prediction of coronary heart disease using risk factor categories
Wilson, P. W. F., D’Agostino, R. B., Levy, D., Belanger, A. M., Silbershatz, H., & Kannel, W. B. (1998) · Circulation · doi:10.1161/01.cir.97.18.1837 · Cited by 9,581 · see citing works
An overview of heart rate variability metrics and norms
Shaffer, F., & Ginsberg, J. P. (2017) · Frontiers in Public Health · doi:10.3389/fpubh.2017.00258 · Cited by 7,185 · see citing works
Akselrod, S., Gordon, D., Ubel, F. A., Shannon, D. C., Berger, A. C., & Cohen, R. J. (1981) · Science · doi:10.1126/science.6166045 · Cited by 5,079 · see citing works
Parmar, M. K. B., Torri, V., & Stewart, L. (1998) · Statistics in Medicine · doi:10.1002/(sici)1097-0258(19981230)17:24 · Cited by 4,519 · see citing works
Thayer, J. F., Åhs, F., Fredrikson, M., Sollers, J. J., & Wager, T. D. (2012) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2011.11.009 · Cited by 3,224 · see citing works
Self-citationA 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
Self-citationThayer, J. F., & Lane, R. D. (2009) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2008.08.004 · Cited by 2,040 · see citing works
Self-citationLindström, J., & Tuomilehto, J. O. (2003) · Diabetes Care · doi:10.2337/diacare.26.3.725 · Cited by 1,889 · see citing works
An advanced detrending method with application to HRV analysis
Tarvainen, M. P., Ranta-aho, P. O., & Karjalainen, P. A. (2002) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.979357 · Cited by 1,135 · see citing works
The role of vagal function in the risk for cardiovascular disease and mortality
Thayer, J. F., & Lane, R. D. (2007) · Biological Psychology · doi:10.1016/j.biopsycho.2005.11.013 · Cited by 1,033 · see citing works
Self-citationSleep duration and mortality: a systematic review and meta-analysis
GALLICCHIO, L., & KALESAN, B. (2009) · Journal of Sleep Research · doi:10.1111/j.1365-2869.2008.00732.x · Cited by 979 · see citing works
Choosing effect measures and computing estimates of effect
Higgins, J. P., Li, T., & Deeks, J. J. (2019) · Cochrane Handbook for Systematic Reviews of Interventions · doi:10.1002/9781119536604.ch6 · Cited by 977 · see citing works
Stress and Health: A Review of Psychobiological Processes
O'Connor, D. B., Thayer, J. F., & Vedhara, K. (2021) · Annual Review of Psychology · doi:10.1146/annurev-psych-062520-122331 · Cited by 948 · see citing works
Self-citationLa Rovere, M. T., Pinna, G. D., Maestri, R., Mortara, A., Capomolla, S., Febo, O., Ferrari, R., Franchini, M., Gnemmi, M., Opasich, C., et al. (2003) · Circulation · doi:10.1161/01.cir.0000047275.25795.17 · Cited by 917 · see citing works
Heart rate variability biofeedback: how and why does it work?
Lehrer, P. M., & Gevirtz, R. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00756 · Cited by 883 · see citing works
Daily Sitting Time and All-Cause Mortality: A Meta-Analysis
Chau, J. Y., Grunseit, A. C., Chey, T., Stamatakis, E., Brown, W. J., Matthews, C. E., Bauman, A. E., & van der Ploeg, H. P. (2013) · PLoS ONE · doi:10.1371/journal.pone.0080000 · Cited by 876 · see citing works
NUNAN, D., SANDERCOCK, G. R. H., & BRODIE, D. A. (2010) · Pacing and Clinical Electrophysiology · doi:10.1111/j.1540-8159.2010.02841.x · Cited by 874 · see citing works
Cohort Profile: The Whitehall II study
Marmot, M. G., & Brunner, E. J. (2004) · International Journal of Epidemiology · doi:10.1093/ije/dyh372 · Cited by 790 · see citing works
Heart Rate Variability ? A Historical Perspective
Billman, G. E. (2011) · Frontiers in Physiology · doi:10.3389/fphys.2011.00086 · Cited by 786 · see citing works
Dickinson, H. O., Mason, J. M., Nicolson, D. J., Campbell, F., Beyer, F. R., Cook, J. V., Williams, B., & Ford, G. A. (2006) · Journal of Hypertension · doi:10.1097/01.hjh.0000199800.72563.26 · Cited by 759 · 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
Holzman, J. B., & Bridgett, D. J. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.12.032 · Cited by 449 · see citing works
Physical activity in the prevention and treatment of anxiety and depression.
Martinsen, E. W. (2008) · Nordic Journal of Psychiatry · doi:10.1080/08039480802315640 · Cited by 424 · see citing works
Burr, R. L. (2007) · SLEEP · doi:10.1093/sleep/30.7.913 · Cited by 358 · see citing works
Changing Physical Activity Behavior in Type 2 Diabetes
Avery, L., Flynn, D., van Wersch, A., Sniehotta, F. F., & Trenell, M. I. (2012) · Diabetes Care · doi:10.2337/dc11-2452 · Cited by 340 · see citing works
Zhang, D., Shen, X., & Qi, X. (2015) · Canadian Medical Association Journal · doi:10.1503/cmaj.150535 · Cited by 329 · see citing works
Liao, D., Carnethon, M. R., Evans, G. W., Cascio, W. E., & HEISS, G. M. (2002) · Diabetes · doi:10.2337/diabetes.51.12.3524 · Cited by 304 · see citing works
Fang, S.-C., Wu, Y.-L., & Tsai, P.-S. (2020) · Biological Research For Nursing · doi:10.1177/1099800419877442 · Cited by 302 · see citing works
A mathematical model of heart rate control by sympathetic and vagus efferent information
Warner, H. R., & Cox, A. R. (1962) · Journal of Applied Physiology · doi:10.1152/jappl.1962.17.2.349 · Cited by 290 · see citing works
Laborde, S., Allen, M. S., Borges, U., Dosseville, F., Hosang, T. J., Iskra, M., Mosley, E., Salvotti, C., Spolverato, L., Zammit, N., et al. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104711 · Cited by 272 · cited 1× · see citing works
“…Reviews 143 (2022) 104907 measures of HRV such as physical activity (Tornberg et al., 2019), relaxation techniques (Lin et al., 2014), stress management (Balint et al., 2022a), healthy diet (Young and Benton, 2018) or slow-paced breathing (Laborde et al., 2022; Sevoz-Couche and Laborde, 2022).”
BackgroundPower-Law Relationship of Heart Rate Variability as a Predictor of Mortality in the Elderly
Huikuri, H. V., Mäkikallio, T. H., Airaksinen, J. K. E., Seppänen, T., Puukka, P. J., Räihä, I. J., & Sourander, L. (1998) · Circulation · doi:10.1161/01.cir.97.20.2031 · Cited by 271 · see citing works
Schneider, M., & Schwerdtfeger, A. (2020) · Psychological Medicine · doi:10.1017/s003329172000207x · Cited by 269 · see citing works
National Survey of Midlife Development in the United States (MIDUS II), 2004-2006
Ryff, C. D., Almeida, D. M., Ayanian, J. Z., Carr, D., Cleary, P. D., Coe, C. L., Davidson, R. J., Krueger, R. F., Lachman, M. E., Marks, N. F., et al. (2007) · ICPSR Data Holdings · doi:10.3886/icpsr04652 · Cited by 269 · see citing works
Self-citationLow Heart Rate Variability and the Effect of Depression on Post–Myocardial Infarction Mortality
Carney, R. M., Blumenthal, J. A., Freedland, K. E., Stein, P. K., Howells, W. B., Berkman, L. F., Watkins, L. L., Czajkowski, S. M., Hayano, J., Domitrovich, P. P., et al. (2005) · Archives of Internal Medicine · doi:10.1001/archinte.165.13.1486 · Cited by 259 · see citing works
Prediction of sudden cardiac death by fractal analysis of heart rate variability in elderly subjects
Mäkikallio, T. H., Huikuri, H. V., Mäkikallio, A., Sourander, L., Mitrani, R. D., Castellanos, A., & Myerburg, R. J. (2001) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(01)01171-8 · Cited by 250 · see citing works
Young, H. A., & Benton, D. (2018) · Behavioural Pharmacology · doi:10.1097/fbp.0000000000000383 · Cited by 249 · see citing works
Autonomic nervous system activity and workplace stressors—A systematic review
Jarczok, M. N., Jarczok, M., Mauss, D., Koenig, J., Li, J., Herr, R. M., & Thayer, J. F. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.07.004 · Cited by 238 · see citing works
Self-citationMeta‐analysis of alcohol and all‐cause mortality: a validation of NHMRC recommendations
Holman, C. D. J., English, D. R., Milne, E., & Winter, M. G. (1996) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.1996.tb122011.x · Cited by 229 · see citing works
Physical Activity and Heart Rate Variability in Older Adults: The Cardiovascular Health Study
Soares-Miranda, L., Sattelmair, J., Chaves, P., Duncan, G. E., Siscovick, D. S., Stein, P. K., & Mozaffarian, D. (2014) · Circulation · doi:10.1161/circulationaha.113.005361 · Cited by 228 · see citing works
Wulsin, L. R., Horn, P. S., Perry, J. L., Massaro, J. M., & D’Agostino, R. B. (2015) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2015-1748 · Cited by 224 · see citing works
de Geus, E. J. C., Gianaros, P. J., Brindle, R. C., Jennings, J. R., & Berntson, G. G. (2019) · Psychophysiology · doi:10.1111/psyp.13287 · Cited by 219 · see citing works
Interaction between Heart Rate and Heart Rate Variability
Sacha, J. (2014) · Annals of Noninvasive Electrocardiology · doi:10.1111/anec.12148 · Cited by 218 · see citing works
Cardiovascular Events and Mortality in White Coat Hypertension
Cohen, J. B., Lotito, M. J., Trivedi, U. K., Denker, M. G., Cohen, D. L., & Townsend, R. R. (2019) · Annals of Internal Medicine · doi:10.7326/m19-0223 · Cited by 206 · see citing works
Chaos Theory, Heart Rate Variability, and Arrhythmic Mortality
Lombardi, F. (2000) · Circulation · doi:10.1161/01.cir.101.1.8 · Cited by 202 · see citing works
Heart rate variability and slow-paced breathing:when coherence meets resonance
Sevoz-Couche, C., & Laborde, S. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104576 · Cited by 195 · see citing works
Kop, W. J., Stein, P. K., Tracy, R. P., Barzilay, J. I., Schulz, R., & Gottdiener, J. S. (2010) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181eadd2b · Cited by 193 · see citing works
Heart rate variability in health and disease
Kristal-Boneh, E., Raifel, M., Froom, P., & Ribak, J. (1995) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.15 · Cited by 189 · see citing works
Brosschot, J. F., Verkuil, B., & Thayer, J. F. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.07.019 · Cited by 178 · see citing works
Self-citationPrevention and treatment of obesity with lifestyle interventions: review and meta-analysis
Galani, C., & Schneider, H. (2007) · Sozial- und Präventivmedizin · doi:10.1007/s00038-007-7015-8 · Cited by 176 · see citing works
Zhou, X., Ma, Z., Zhang, L., Zhou, S., Wang, J., Wang, B., & Fu, W. (2016) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2016.08.004 · Cited by 149 · see citing works
Lin, I. M., Tai, L. Y., & Fan, S. Y. (2014) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2013.12.006 · Cited by 145 · see citing works
Prognostic value of heart rate variability in patients with renal failure on hemodialysis
Oikawa, K., Ishihara, R., Maeda, T., Yamaguchi, K., Koike, A., Kawaguchi, H., Tabata, Y., Murotani, N., & Itoh, H. (2008) · International Journal of Cardiology · doi:10.1016/j.ijcard.2007.10.033 · Cited by 140 · see citing works
Jandackova, V. K., Britton, A. R., Malík, M., & Steptoe, A. (2016) · Psychological Medicine · doi:10.1017/s003329171600060x · Cited by 127 · see citing works
Heart rate variability in bipolar disorder: A systematic review and meta-analysis
Faurholt‐Jepsen, M., Kessing, L. V., & Munkholm, K. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.12.007 · Cited by 120 · see citing works
Prognostic Value of Masked Uncontrolled Hypertension
Pierdomenico, S. D., Pierdomenico, A. M., Coccina, F., Clement, D. L., Buyzere, M. D., Bacquer, D. D., Ben‐Dov, I. Z., Vongpatanasin, W., Banegas, J. R., Ruilope, L. M., et al. (2018) · Hypertension · doi:10.1161/hypertensionaha.118.11499 · Cited by 118 · see citing works
The Paradox of Disease Prevention
Fineberg, H. V. (2013) · JAMA · doi:10.1001/jama.2013.7518 · Cited by 113 · see citing works
The joint association of fitness and fatness on cardiovascular disease mortality: a meta-analysis.
Barry, V. W., Caputo, J. L., & Kang, M. (2018) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2018.07.004 · Cited by 107 · see citing works
Heiss, S., Vaschillo, B., Vaschillo, E. G., Timko, C. A., & Hormes, J. M. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.12.004 · Cited by 107 · see citing works
Stein, P. K., Barzilay, J. I., Chaves, P. H. M., MISTRETTA, S. Q., Domitrovich, P. P., Gottdiener, J. S., Rich, M. W., & Kleiger, R. E. (2008) · Journal of Cardiovascular Electrophysiology · doi:10.1111/j.1540-8167.2008.01232.x · Cited by 103 · see citing works
Stress and aging: A neurovisceral integration perspective
Thayer, J. F., Mather, M., & Koenig, J. (2021) · Psychophysiology · doi:10.1111/psyp.13804 · Cited by 97 · see citing works
Self-citationJarczok, M. N., Koenig, J., Wittling, A., Fischer, J. E., & Thayer, J. F. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8111940 · Cited by 84 · see citing works
Self-citationJarczok, M. N., Li, J., Mauss, D., Fischer, J. E., & Thayer, J. F. (2013) · International Journal of Cardiology · doi:10.1016/j.ijcard.2012.02.002 · Cited by 79 · see citing works
Self-citationJarczok, M. N., Koenig, J., Mauss, D., Fischer, J. E., & Thayer, J. F. (2014) · Journal of Internal Medicine · doi:10.1111/joim.12295 · Cited by 75 · see citing works
Self-citationDissection of long-range heart rate variability
Roach, D., Wilson, W., Ritchie, D., & Sheldon, R. (2004) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2004.01.050 · Cited by 74 · see citing works
Wulsin, L. R., Herman, J. P., & Thayer, J. F. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.12.010 · Cited by 73 · see citing works
Self-citationHeart rate, heart rate variability and inflammatory biomarkers among young and healthy adults
Aeschbacher, S., Schoen, T., Dörig, L., Kreuzmann, R., Neuhauser, C., Schmidt-Trucksäss, A., Probst-Hensch, N. M., Risch, M., Risch, L., & Conen, D. (2017) · Annals of Medicine · doi:10.1080/07853890.2016.1226512 · Cited by 70 · see citing works
Kiviniemi, A. M., Tulppo, M. P., Wichterle, D., Hautala, A. J., Tiinanen, S., Seppänen, T., Mäkikallio, T. H., & Huikuri, H. V. (2007) · Annals of Medicine · doi:10.1080/07853890600990375 · Cited by 69 · see citing works
Henje, E., Olsson, E. M. G., Serlachius, E., Ericson, M. O., & Ingvar, M. (2009) · European Journal of Applied Physiology · doi:10.1007/s00421-009-1089-3 · Cited by 67 · see citing works
Leroux, A., Xu, S., Kundu, P., Muschelli, J., Smirnova, E., Chatterjee, N., & Crainiceanu, C. (2021) · The Journals of Gerontology: Series A · doi:10.1093/gerona/glaa250 · Cited by 66 · see citing works
Improvement of heart rate variability after exercise training and its predictors in COPD
Camillo, C. A., Laburú, V. D. M., Gonçalves, N. S., Cavalheri, V., Tomasi, F., Hernandes, N. A., Ramos, D., Vanderlei, L. C. M., Ramos, E. M. C., Probst, V. S., et al. (2011) · Respiratory Medicine · doi:10.1016/j.rmed.2011.01.014 · Cited by 62 · see citing works
Decreased heart rate variability correlates to increased cardiovascular risk
Schuster, A. K.-G., Fischer, J. E., Thayer, J. F., Mauss, D., & Jarczok, M. N. (2015) · International Journal of Cardiology · doi:10.1016/j.ijcard.2015.11.027 · Cited by 62 · see citing works
Self-citationNishimura, M., Tokoro, T., Nishida, M., Hashimoto, T., Kobayashi, H., Yamazaki, S., Imai, R., Okino, K., Iwamoto, N., Takahashi, H., et al. (2009) · International Journal of Cardiology · doi:10.1016/j.ijcard.2008.12.104 · Cited by 61 · see citing works
LANZA, G., Cianflone, D., Rebuzzi, A. G., Angeloni, G., Sestito, A., Ciriello, G., Torre, G. L., Crea, F., & Maseri, A. (2005) · Heart · doi:10.1136/hrt.2005.070714 · Cited by 61 · see citing works
Cygankiewicz, I., Zareba, W., Vazquez, R., Bayes-Genis, A., Pascual, D., Macaya, C., Almendral, J., Fiol, M., Bardaji, A., Gonzalez-Juanatey, J. R., et al. (2009) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2008.11.061 · Cited by 58 · see citing works
Carnethon, M. R. (2002) · American Journal of Epidemiology · doi:10.1093/aje/155.1.48 · Cited by 58 · see citing works
Fox, A. (1980) · PubMed · Cited by 57 · see citing works
Sigrist, C., Mürner-Lavanchy, I. M., Peschel, S. K. V., Schmidt, S. J., Kaess, M., & Koenig, J. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.10.026 · Cited by 57 · see citing works
Autonomic dysfunction: a link between depression and cardiovascular mortality? The FINE Study
Kamphuis, M. H., Geerlings, M. I., Dekker, J. M., Giampaoli, S., Nissinen, A., Grobbee, D. E., & Kromhout, D. (2007) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1097/hjr.0b013e32829c7d0c · Cited by 55 · see citing works
Macfarlane, P. W., & Norrie, J. D. (2006) · Journal of Electrocardiology · doi:10.1016/j.jelectrocard.2006.05.003 · Cited by 51 · see citing works
Jarczok, M. N., Aguilar‐Raab, C., Koenig, J., Kaess, M., Borniger, J. C., Nelson, R. J., Hall, M. H., Ditzen, B., Thayer, J. F., & Fischer, J. E. (2018) · Chronobiology International · doi:10.1080/07420528.2018.1439499 · Cited by 41 · see citing works
Self-citationVigorous physical activity predicts higher heart rate variability among younger adults
May, R. L., McBerty, V., Zaky, A., & Gianotti, M. (2017) · Journal of PHYSIOLOGICAL ANTHROPOLOGY · doi:10.1186/s40101-017-0140-z · Cited by 40 · see citing works
Lakušić, N., Mahović, D., Sonicki, Z., Slivnjak, V., & Baborski, F. (2012) · International Journal of Cardiology · doi:10.1016/j.ijcard.2012.04.040 · Cited by 38 · see citing works
Which heart rate variability index is an independent predictor of mortality in cirrhosis?
Bhogal, A. S., Rui, M. D., Pavanello, D., El-Azizi, I., Rowshan, S., Amodio, P., Montagnese, S., & Mani, A. R. (2018) · Digestive and Liver Disease · doi:10.1016/j.dld.2018.09.011 · Cited by 38 · see citing works
Physical activity is associated with cardiac autonomic function in adolescent men
Tornberg, J., Ikäheimo, T. M., Kiviniemi, A. M., Pyky, R., Hautala, A. J., Mäntysaari, M., Jämsä, T. J., & Korpelainen, R. (2019) · PLoS ONE · doi:10.1371/journal.pone.0222121 · Cited by 37 · see citing works
Hotta, N., Otsuka, K., Murakami, S., Yamanaka, G., Kubo, Y., Matsuoka, O., Yamanaka, T., Shinagawa, M., Nunoda, S., Nishimura, Y., et al. (2005) · Biomedicine & Pharmacotherapy · doi:10.1016/s0753-3322(05)80009-5 · Cited by 36 · see citing works
Singh, J. P., ROSENTHAL, L. S., Hranitzky, P. M., Berg, K. C., Mullin, C. M., Thackeray, L., & Kaplan, A. J. (2009) · EP Europace · doi:10.1093/europace/eup250 · Cited by 36 · see citing works
Temporally localized contributions to measures of large-scale heart rate variability
Roach, D., Sheldon, A., Wilson, W., & Sheldon, R. (1998) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1998.274.5.h1465 · Cited by 36 · see citing works
Jarczok, M. N., Guendel, H. O., McGrath, J. J., & Balint, E. M. (2019) · IntechOpen eBooks · doi:10.5772/intechopen.86822 · Cited by 35 · see citing works
Self-citationHeart rate variability: From facts to fancies
Malík, M., & Camm, A. J. (1993) · Journal of the American College of Cardiology · doi:10.1016/0735-1097(93)90065-9 · Cited by 34 · see citing works
Gilliam, F. R., Singh, J. P., Mullin, C. M., McGuire, M., & Chase, K. J. (2007) · Journal of Electrocardiology · doi:10.1016/j.jelectrocard.2006.11.012 · Cited by 32 · see citing works
Cygankiewicz, I., Corino, V., Vázquez, R., Bayés‐Genís, A., Mainardi, L. T., Zaręba, W., Bayés‐Genís, A., & Platonov, P. G. (2015) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2015.06.043 · Cited by 30 · see citing works
Hayano, J., Mukai, S., Fukuta, H., Sakata, S., Ohte, N., & Kimura, G. (2001) · CHEST Journal · doi:10.1378/chest.120.6.1942 · Cited by 29 · see citing works
B-type natriuretic peptide trumps other prognostic markers in patients assessed for coronary disease
Study, O. B. O. T. A. R. M. I. C. A. D. (.-C., Kotecha, D., Flather, M. D., Atar, D., Collins, P. D., Pepper, J., Jenkins, E., Reid, C. M., & Eccleston, D. S. (2019) · BMC Medicine · doi:10.1186/s12916-019-1306-9 · Cited by 24 · see citing works
Lau, K., Malik, A., Foroutan, F., Buchan, T. A., Daza, J. F., Sekercioglu, N., Orchanian‐Cheff, A., & Alba, A. C. (2020) · Journal of Cardiac Failure · doi:10.1016/j.cardfail.2020.11.003 · Cited by 24 · see citing works
Bădărau, S., Siriopol, D. C., Druguș, D., Dumea, R., Hogas, S. M., Blaj, M., Voroneanu, L. E., Grămăticu, A., Petriş, A. O., Burlacu, A., et al. (2015) · International Urology and Nephrology · doi:10.1007/s11255-015-1063-4 · Cited by 20 · see citing works
Shibasaki, K., Ogawa, S., Yamada, S., Iijima, K., Eto, M., Kozaki, K., Toba, K., Akishita, M., & Ouchi, Y. (2013) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.12074 · Cited by 19 · see citing works
Heart rate variability predicts outcome of short‐term psychotherapy at the workplace
Balint, E. M., Daniele, V., Langgartner, D., Reber, S. O., Rothermund, E., Gündel, H., von Wietersheim, J., Buckley, T. A., & Jarczok, M. N. (2022) · Psychophysiology · doi:10.1111/psyp.14150 · Cited by 19 · see citing works
Self-citationAblonskytė-Dūdonienė, R., Bakšytė, G., Čeponienė, I., Kriščiukaitis, A., Drėgūnas, K., & Ereminienė, E. (2012) · Medicina · doi:10.3390/medicina48070052 · Cited by 18 · see citing works
Usefulness of measurement of heart rate variability by holter ECG in hemodialysis patients
Kida, N., Tsubakihara, Y., Kida, H., Ageta, S., Arai, M., Hamada, Y., & Matsuura∥, N. (2017) · BMC Nephrology · doi:10.1186/s12882-016-0423-3 · Cited by 17 · see citing works
Chronobiology - The Science of Biological Time Structure
Švorc, P. (2019) · IntechOpen eBooks · doi:10.5772/intechopen.73428 · Cited by 17 · see citing works
Work Stress and Autonomic Nervous System Activity
Jarczok, M. N., Jarczok, M., & Thayer, J. F. (2020) · Springer eBooks · doi:10.1007/978-3-030-05031-3_27-1 · Cited by 16 · see citing works
Self-citationSteeds, R. P., Fletcher, J., Smith, M. L., West, J. M., Channer, K. S., & Townend, J. (2004) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2004.07.111 · Cited by 15 · see citing works
May, O., & Arildsen, H. (2012) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2012.03.004 · Cited by 15 · see citing works
Markers of autonomic tone on a standard ECG are predictive of mortality in old age
van Bemmel, T., Vinkers, D. J., Macfarlane, P. W., Gussekloo, J., & Westendorp, R. G. J. (2005) · International Journal of Cardiology · doi:10.1016/j.ijcard.2005.02.031 · Cited by 14 · see citing works
Balint, E. M., Angerer, P., Guendel, H. O., Marten‐Mittag, B., & Jarczok, M. N. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19073841 · Cited by 13 · see citing works
Self-citationJarczok, M. N., Buckley, T. A., Guendel, H. O., Boeckelmann, I., Mauss, D., Thayer, J. F., & Balint, E. M. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2021.600865 · Cited by 12 · see citing works
Self-citationQuintana, M., Lindvall, K., Brolund, F., Storek, N., Lindblad, L. E., & Rydén, L. (1997) · Coronary Artery Disease · doi:10.1097/00019501-199706000-00001 · Cited by 8 · see citing works
Medenwald, D., Swenne, C. A., Frantz, S., Nuding, S., Kors, J. A., Pietzner, D., Tiller, D., Greiser, K. H., Kluttig, A., & Haerting, J. (2017) · EP Europace · doi:10.1093/europace/euw296 · Cited by 8 · see citing works
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Stress and cardiovascular disease: an update
Vaccarino, V., & Bremner, J. D. (2024) · Nature Reviews Cardiology · doi:10.1038/s41569-024-01024-y · Cited by 268 · see citing works
Exercise benefits in cardiovascular diseases: From mechanisms to clinical implementation
Valenzuela, P. L., Ruilope, L. M., Santos-Lozano, A., Wilhelm, M., Kränkel, N., Fiuza-Luces, C., & Lucia, A. (2023) · European Heart Journal · doi:10.1093/eurheartj/ehad170 · Cited by 237 · see citing works
Lee, H., Yang, H.-L., Ryu, H. G., Jung, C.-W., Cho, Y. J., Yoon, H., Yoon, H.-K., & Lee, H. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00960-2 · Cited by 73 · see citing works
Biomarkers of aging: from molecules and surrogates to physiology and function
Furrer, R., & Handschin, C. (2025) · Physiological Reviews · doi:10.1152/physrev.00045.2024 · Cited by 62 · see citing works
El-Malahi, O., Mohajeri, D., Mincu, R. I., Bäuerle, A., Rothenaicher, K., Knuschke, R., Rammos, C., Rassaf, T., & Lortz, J. (2024) · PLoS ONE · doi:10.1371/journal.pone.0299793 · Cited by 51 · see citing works
Digital biomarkers of ageing for monitoring physiological systems in community-dwelling adults
Lu, J. K., Wang, W., Mahadzir, M. D. A., Poganik, J. R., Moqri, M., Herzog, C. M. S., Verdin, E. M., Sebastiano, V., Gladyshev, V. N., Maier, A. B., et al. (2025) · The Lancet Healthy Longevity · doi:10.1016/j.lanhl.2025.100725 · Cited by 30 · see citing works
Bellinger, D., Wehrmann, K., Rohde, A., Schuppert, M., Störk, S., Flohr-Jost, M., Gall, D., Pauli, P., Deckert, J., Herrmann, M. J., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05040-z · Cited by 30 · see citing works
Liu, S., Cui, Y., & Chen, M. (2025) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2025.1630668 · Cited by 26 · see citing works
Short-Term Heart Rate Variability in Metabolic Syndrome: A Systematic Review and Meta-Analysis
Guzmán, J. E. O., Mollà‐Casanova, S., Serra‐Añó, P., Arias-Mutis, O. J., Calvo, C. J., Bizy, A., Alberola, A. M., Chorro, F. J., & Zarzoso, M. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12186051 · Cited by 31 · see citing works
Central autonomic network dysfunction and plasma Alzheimer’s disease biomarkers in older adults
Lohman, T., Kapoor, A., Engstrom, A. C., Shenasa, F., Alitin, J. P. M., Gaubert, A., Rodgers, K. E., Bradford, D. R., Mather, M., Han, S. D., et al. (2024) · Alzheimer s Research & Therapy · doi:10.1186/s13195-024-01486-9 · Cited by 25 · see citing works
Self-citationLaborde, S., Ackermann, S., Borges, U., D’Agostini, M., Giraudier, M., Iskra, M., Mosley, E., Ottaviani, C., Salvotti, C., Schmaußer, M., et al. (2023) · Policy Insights from the Behavioral and Brain Sciences · doi:10.1177/23727322231196789 · Cited by 22 · see citing works
Davis, T. M. E., Tan, E., & Davis, W. A. (2024) · Cardiovascular Diabetology · doi:10.1186/s12933-024-02185-3 · Cited by 20 · see citing works
Ma, Y., Mullington, J. M., Wayne, P. M., & Yeh, G. Y. (2024) · Sleep Medicine · doi:10.1016/j.sleep.2024.07.034 · Cited by 17 · 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
The autonomic nervous system in the regulation of glucose and lipid metabolism
Wangler, S., Jarczok, M. N., Ennis, M., Herhaus, B., Wagner, R., Sehgal, R., & Heni, M. (2026) · Nature Reviews Endocrinology · doi:10.1038/s41574-025-01221-w · Cited by 17 · see citing works
Self-citationAutonomic reactivity to mental stress is associated with cardiovascular mortality
Shah, A. S., Vaccarino, V., Moazzami, K., Almuwaqqat, Z., Garcia, M., Ward, L. A., Elon, L., Ko, Y., Sun, Y. V., Pearce, B. D., et al. (2024) · European Heart Journal Open · doi:10.1093/ehjopen/oeae086 · Cited by 17 · see citing works
Using heart rate variability to predict neurological outcomes in preterm infants: a scoping review
Smolkova, M., Sekar, S., Kim, S. H., Sunwoo, J., & El‐Dib, M. (2024) · Pediatric Research · doi:10.1038/s41390-024-03606-5 · Cited by 15 · see citing works
The accuracy of Apple Watch measurements: a living systematic review and meta-analysis
Lambe, R., Baldwin, M., O’Grady, B., Schumann, M., Caulfield, B., & Doherty, C. (2026) · npj Digital Medicine · doi:10.1038/s41746-025-02238-1 · Cited by 17 · see citing works
Kwon, C. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20020909 · Cited by 16 · see citing works
Atanackov, P., Peterlin, J., Derlink, M., Kovačić, U., Kejžar, N., & Bajrović, F. F. (2025) · Biomedicines · doi:10.3390/biomedicines13030700 · Cited by 14 · see citing works
Autonomic modulation and the risk of dementia in a middle-aged cohort: A 17-year follow-up study
Chou, Y.-T., Sun, Z., Shao, S., Yang, Y., Lu, F.-H., Chang, C., Liao, T.-C., Li, C., Chen, T. H.-H., Wu, J., et al. (2022) · Biomedical Journal · doi:10.1016/j.bj.2022.12.004 · Cited by 14 · see citing works
Yin, F., Hongsen, N., Shin, Y. K., Li, Y., Kim, E., & Kim, N. (2023) · Nano Energy · doi:10.1016/j.nanoen.2023.109039 · Cited by 13 · see citing works
Impaired Modulation of the Autonomic Nervous System in Adult Patients with Major Depressive Disorder
Böttcher, E., Schreiber, L. S., Wozniak, D., Scheller, E., Schmidt, F. M., & Pelz, J. O. (2024) · Biomedicines · doi:10.3390/biomedicines12061268 · Cited by 13 · see citing works
Evaluation of low vagally-mediated heart rate variability as an early marker of depression risk
Watanabe, D. K., Jarczok, M. N., Williams, D. P., Koenig, J., & Thayer, J. F. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.08.051 · Cited by 13 · see citing works
Self-citationCancer and Stress: Understanding the Connections and Interventions
D’Andre, S. D., Ellsworth, L. L., Kirsch, J. L., Montane, H. N., Kruger, M. B., Donovan, K. A., Bronars, C. A., Markovic, S. N., & Ehlers, S. L. (2024) · American Journal of Lifestyle Medicine · doi:10.1177/15598276241304373 · Cited by 13 · see citing works
Psychosocial stress and cardiovascular disease
Raggi, P., Quyyumi, A. A., Henein, M. Y., & Vaccarino, V. (2025) · American Journal of Preventive Cardiology · doi:10.1016/j.ajpc.2025.100968 · Cited by 16 · see citing works
Guzmán, J. E. O., Mollà‐Casanova, S., Arias-Mutis, O. J., Bizy, A., Calvo, C. J., Alberola, A. M., Chorro, F. J., & Zarzoso, M. (2023) · Journal of Cardiovascular Development and Disease · doi:10.3390/jcdd10050203 · Cited by 13 · see citing works
Žunkovič, B., Kejžar, N., & Bajrović, F. F. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12093118 · Cited by 12 · see citing works
Li, J., Wang, M., Zhang, F., Liu, G., & Wen, W. (2023) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2023.3326747 · Cited by 12 · see citing works
Matsuura, Y., & Ochi, G. (2023) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-023-09585-3 · Cited by 12 · see citing works
Ko, D.-K., Lee, H., Kim, D., Park, Y.-M., & Kang, N. (2024) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2024.111072 · Cited by 13 · see citing works
Wiley, C. R., Pourmand, V., Stevens, S., Jarczok, M. N., Fischer, J. E., Boschiero, D., Poggiogalle, E., Koenig, J., Thayer, J. F., & Williams, D. P. (2025) · Physiological Reports · doi:10.14814/phy2.70313 · Cited by 11 · see citing works
Self-citationHigh frequency heart rate variability is associated with sensitivity to affective touch
Pawling, R., McGlone, F., & Walker, S. C. (2024) · Physiology & Behavior · doi:10.1016/j.physbeh.2024.114600 · Cited by 10 · see citing works
How to properly evaluate cardiac vagal tone in oncology studies: a state-of-the-art review
Martinez, P., Grinand, M., Cheggour, S., Taieb, J., & Gourjon, G. (2024) · Journal of the National Cancer Center · doi:10.1016/j.jncc.2024.02.002 · Cited by 9 · see citing works
Midlife heart rate variability and cognitive decline: A large longitudinal cohort study
Jandackova, V. K., Scholes, S., Britton, A. R., & Steptoe, A. (2024) · International Journal of Clinical and Health Psychology · doi:10.1016/j.ijchp.2024.100518 · Cited by 9 · see citing works
Lammers‐Lietz, F., Spies, C., & Maggioni, M. A. (2024) · Current Opinion in Anaesthesiology · doi:10.1097/aco.0000000000001446 · Cited by 8 · see citing works
Graham, B., & Farrell, M. (2024) · Expert Systems with Applications · doi:10.1016/j.eswa.2024.126195 · Cited by 8 · see citing works
The Impact of Long COVID-19 on the Cardiovascular System
McMaster, M. W., Dey, S., Fishkin, T., Wang, A. Y.-D., Frishman, W. H., & Aronow, W. S. (2024) · Cardiology in Review · doi:10.1097/crd.0000000000000654 · Cited by 8 · see citing works
Traditional Chinese Exercises for Cardiovascular Diseases: A Bibliometric Analysis
Zhu, R., Niu, Y., Xu, H., Wang, S., Mao, J., Lei, Y., Xiong, X., Zhou, W., & Guo, L. (2024) · Perceptual and Motor Skills · doi:10.1177/00315125241230599 · Cited by 8 · see citing works
Magnesium and LongevityPreprint
Chambers, P. W. (2024) · Qeios · doi:10.32388/n1scbr.3 · Cited by 8 · see citing works
Dolgilevica, K., Grunfeld, E. A., & Derakhshan, N. (2025) · Current Oncology · doi:10.3390/curroncol32030150 · Cited by 8 · see citing works
Schaarup, J. R., Bjerg, L., Hansen, C. S., Grove, E. L., Andersen, S. T., Vistisen, D., Brage, S., Sandbæk, A., & Witte, D. R. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16566 · Cited by 7 · see citing works
Castiglioni, P., Zaza, A., Merati, G., & Faini, A. (2025) · Mathematics · doi:10.3390/math13182955 · Cited by 7 · see citing works
Interplay of heart rate variability and resting heart rate on mortality in type 2 diabetes
Huang, Y., Xie, P., Zhang, S., Liu, M., Xiong, Z., Huang, R., Huang, Z., Zhong, X., Chen, Z., Zhou, Z., et al. (2023) · Diabetes & Metabolic Syndrome Clinical Research & Reviews · doi:10.1016/j.dsx.2023.102930 · Cited by 7 · see citing works
The triad of physical activity: An optimal combination for cardiovascular health
López‐Bueno, R., Núñez‐Cortés, R., Calatayud, J., Andersen, L. L., Cruz, B. D. P., & Petermann-Rocha, F. E. (2024) · Trends in Cardiovascular Medicine · doi:10.1016/j.tcm.2024.12.008 · Cited by 14 · see citing works
Impact of COVID-19 on heart rate variability in post-COVID individuals compared to a control group
Santos‐de‐Araújo, A. D., Dibai, D. B., Marinho, R. S., Dourado, I. M., de Almeida, L. V., dos Santos, S. D. S., Phillips, S. A., & Borghi‐Silva, A. (2024) · Scientific Reports · doi:10.1038/s41598-024-82411-w · Cited by 8 · see citing works
Liu, L., Wang, C., Liu, G., & Wen, W. (2025) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2025.3528386 · Cited by 7 · see citing works
Etayo-Urtasun, P., Izquierdo, M., & de Asteasu, M. L. S. (2025) · Sports Medicine · doi:10.1007/s40279-025-02357-5 · Cited by 6 · see citing works
Grosicki, G. J., Carter, J. R., Laursen, P. B., Plews, D. J., Altini, M., Galpin, A. J., Fielding, F., von Hippel, W., Chapman, C., Jasinski, S. R., et al. (2025) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.00738.2025 · Cited by 9 · see citing works
Zhao, Y., Chen, P., Zhang, Y., Huo, S., Yu, D., Zeng, X., & Zhang, W. (2025) · Frontiers in Neuroscience · doi:10.3389/fnins.2025.1654796 · Cited by 6 · see citing works
The Validity of Ultra-Short-Term Heart Rate Variability during Cycling Exercise
Tanoue, Y., Nakashima, S., Komatsu, T., Kosugi, M., Kawakami, S., Kawakami, S., Michishita, R., Higaki, Y., & Uehara, Y. (2023) · Sensors · doi:10.3390/s23063325 · Cited by 6 · see citing works
The prognostic utility of heart rate and blood pressure response to regadenoson stress
Ordonez, A. T., Yerkan, A., Abbasi, A., & Doukky, R. (2024) · Journal of Nuclear Cardiology · doi:10.1016/j.nuclcard.2024.102050 · Cited by 6 · see citing works
Zhao, H., Cao, X., Jing, P., Zhang, B., Shi, Y., Siegrist, J., Li, J., & Zhang, M. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1336065 · Cited by 5 · see citing works
Gao, Y., Zhou, L., Wu, H., Wei, Y., Tang, X., Xu, L., Hu, Y., Hu, Q., Liu, H., Wang, Z., et al. (2024) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-024-01942-5 · Cited by 5 · see citing works
Pozzato, I., Schoffl, J., Tran, Y., Arora, M., McBain, C., Middleton, J. W., Cameron, I. D., & Craig, A. R. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.01.008 · Cited by 7 · see citing works
Chun, E., Crete, A., Neal, C., Joseph, R., & Pojednic, R. M. (2024) · Healthcare · doi:10.3390/healthcare12060676 · Cited by 5 · see citing works
Cribbet, M. R., Thayer, J. F., Jarczok, M. N., & Fischer, J. E. (2024) · Psychosomatic Medicine · doi:10.1097/psy.0000000000001302 · Cited by 5 · see citing works
Self-citationGao, H., Wang, Q., Li, K., Zhou, J. H., Wang, X., & Yu, C. (2025) · IEEE Sensors Journal · doi:10.1109/jsen.2025.3543869 · Cited by 5 · see citing works
Magnesium and LongevityPreprint
Chambers, P. W. (2024) · Qeios · doi:10.32388/n1scbr.2 · Cited by 5 · see citing works
Park, H.-R., Ko, H.-Y., Kirshblum, S., Kang, M. S., Ko, S., Min, J. H., Kim, S.-Y., Kim, S. H., Kang, N. Y., Dho, W. S., et al. (2024) · Journal of Spinal Cord Medicine · doi:10.1080/10790268.2024.2326703 · Cited by 4 · see citing works
Heart rate variability: A primer for alcohol researchers
Frasier, R. M., Sergio, T. D. O., Starski, P. A., & Hopf, F. W. (2024) · Alcohol · doi:10.1016/j.alcohol.2024.06.003 · Cited by 4 · see citing works
Leal-Menezes, R., Rodrigues-Krause, J. D. C., dos Santos, G. C., Queiroz, J. D. N., da Silva, C. S., Umpierre, D., & Reischak-Oliveira, Á. (2025) · Clinical Autonomic Research · doi:10.1007/s10286-024-01103-7 · Cited by 4 · see citing works
Lai, Y., Zhou, S., Tian, L., Li, H., Ye, X., & Che, G. (2025) · BMC Cancer · doi:10.1186/s12885-025-13778-w · Cited by 4 · see citing works
Heart rate variability in people with multiple sclerosis: A systematic review and meta-analysis
Mirmosayyeb, O., Panah, M. Y., Alinejadfard, M., Oraee, S., Vaheb, S., & Shaygannejad, V. (2025) · Acta Neurologica Belgica · doi:10.1007/s13760-025-02829-5 · Cited by 4 · see citing works
Unobtrusive stress detection using wearables: application and challenges in a university setting
Neigel, P., Vargo, A. W., Tag, B., & Kise, K. (2025) · Frontiers Comput. Sci. · doi:10.3389/fcomp.2025.1575404 · Cited by 8 · see citing works
Wang, J., Li, F., & Zheng, Y. (2025) · Noise and Health · doi:10.4103/nah.nah_77_25 · Cited by 4 · see citing works
Fernández‐Morales, C., Espejo-Antúnez, L., Rubio-Fernández, S., Cabello, M. A., & Cardero‐Durán, M. D. L. Á. (2026) · Pain · doi:10.1097/j.pain.0000000000003958 · Cited by 4 · see citing works
Effect of COVID-19 on Stress and Biomarkers: An Exploratory Cross-Sectional Study
Kumari, A., Itagi, A. B. H., Rukadikar, C. A., Amudharaj, D., Naik, B. N., Juhi, A., Naik, S., & Dipankar, S. P. (2023) · Cureus · doi:10.7759/cureus.35702 · Cited by 4 · see citing works
Waters, A. B., Bottari, S. A., Jones, L. C., Lamb, D. G., Lewis, G. F., & Williamson, J. B. (2024) · Frontiers in Neuroimaging · doi:10.3389/fnimg.2023.1265001 · Cited by 4 · see citing works
Miranda‐Angulo, A. L., Sánchez-López, J., Vargas-Tejada, D. A., Hawkins-Caicedo, V., Calderón, J. C., Gallo‐Villegas, J., Álzate, J. F., Suárez-Revelo, J. X., & Castrillón, G. (2024) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2024.107003 · Cited by 4 · see citing works
Soláriková, P., & Bartolen, I. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.104697 · Cited by 4 · see citing works
Philippi, C. L., Weible, E., Ehlers, A., Walsh, E. C., Hoks, R. M., Birn, R. M., & Abercrombie, H. C. (2024) · Behavioural Brain Research · doi:10.1016/j.bbr.2024.114923 · Cited by 3 · see citing works
Maqsood, R., Schofield, S. J., Bennett, A. N., Khattab, A., Bull, A. M. J., Fear, N. T., Cullinan, P., & Boos, C. J. (2025) · BMJ Military Health · doi:10.1136/military-2024-002895 · Cited by 3 · see citing works
Li, C., Zhou, Z., Zhang, X., Zhou, E., Zhou, T., Zhang, J., Li, X., Zou, J., Xu, H., Guan, J., et al. (2025) · Sleep Medicine · doi:10.1016/j.sleep.2025.106863 · Cited by 3 · see citing works
Landau, J., Tiram, Y., & Ilan, Y. (2025) · Biomedicines · doi:10.3390/biomedicines13112645 · Cited by 3 · see citing works
Watanabe, D. K., Pourmand, V., Lai, J., Park, G., Koenig, J., Wiley, C. R., Thayer, J. F., & Williams, D. P. (2023) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2023.112258 · Cited by 3 · see citing works
Self-citationSaito, I., Maruyama, K., Yamauchi, K., Funakoshi, Y., Kato, T., Kawamura, R., Takata, Y., & Osawa, H. (2024) · Scientific Reports · doi:10.1038/s41598-024-54748-9 · Cited by 3 · see citing works
Aboaja, A. M., Dewa, L. H., Perry, A., Carey, J. F., Steele, R., Abdelsamie, A., Alhasan, G. T. A., Sharma, I. S., Watson, F., & Cairney, S. A. (2024) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2024.101950 · Cited by 3 · see citing works
Network analysis of the relationship between different heart rate variability metrics during sleep
Salgado, E. L. M., Sánchez, J. E. P., Ayala‐Guerrero, F., & Chávez, C. A. G. (2024) · The European Physical Journal Special Topics · doi:10.1140/epjs/s11734-024-01318-9 · Cited by 3 · see citing works
Bekenova, N. B., Vochshenkova, T. A., Aitkaliyev, A., Imankulova, B., Turgumbayeva, Z., Kassiyeva, B. S., & Benberin, V. V. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21121653 · Cited by 3 · see citing works
Niewiński, P., Tubek, S., Josiak, K., Nowak, K., & Ponikowski, P. P. (2025) · Scientific Reports · doi:10.1038/s41598-025-91214-6 · Cited by 3 · see citing works
Breath-hold diving as a tool to harness a beneficial increase in cardiac vagal tone
Martinez, P., Dutschmann, M., Épercieux, V., Gourjon, G., & Joulia, F. (2025) · Respiratory Physiology & Neurobiology · doi:10.1016/j.resp.2025.104416 · Cited by 3 · see citing works
Exploring the Frontiers of Technology in Forensic Psychiatric Youth Care: Ethical Challenges
Kip, H., Scholten, H., & Meynen, G. (2025) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-025-01358-2 · Cited by 3 · see citing works
Musiktherapie – eine Herzensangelegenheit?
Gaebel, C., Jarczok, M. N., Schäfer, A., Schleicher, A., Warth, M., & Ditzen, B. (2023) · Die Psychotherapie · doi:10.1007/s00278-023-00660-y · Cited by 3 · see citing works
Self-citationLin, B., Jin, L., Li, L., Ke, J., & Lin, J. (2024) · Journal of Electrocardiology · doi:10.1016/j.jelectrocard.2024.02.010 · Cited by 3 · see citing works
An Interpersonal Perspective on the Physiological Stress Response
Smith, T. W., & Cundiff, J. M. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780198888727.003.0012 · Cited by 3 · see citing works
Bagherimohamadipour, M., Hammad, M. Y., Visotcky, A. M., Sparapani, R., & Kulinski, J. P. (2025) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2025.1546462 · Cited by 3 · see citing works
A new approach to interpreting the LF/HF ratio: a study in hypertensive patients
Rubio, T. D. A., de Godoy, M. F., Uyemura, J. R. R., Tanus-Santos, J. E., Minari, T. P., Vilela-Martin, J. F., Yugar‐Toledo, J. C., & Moreno, H. (2025) · Journal of Human Hypertension · doi:10.1038/s41371-025-01028-2 · Cited by 3 · see citing works
McCall, W. V., Thomas, A., Miller, B. J., & Rosenquist, P. B. (2023) · Journal of Ect · doi:10.1097/yct.0000000000000942 · Cited by 2 · see citing works
High blood pressure inhibits cardiovascular responsiveness to expressive classical music
Pope, V., Soliński, M., Lambiase, P. D., & Chew, E. (2025) · Scientific Reports · doi:10.1038/s41598-025-94341-2 · Cited by 2 · see citing works
Jose, A., Moseley, A. D., Das, M., O’Donnell, R. E., & Elwing, J. (2025) · Pulmonary Circulation · doi:10.1002/pul2.70064 · Cited by 3 · see citing works
Sertraline‐Induced Mood and Behavioral Activation in Two Adults With Prader–Willi Syndrome
Forster, J. L. (2025) · Case Reports in Psychiatry · doi:10.1155/crps/9811985 · Cited by 2 · see citing works
Vaccarino, V., She, H., Elon, L., Lewis, T. T., Ko, Y., Clifford, G. D., Li, Q., Murrah, N. V., Shallenberger, L. H., Roberts, T., et al. (2026) · Journal of the American Heart Association · doi:10.21203/rs.3.rs-7418040/v1 · Cited by 2 · see citing works
Rohor, P. E. M., Frizera, A., Zimerer, C., Franchine, M. E., Loureiro, M., Machado, F. S. V., de Mello, R. C., & Carletti, L. (2025) · Journal of Bodywork and Movement Therapies · doi:10.1016/j.jbmt.2025.08.028 · Cited by 2 · see citing works
Comparative analysis of autonomic effects of ketamine-xylazine in normotensive and hypertensive rats
Santos, P. T., Júnior, J. L. P., Araújo, S. S. P., da Silva, J. A., Silva, A., Assunção, J., Silva, R. G., de Oliveira, A. A., Nunes, F., Noleto, M. S. R., et al. (2025) · Brazilian Journal of Medical and Biological Research · doi:10.1590/1414-431x2025e14598 · Cited by 2 · see citing works
Kruse, J. G. S., Fujimoto, Y., Lee, S., Watanabe, E., & Kiyono, K. (2025) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2025.3614714 · Cited by 2 · see citing works
Mental stress as a trigger of cardiovascular events: A narrative review
Raggi, P. (2025) · European Journal of Clinical Investigation · doi:10.1111/eci.70128 · Cited by 2 · see citing works
Haakana, P., Holopainen, K., Tarvainen, M. P., & Shulga, A. (2025) · Scientific Reports · doi:10.1038/s41598-025-25802-x · Cited by 2 · see citing works
Wang, Q., Li, K., Wang, X., Qin, J., & Yu, C. (2026) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2025.3649841 · Cited by 2 · see citing works
Viewing art as a pathway to psychological well‐being and physical health
Stellar, J. E., Priewe, S., Lidhar, N. K., & Martin, L. (2026) · Applied Psychology Health and Well-Being · doi:10.1111/aphw.70131 · Cited by 3 · see citing works
- Authors
- Jarczok, M. N., Weimer, K., Braun, C., Williams, D. P., Thayer, J. F., Gündel, H. O., & Balint, E. M.
- Affiliations
- Universität Ulm (DE)
- University of California, Irvine (US)
- Corresponding author
- Jarczok, Marc N.
- ORCID
- Venue
- Neuroscience & Biobehavioral Reviews
- Publisher
- Elsevier BV
- Published
- 2022-12
- Volume
- 143
- Pages
- 104907
- ISSN
- 0149-7634 (ISSN-L)
- OpenAlex
- W4304943826
- Cited by
- 246
- References
- 114
- Citations by year
- 2026: 74 · 2025: 71 · 2024: 76 · 2023: 23 · 2022: 1
- FWCI
- 8.70
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (am, 521 d)
- doi.org/10.15223/policy-017 (stm-asf)
- doi.org/10.15223/policy-037 (stm-asf)
- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Neuroscience & Biobehavioral Reviews (acceptedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (R01AG013196, R01HL36310)
- U.S. Department of Health and Human Services
- National Institute on Aging (5-PO1-AG20166-04)
- Medical Research Council (G0902037, MR/K013351/1)
- British Heart Foundation (RG/13/2/30098)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Health and Mental Health
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac electrophysiology and arrhythmias
- Keywords
- heart rate variability, mortality prediction, all-cause mortality, cardiac mortality, RMSSD, heart rate correction, risk prediction, healthy population, individual patient data
- MeSH terms
- Heart, Heart Rate, Humans, Proportional Hazards Models
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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.
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