Resting heart rate and the risk of type 2 diabetes: a systematic review and dose–response meta-analysis of cohort studies
Open accessAbstract
Background High resting heart rate has been associated with increased risk of type 2 diabetes in several studies, but the available data are not consistent and it is unclear if there is a dose-response relationship between resting heart rate and type 2 diabetes risk. We aimed to clarify this association by conducting a systematic review and meta-analysis of published studies.Methods and results PubMed, Embase and Ovid Medline databases were searched for prospective studies published up until October 11th, 2013. Summary relative risks were estimated using a random effects model. Ten cohort studies with >5628 cases and 119,915 participants were included. The summary RR for high vs. low resting heart rate was 1.83 (95% CI: 1.28-2.60, I(2) = 88%, n = 7), and in the dose-response analysis the summary RR was 1.20 (95% CI: 1.07-1.34, I(2) = 93%, n = 9) for an increase of 10 beats per minute. The heterogeneity was to a large degree explained by two studies. There was evidence of nonlinear associations between resting heart rate (pnonlinearity < 0.0001) and risk of type 2 diabetes.Conclusion The current meta-analysis indicates a strong positive association between high resting heart rate and the risk of type 2 diabetes. As a non-invasive marker of type 2 diabetes risk, resting heart rate may have potential in the clinical setting, especially for interventions aimed at lowering the risk of type 2 diabetes. Additional studies are needed to clarify the mechanisms that may be responsible for the assoiation between resting heart rate and type 2 diabetes.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Some studies have reported associations between higher resting heart rate and increased risk of developing dysglycemia.
“some studies have reported associations between higher RHR and increased risk of developing dysglycemia (22).”
From Obstructive Sleep Apnea, Resting Heart Rate, and Glycemic Variability in Adults With Maturity-Onset Diabetes of the Young (2026) · cites this paper as [22]
A review of 10 cohort studies, which included almost 120,000 participants, found a dose-response relationship between resting heart rate and incident T2DM, with a 19% increased risk of T2DM for every 10 beats per min increment in resting heart rate.
“A review of 10 cohort studies, which included almost 120,000 participants, found a dose-response relationship between resting heart rate and incident T2DM, with a 19% increased risk of T2DM for every 10 beats per min increment in resting heart rate 49 .”
From Type 2 diabetes mellitus and psychological stress — a modifiable risk factor (2017) · cites this paper as [49]
Cites
Bias in meta-analysis detected by a simple, graphical test
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997) · BMJ · doi:10.1136/bmj.315.7109.629 · Cited by 56,722 · see citing works
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552 · 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
(2014) · Medical Entomology and Zoology · Cited by 17,633 · see citing works
(2000) · New England Journal of Medicine · doi:10.1056/nejm200001203420301 · Cited by 8,663 · see citing works
Dahlöf, B., Devereux, R. B., Kjeldsen, S. E., Julius, S., Beevers, G., de Faire, U., Fyhrquist, F., Ibsen, H., Kristiansson, K., Lederballe-Pedersen, O., et al. (2002) · The Lancet · doi:10.1016/s0140-6736(02)08089-3 · Cited by 5,407 · see citing works
Julius, S., Kjeldsen, S. E., Weber, M. A., Brunner, H. R., Ekman, S., Hansson, L., Hua, T. A., Laragh, J. H., McInnes, G. T., Mitchell, L., et al. (2004) · The Lancet · doi:10.1016/s0140-6736(04)16451-9 · Cited by 2,546 · see citing works
Methods for Trend Estimation from Summarized Dose-Response Data, with Applications to Meta-Analysis
Greenland, S., & Longnecker, M. P. (1992) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a116237 · Cited by 2,353 · see citing works
Hansson, L., Lindholm, L. H., NISKANEN, L. K., Lanke, J., Hedner, T., Niklason, A., LUOMANMÄKI, K., Dahlöf, B., Fairé, U. D., Mörlin, C., et al. (1999) · The Lancet · doi:10.1016/s0140-6736(98)05012-0 · Cited by 1,991 · see citing works
Effect of ramipril on the incidence of diabetes
(2006) · New England Journal of Medicine · doi:10.1056/nejmoa065061 · Cited by 737 · see citing works
Epinephrine-induced insulin resistance in man
Deibert, D. C., & Defronzo, R. A. (1980) · Journal of Clinical Investigation · doi:10.1172/jci109718 · Cited by 560 · cited 1× · see citing works
“Further, epinephrine causes hyperglycaemia by reducing the insulin-mediated glu cose uptake in skeletal muscle cells, while β-adrenergic receptor blockade seems to abolish this effect (30).”
BackgroundAssessment of Autonomic Function in Cardiovascular Disease
Lahiri, M. K., Kannankeril, P. J., & Goldberger, J. J. (2008) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2008.01.038 · Cited by 554 · see citing works
Perry, I. J., Wannamethee, S. G., Walker, M. K., Thomson, A. G., Whincup, P. H., & Shaper, A. G. (1995) · BMJ · doi:10.1136/bmj.310.6979.560 · Cited by 532 · see citing works
Sajadieh, A. (2004) · European Heart Journal · doi:10.1016/j.ehj.2003.12.003 · Cited by 393 · see citing works
The sympathetic nervous system and the metabolic syndrome
Mancia, G., Bousquet, P., Elghozi, J. L., Esler, M., Grassi, G., Julius, S., Reid, J., & Van Zwieten, P. A. (2007) · Journal of Hypertension · doi:10.1097/hjh.0b013e328048d004 · Cited by 385 · see citing works
Grassi, G. M., Dell’Oro, R., Facchini, A., Trevano, F. Q., Bolla, G. B., & Mancia, G. (2004) · Journal of Hypertension · doi:10.1097/00004872-200412000-00019 · Cited by 339 · see citing works
Incidence of Diabetes in Middle-Aged Men Is Related to Sleep Disturbances
Nilsson, P. M., Rööst, M., Engström, G., Hedblad, B., & Berglund, G. (2004) · Diabetes Care · doi:10.2337/diacare.27.10.2464 · Cited by 322 · see citing works
Reflex sympathetic activation induces acute insulin resistance in the human forearm.
Jamerson, K. A., Julius, S., Gudbrandsson, T., Andersson, O., & Brant, D. O. (1993) · Hypertension · doi:10.1161/01.hyp.21.5.618 · Cited by 311 · see citing works
Angiotensin II–Induced Insulin Resistance Is Associated With Enhanced Insulin Signaling
Ogihara, T., Asano, T., Ando, K., Chiba, Y., Sakoda, H., Anai, M., Shojima, N., Ono, H., Onishi, Y., Fujishiro, M., et al. (2002) · Hypertension · doi:10.1161/01.hyp.0000040262.48405.a8 · Cited by 274 · see citing works
Carnethon, M. R., Golden, S. H., Folsom, A. R., Haskell, W. L., & Liao, D. (2003) · Circulation · doi:10.1161/01.cir.0000066324.74807.95 · Cited by 270 · see citing works
Overweight and Hypertension: A 2-Way Street?
Julius, S., Valentini, M., & Palatini, P. (2000) · Hypertension · doi:10.1161/01.hyp.35.3.807 · Cited by 253 · see citing works
A strategy for modelling the effect of a continuous covariate in medicine and epidemiology.
Royston, P. (2000) · Statistics in Medicine · doi:10.1002/1097-0258(20000730)19:14 · Cited by 234 · see citing works
CARDIOVASCULAR RISK FACTORS AND THE 25-YEAR INCIDENCE OF DIABETES MELLITUS IN MIDDLE-AGED MEN
Feskens, E. J. M., & Kromhout, D. (1989) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a115437 · Cited by 229 · see citing works
Hyperinsulinemia and Autonomic Nervous System Dysfunction in Obesity
Emdin, M., Gastaldelli, A., Muscelli, E., Macerata, A., Natali, A., Camastra, S., & Ferrannini, E. (2001) · Circulation · doi:10.1161/01.cir.103.4.513 · Cited by 227 · see citing works
Carnethon, M. R., Prineas, R. J., Temprosa, M., Zhang, Z.-M., Uwaifo, G., Molitch, M. E., & for the Diabetes Prevention Program Research Group (2006) · Diabetes Care · doi:10.2337/diacare.29.04.06.dc05-1729 · Cited by 220 · see citing works
Temporal changes in resting heart rate and deaths from ischemic heart disease
Nauman, J., Janszky, I., Vatten, L. J., & Wisløff, U. (2011) · JAMA · doi:10.1001/jama.2011.1826 · Cited by 181 · see citing works
Self-citationSYMPATHETIC NERVOUS SYSTEM, DIABETES, AND HYPERTENSION
Perin, P. C., Maule, S. V., & Quadri, R. (2001) · Clinical and Experimental Hypertension · doi:10.1081/ceh-100001196 · Cited by 175 · see citing works
The Interconnection between Sympathetics, Microcirculation, and Insulin Resistance in Hypertension
Julius, S., Gudbrandsson, T., Jamerson, K., & Andersson, O. (1992) · Blood Pressure · doi:10.3109/08037059209065119 · Cited by 154 · see citing works
Autonomic Contribution to Blood Pressure and Metabolism in Obesity
Shibao, C., Gamboa, A., Diedrich, A., Ertl, A. C., Chen, K. Y., Byrne, D. W., Farley, G., Paranjape, S. Y., Davis, S. N., & Biaggioni, I. (2007) · Hypertension · doi:10.1161/01.hyp.0000251679.87348.05 · Cited by 147 · see citing works
Shigetoh, Y., Adachi, H., Yamagishi, S., Enomoto, M., Fukami, A., Otsuka, M., Kumagae, S., Furuki, K., Nanjo, Y., & Imaizumi, T. (2009) · American Journal of Hypertension · doi:10.1038/ajh.2008.331 · Cited by 146 · see citing works
van de Borne, P., Hausberg, M., Hoffman, R. P., Mark, A. L., & Anderson, E. A. (1999) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1999.276.1.r178 · Cited by 116 · see citing works
Resting Heart Rate in Middle Age and Diabetes Development in Older Age
Carnethon, M. R., Yan, L. L., Greenland, P., Garside, D. B., Dyer, A. R., Metzger, B. E., & Daviglus, M. L. (2008) · Diabetes Care · doi:10.2337/dc07-0874 · Cited by 114 · see citing works
The Autonomic Control of Heart Rate and Insulin Resistance in Young Adults
Flanagan, D., VAILE, J. C., Petley, G. W., Moore, V., Godsland, I. F., Cockington, R. A., Robinson, J. S., & Phillips, D. I. (1999) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.84.4.5592 · Cited by 81 · see citing works
Hyperdynamic circulation and the insulin resistance syndrome ("syndrome X").
D, M. P. S. M., Morales, P. A., Haffner, S. M., & Valdez, R. A. (1992) · Hypertension · doi:10.1161/01.hyp.20.6.802 · Cited by 73 · see citing works
Nagaya, T., Yoshida, H., Takahashi, H., & Kawai, M. (2009) · International Journal of Epidemiology · doi:10.1093/ije/dyp229 · Cited by 67 · see citing works
Vanninen, E. J., Uusitupa, M. I. J., Länsimies, E., Siitonen, O., & Laitinen, J. H. (1993) · Diabetic Medicine · doi:10.1111/j.1464-5491.1993.tb01999.x · Cited by 45 · see citing works
Fernandes, R. A., Ronque, Ê. R. V., Venturini, D., Barbosa, D. S., da Silva, D. R. P., Cogo, C. T., Carnelossi, M. S., Batista, M. B., Coelho-e-Silva, M. J., Sardinha, L. B., et al. (2013) · BMC Pediatrics · doi:10.1186/1471-2431-13-48 · Cited by 42 · see citing works
Nauman, J., Nilsen, T. I. L., Wisløff, U., & Vatten, L. J. (2010) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2009.093088 · Cited by 41 · see citing works
Self-citationResting heart rate and risk of type 2 diabetes in women
Zhang, X., Shu, X., Xiang, Y., Yang, G., LI, H., Cai, H., Gao, Y., & Zheng, W. (2010) · International Journal of Epidemiology · doi:10.1093/ije/dyq068 · Cited by 39 · see citing works
Valentini, M., Julius, S., Palatini, P., Brook, R. D., Bard, R. L., Bisognano, J. D., & Kaciroti, N. (2004) · Journal of Hypertension · doi:10.1097/00004872-200410000-00024 · Cited by 36 · see citing works
Grantham, N., Magliano, D. J., Tanamas, S. K., Söderberg, S., Schlaich, M. P., & Shaw, J. E. (2012) · Diabetic Medicine · doi:10.1111/dme.12045 · Cited by 34 · see citing works
Predictors of new-onset diabetes mellitus in hypertensive patients: the VALUE trial
Aksnes, T. A., Kjeldsen, S. E., Rostrup, M., Störset, Ö., Hua, T., & Julius, S. (2008) · Journal of Human Hypertension · doi:10.1038/jhh.2008.41 · Cited by 33 · see citing works
Bemelmans, R. H. H., Wassink, A. M. J., van der Graaf, Y., Nathoe, H. M., Vernooij, J. W. P., Spiering, W., & Visseren, F. L. J. (2012) · European Journal of Endocrinology · doi:10.1530/eje-11-1017 · Cited by 25 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Aune, D., Giovannucci, E., Boffetta, P., Fadnes, L. T., Keum, N., Norat, T., Greenwood, D. C., Riboli, E., Vatten, L. J., & Tonstad, S. (2017) · International Journal of Epidemiology · doi:10.1093/ije/dyw319 · Cited by 2,419 · see citing works
Self-citationRisk factors for type 2 diabetes mellitus: An exposure-wide umbrella review of meta-analyses
Bellou, V., Belbasis, L., Tzoulaki, I., & Evangelou, E. (2018) · PLOS ONE · doi:10.1371/journal.pone.0194127 · Cited by 713 · see citing works
Type 2 diabetes mellitus and psychological stress — a modifiable risk factor
Hackett, R. A., & Steptoe, A. (2017) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2017.64 · Cited by 480 · see citing works
Li, X., Dunn, J., Salins, D., Zhou, G., Zhou, W., Schüssler-Fiorenza Rose, S. M., Perelman, D., Colbert, E., Runge, R., Rego, S., et al. (2017) · PLOS Biology · doi:10.1371/journal.pbio.2001402 · Cited by 431 · see citing works
Aune, D., Sen, A., ó'Hartaigh, B., Janszky, I., Romundstad, P. R., Tonstad, S., & Vatten, L. J. (2017) · Nutrition, Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2017.04.004 · Cited by 284 · see citing works
Self-citationResting heart rate and risk of type 2 diabetes: A prospective cohort study and meta-analysis
Lee, D. H., de Rezende, L. F. M., Hu, F. B., Jeon, J. Y., & Giovannucci, E. L. (2019) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3095 · Cited by 52 · see citing works
Arosemena, M., Chopra, K., Salguero, M. V., Reyes, D., Naylor, R. N., Wroblewski, K., Tasali, E., & Philipson, L. H. (2026) · Diabetes · doi:10.2337/db24-0787 · Cited by 2 · see citing works
- Authors
- Aune, D., ó Hartaigh, B., & Vatten, L. J.
- Affiliations
- Norwegian University of Science and Technology (NO)
- Corresponding author
- Aune, D.
- ORCID
- Venue
- Nutrition Metabolism and Cardiovascular Diseases
- Publisher
- Elsevier BV
- Published
- 2015-06
- Volume
- 25
- Issue
- 6
- Pages
- 526-534
- ISSN
- 0939-4753 (ISSN-L)
- OpenAlex
- W2063901550
- Cited by
- 73
- References
- 43
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 11 · 2023: 4 · 2022: 4 · 2021: 8 · 2020: 11 · 2019: 8 · 2018: 10 · 2017: 7 · 2016: 6
- FWCI
- 1.15
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- cc-by-nc-nd
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- Locations
- Nutrition Metabolism and Cardiovascular Diseases (publishedVersion)
- PubMed (publishedVersion)
- Spiral (Imperial College London) (submittedVersion, cc-by-nc-nd)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart rate and cardiovascular health
- Keywords
- resting heart rate, type 2 diabetes, diabetes risk, dose-response relationship, nonlinear relationship, cardiovascular risk markers
- MeSH terms
- Diabetes Mellitus, Type 2, Heart Rate, Humans, Predictive Value of Tests, Prognosis, Rest, Risk Factors, Nonlinear Dynamics, Risk Assessment
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