Dose–response relationship between device-measured physical activity and incident type 2 diabetes: findings from the UK Biobank prospective cohort study
Open accessAbstract
Background: Most studies investigating the association between physical activity (PA) and the risk of type 2 diabetes are derived from self-reported questionnaires, with limited evidence using device-based measurements. Therefore, this study aimed to investigate the dose–response relationship between device-measured PA and incident type 2 diabetes. Methods: This prospective cohort study included 40,431 participants of the UK Biobank. Wrist-worn accelerometers were used to estimate total, light, moderate, vigorous and moderate-to-vigorous PA. The associations between PA and incident type 2 diabetes were analysed using Cox-proportional hazard models. The mediating role of body mass index (BMI) was tested under a causal counterfactual framework. Results: The median follow-up period was 6.3 years (IQR: 5.7–6.8), with 591 participants developing type 2 diabetes. Compared to those achieving < 150 min/week of moderate PA, people achieving 150–300, 300–600 and > 600 min/week were at 49% (95% CI 62–32%), 62% (95% CI 71–50%) and 71% (95% CI 80–59%) lower risk of type 2 diabetes, respectively. For vigorous PA, compared to those achieving < 25 min/week, individuals achieving 25–50, 50–75 and > 75 min/week were at 38% (95% CI 48–33%), 48% (95% CI 64–23%) and 64% (95% CI 78–42%) lower type 2 diabetes risk, respectively. Twelve per cent and 20% of the associations between vigorous and moderate PA and type 2 diabetes were mediated by lower BMI, respectively. Conclusions: PA has clear dose-response relationship with a lower risk of type 2 diabetes. Our findings support the current aerobic PA recommendations but suggest that additional PA beyond the recommendations is associated with even greater risk reduction. Trial registration: The UK Biobank study was approved by the North West Multi-Centre Research Ethics Committee (Ref 11/NW/0382 on June 17, 2011).
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?
The composite outcome, as defined by CDC 2021 standards, comprises elements each associated with reduced risk of progression to diabetes.
“The composite outcome, as defined by the CDC in its 2021 standards,29 comprises elements that have each been associated with reduced risk of progression to diabetes.30-34”
From An AI-Powered Lifestyle Intervention vs Human Coaching in the Diabetes Prevention Program: A Randomized Clinical Trial (2025) · cites this paper as [33]
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
(2000) · PubMed · Cited by 13,173 · see citing works
Sudlow, C., Gallacher, J., Allen, N., Beral, V., Burton, P., Danesh, J., Downey, P., Elliott, P., Green, J., Landray, M., et al. (2015) · PLOS Medicine · doi:10.1371/journal.pmed.1001779 · Cited by 12,728 · see citing works
Self-citationWorld Health Organization 2020 guidelines on physical activity and sedentary behaviour
Bull, F. C., Al-Ansari, S. S., Biddle, S., Borodulin, K., Buman, M. P., Cardon, G., Carty, C., Chaput, J.-P., Chastin, S., Chou, R., et al. (2020) · British Journal of Sports Medicine · doi:10.1136/bjsports-2020-102955 · Cited by 11,657 · cited 3× · see citing works
“In accordance with the current PA recommendations [16], the following categories for moderate (< 150, 150–299, 300–599 and ≥ 600 min/week) and vigorous (< 25, 25–49, 50–74 and ≥ 75 min/week) PA were derived.”
BackgroundMethodInfluentialSaeedi, P., Petersohn, I., Salpea, P., Malanda, B., Karuranga, S., Unwin, N., Colagiuri, S., Guariguata, L., Motala, A. A., Ogurtsova, K., et al. (2019) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2019.107843 · Cited by 10,792 · see citing works
Pan, X.-R., Li, G.-W., Hu, Y.-H., Wang, J.-X., Yang, W.-Y., An, Z.-X., Hu, Z.-X., Juan-Lin, Xiao, J.-Z., Cao, H.-B., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.4.537 · Cited by 4,320 · see citing works
mediation : R Package for Causal Mediation Analysis
Tingley, D. H., Yamamoto, T., Hirose, K., Keele, L. J., & Imai, K. (2014) · Journal of Statistical Software · doi:10.18637/jss.v059.i05 · Cited by 4,216 · see citing works
Fry, A., Littlejohns, T. J., Sudlow, C., Doherty, N., Adamska, L., Sprosen, T., Collins, R., & Allen, N. E. (2017) · American Journal of Epidemiology · doi:10.1093/aje/kwx246 · Cited by 3,979 · see citing works
Lean, M. E., Leslie, W. S., Barnes, A. C., Brosnahan, N., Thom, G., McCombie, L., Peters, C., Zhyzhneuskaya, S., Al-Mrabeh, A., Hollingsworth, K. G., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(17)33102-1 · Cited by 2,095 · cited 1× · see citing works
“Although obesity is a major risk factor for type 2 diabetes [3], other physical activity-related factors, such as cardiorespiratory fitness and muscle strength, are also associated with the development of type 2 diabetes [4–6].”
BackgroundSelf-citationEkelund, U., Tarp, J., Steene-Johannessen, J., Hansen, B. H., Jefferis, B., Fagerland, M. W., Whincup, P., Diaz, K. M., Hooker, S. P., Chernofsky, A., et al. (2019) · BMJ · doi:10.1136/bmj.l4570 · Cited by 1,769 · see citing works
Long-term health benefits of physical activity – a systematic review of longitudinal studies
Reiner, M., Niermann, C. Y. N., Jekauc, D., & Wöll, A. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-813 · Cited by 1,475 · see citing works
Kyu, H. H., Bachman, V. F., Alexander, L. T., Mumford, J. E., Afshin, A., Estep, K., Veerman, J. L., Delwiche, K., Iannarone, M. L., Moyer, M. L., et al. (2016) · BMJ · doi:10.1136/bmj.i3857 · Cited by 1,272 · see citing works
Doherty, A., Jackson, D., Hammerla, N., Plötz, T., Olivier, P., Granat, M. H., White, T., van Hees, V. T., Trenell, M. I., Owen, C. G., et al. (2017) · PLOS ONE · doi:10.1371/journal.pone.0169649 · Cited by 1,250 · see citing works
Global Economic Burden of Diabetes in Adults: Projections From 2015 to 2030
Bommer, C., Sagalova, V., Heesemann, E., Manne‐Goehler, J., Atun, R. A., Bärnighausen, T., Davies, J. I., & Vollmer, S. (2018) · Diabetes Care · doi:10.2337/dc17-1962 · Cited by 1,137 · see citing works
What makes UK Biobank special?
Collins, R. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60404-8 · Cited by 1,128 · see citing works
Aune, D., Norat, T., Leitzmann, M., Tonstad, S., & Vatten, L. J. (2015) · European Journal of Epidemiology · doi:10.1007/s10654-015-0056-z · Cited by 880 · see citing works
Update on the effects of physical activity on insulin sensitivity in humans
Bird, S. R., & Hawley, J. A. (2017) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2016-000143 · Cited by 646 · see citing works
Celis-Morales, C. A., Perez-Bravo, F., Ibañez, L., Salas, C., Bailey, M. E. S., & Gill, J. M. R. (2012) · PLoS ONE · doi:10.1371/journal.pone.0036345 · Cited by 486 · see citing works
Self-citationSmith, A. D., Crippa, A., Woodcock, J., & Brage, S. (2016) · Diabetologia · doi:10.1007/s00125-016-4079-0 · Cited by 430 · see citing works
Palmer, L. J. (2007) · The Lancet · doi:10.1016/s0140-6736(07)60924-6 · Cited by 377 · see citing works
Wearable-device-measured physical activity and future health risk
Strain, T., Wijndaele, K., Dempsey, P. C., Sharp, S. J., Pearce, M., Jeon, J., Lindsay, T., Wareham, N., & Brage, S. (2020) · Nature Medicine · doi:10.1038/s41591-020-1012-3 · Cited by 355 · see citing works
Tarp, J., Støle, A. P., Blond, K., & Grøntved, A. (2019) · Diabetologia · doi:10.1007/s00125-019-4867-4 · Cited by 173 · see citing works
White, T., Westgate, K. L., Hollidge, S. E., Venables, M., Olivier, P. L., Wareham, N. J., & Brage, S. (2019) · International Journal of Obesity · doi:10.1038/s41366-019-0352-x · Cited by 158 · see citing works
Physical Exercise as Therapy for Type 2 Diabetes Mellitus: From Mechanism to Orientation
Yang, D., Yang, Y., Li, Y., & Han, R. (2019) · Annals of Nutrition and Metabolism · doi:10.1159/000500110 · Cited by 157 · see citing works
Govindarajulu, U. S., Malloy, E. J., Ganguli, B., Spiegelman, D. L., & Eisen, E. A. (2009) · The International Journal of Biostatistics · doi:10.2202/1557-4679.1104 · Cited by 140 · see citing works
Celis-Morales, C. A., Petermann-Rocha, F. E., Li, H., Lyall, D. M., Iliodromiti, S., McLaren, J. B., Anderson, J. J., Welsh, P. I., Mackay, D., Pell, J. P., et al. (2017) · Diabetes Care · doi:10.2337/dc17-0921 · Cited by 130 · see citing works
Self-citationBrenner, H., Gefeller, O., & Greenland, S. (1993) · Epidemiology · doi:10.1097/00001648-199305000-00006 · Cited by 125 · see citing works
Califf, R. M., Boolell, M., Haffner, S. M., Bethel, M. A., McMurray, J. J. V., Duggal, A., & Holman, R. R. (2008) · American Heart Journal · doi:10.1016/j.ahj.2008.05.017 · Cited by 99 · see citing works
Boonpor, J., Parra-Soto, S. L., Petermann-Rocha, F. E., Ferrari, G., Welsh, P. I., Pell, J. P., Sattar, N. A., Gill, J. M. R., Ho, F. K. W., Gray, S. R., et al. (2021) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2020-001865 · Cited by 69 · see citing works
Self-citationShield, K. D., Parkin, D. M., Whiteman, D. C., Rehm, J. T., Viallon, V., Micallef, C. M., Vineis, P., Rushton, L., Bray, F., & Soerjomataram, I. (2016) · Current Epidemiology Reports · doi:10.1007/s40471-016-0085-5 · Cited by 65 · see citing works
Garduno, A. C., LaCroix, A. Z., LaMonte, M. J., Dunstan, D. W., Evenson, K. R., Wang, G., Di, C., Schumacher, B. T., & Bellettiere, J. (2022) · Diabetes Care · doi:10.2337/dc21-1202 · Cited by 48 · see citing works
Ballin, M., Nordström, P., Niklasson, J., Alamäki, A., Condell, J., Tedesco, S., & Nordström, A. (2020) · BMC Public Health · doi:10.1186/s12889-020-09929-2 · Cited by 47 · see citing works
Risk Estimates for Diabetes and Hypertension with Different Physical Activity Methods
Sternfeld, B., Gabriel, K. P., Jiang, S.-F., Whitaker, K. M., Jacobs, D. R., Quesenberry, C. P., Carnethon, M. R., & Sidney, S. (2019) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000002083 · Cited by 44 · see citing works
Al‐Ozairi, E., Alsaeed, D., Alroudhan, D., Voase, N., Hasan, A., Gill, J. M. R., Sattar, N. A., Welsh, P. I., Gray, C. M., Boonpor, J., et al. (2020) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgaa835 · Cited by 40 · see citing works
Self-citationOn the interpretation of risk and rate advancement periods
Discacciati, A., Bellavia, A., Orsini, N., & Greenland, S. (2015) · International Journal of Epidemiology · doi:10.1093/ije/dyv320 · Cited by 39 · see citing works
Exercise as a drug for glucose management and prevention in type 2 diabetes mellitus
Sgrò, P., Emerenziani, G. P., Antinozzi, C., Sacchetti, M., & Luigi, L. D. (2021) · Current Opinion in Pharmacology · doi:10.1016/j.coph.2021.05.006 · Cited by 35 · see citing works
Chen, G., Qi, Q., Hua, S., Moon, J., Spartano, N. L., Vasan, R. S., Sotres‐Alvarez, D., Castañeda, S. F., Evenson, K. R., Perreira, K. M., et al. (2020) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/nqaa232 · Cited by 16 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [1]International Diabetes Federation. IDF Diabetes atlas ninth edition. Available from https://diabetesatlas.org/atlas/ninth-edition/. Access Oct 2021.
Cited by
Sorted by citations
Mathioudakis, N., Lalani, B., Abusamaan, M. S., Alderfer, M., Alver, D., Dobs, A., Kane, B., McGready, J., Riekert, K., Ringham, B., et al. (2025) · JAMA · doi:10.1001/jama.2025.19563 · Cited by 41 · see citing works
- Authors
- Boonpor, J., Parra-Soto, S., Petermann-Rocha, F., Lynskey, N., Cabanas-Sánchez, V., Sattar, N., Gill, J. M. R., Welsh, P., Pell, J. P., Gray, S. R., Ho, F. K., & Celis-Morales, C.
- Affiliations
- Kasetsart University (TH)
- University of Bío-Bío (CL)
- University of Glasgow (GB)
- Catholic University of the Maule (CL)
- Corresponding author
- Celis-Morales, Carlos
- ORCID
- Venue
- BMC Medicine
- Published
- 2023-05-24
- Volume
- 21
- Issue
- 1
- Pages
- 191-191
- ISSN
- 1741-7015 (ISSN-L)
- PMC
- PMC10210409
- OpenAlex
- W4378172650
- Cited by
- 31
- References
- 36
- Citations by year
- 2026: 10 · 2025: 16 · 2024: 5
- FWCI
- 5.47
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- BMC Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (acceptedVersion, cc-by-sa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- British Heart Foundation
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- physical activity, type 2 diabetes, dose-response relationship, accelerometry, wrist-worn accelerometers, high-intensity exercise, moderate physical activity, body mass index, mediation analysis, physical activity guidelines, UK Biobank
- MeSH terms
- Diabetes Mellitus, Type 2, United Kingdom, Humans, Prospective Studies, Exercise, Biological Specimen Banks
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