Abstract
While physical inactivity is an established risk factor for renal cell carcinoma (RCC), prospective evidence comparing the efficacy of distinct physical activity (PA) patterns—specifically the “weekend warrior” (WW) versus regularly distributed activity—remains limited. This study analyzed data from 89,000 participants in the UK Biobank cohort who had no prior diagnosis of RCC. PA data were collected using the Axivity AX3 wrist-worn accelerometer. Participants were categorized into three subgroups: the inactive subgroup, the regularly active subgroup, and the subgroup adhering to the WW pattern. A multivariate Cox proportional hazards model was used to assess the association between these PA patterns and the risk of RCC. Over a median follow-up period of 13.4 years, 286 individuals developed RCC. Using the WHO-recommended benchmark of 150 min of moderate-to-vigorous PA each week, results from the multivariate Cox model indicated that both the WW subgroup (HR 0.60, 95% CI 0.46–0.78; P < 0.001) and the regularly active subgroup (HR = 0.49, 95% CI 0.34–0.70; P < 0.001) had a significantly lower risk of incident RCC relative to the inactive subgroup. Furthermore, no statistically significant disparity was observed between the active WW subgroup and the regularly active subgroup (HR 1.23, 95% CI 0.85–1.81; P = 0.269). In the UK Biobank cohort, both WW and regularly distributed PA patterns were associated with a significantly lower risk of RCC compared to inactivity, with no significant difference between the two active patterns.
Data availability
The UK Biobank data are available on application to the UK Biobank.
References
Capitanio, U. et al. Epidemiology of renal cell carcinoma. Eur. Urol. 75, 74–84. https://doi.org/10.1016/j.eururo.2018.08.036 (2019).
Palumbo, C. et al. Contemporary age-adjusted incidence and mortality rates of renal cell carcinoma: analysis according to gender, race, stage, grade, and histology. Eur. Urol. Focus. 7, 644–652. https://doi.org/10.1016/j.euf.2020.05.003 (2021).
Alcala, K. et al. Kidney function and risk of renal cell carcinoma. Cancer Epidemiol. Biomark. Prev. 32, 1644–1650. https://doi.org/10.1158/1055-9965.EPI-23-0558 (2023).
Dutcher, J. P., Mourad, W. F. & Ennis, R. D. Integrating innovative therapeutic strategies into the management of renal cell carcinoma. Oncol. (willist Park NY). 26, 526–530 (2012). 532, 534.
Makhov, P. et al. Resistance to systemic therapies in clear cell renal cell carcinoma: mechanisms and management strategies. Mol. Cancer Ther. 17, 1355–1364. https://doi.org/10.1158/1535-7163.MCT-17-1299 (2018).
Feng, H. et al. Associations of timing of physical activity with all-cause and cause-specific mortality in a prospective cohort study. Nat. Commun. 14, 930. https://doi.org/10.1038/s41467-023-36546-5 (2023).
Qian, J. et al. Association of objectively measured timing of physical activity bouts with cardiovascular health in type 2 diabetes. Diabetes Care. 44, 1046–1054. https://doi.org/10.2337/dc20-2178 (2021).
Rey Lopez, J. P., Sabag, A., Martinez Juan, M., Rezende, L. F. M. & Pastor-Valero, M. Do vigorous-intensity and moderate-intensity physical activities reduce mortality to the same extent? A systematic review and meta-analysis. BMJ Open. Sport Exerc. Med. 6, e000775. https://doi.org/10.1136/bmjsem-2020-000775 (2020).
Ross, R. et al. Importance of assessing cardiorespiratory fitness in clinical practice: a case for fitness as a clinical vital sign: a scientific statement from the american heart association. Circulation 134, e653–e699. https://doi.org/10.1161/CIR.0000000000000461 (2016).
Matthews, C. E. et al. Amount and intensity of leisure-time physical activity and lower cancer risk. J. Clin. Oncol. 38, 686–697. https://doi.org/10.1200/JCO.19.02407 (2020).
Global recommendations on physical activity for health. (World Health Organization, 2010).
Khurshid, S., Al-Alusi, M. A., Churchill, T. W., Guseh, J. S. & Ellinor, P. T. Accelerometer-derived weekend warrior physical activity and incident cardiovascular disease. JAMA 330, 247–252. https://doi.org/10.1001/jama.2023.10875 (2023).
O’Donovan, G., Lee, I-M., Hamer, M. & Stamatakis, E. Association of weekend warrior and other leisure time physical activity patterns with risks for all-cause, cardiovascular disease, and cancer mortality. JAMA Intern. Med. 177, 335–342. https://doi.org/10.1001/jamainternmed.2016.8014 (2017).
Öztürk, Ç. Ç. et al. Weekend warrior exercise model for protection from chronic mild stress–induced depression and ongoing cognitive impairment. Acta Neurobiol. Exp. 83, 10–24. https://doi.org/10.55782/ane-2023-002 (2023).
resource 131600. [cited 14 July 2025]. Available: https://biobank.ndph.ox.ac.uk/showcase/refer.cgi?id=131600
Doherty, A. et al. Large scale population assessment of physical activity using wrist worn accelerometers: the UK biobank study. PLOS One. 12, e0169649. https://doi.org/10.1371/journal.pone.0169649 (2017).
da Silva, I. C. et al. Physical activity levels in three brazilian birth cohorts as assessed with raw triaxial wrist accelerometry. Int. J. Epidemiol. 43, 1959–1968. https://doi.org/10.1093/ije/dyu203 (2014).
van Hees, V. T. et al. Autocalibration of accelerometer data for free-living physical activity assessment using local gravity and temperature: an evaluation on four continents. J. Appl. Physiol. (bethesda Md. : 1985). 117, 738–744. https://doi.org/10.1152/japplphysiol.00421.2014 (2014).
Matthews, C. E., Hagströmer, M., Pober, D. M. & Bowles, H. R. Best practices for using physical activity monitors in population-based research. Med. Sci. Sports Exerc. 44, S68–76. https://doi.org/10.1249/MSS.0b013e3182399e5b (2012).
van Dijk, B. A. C., Schouten, L. J., Kiemeney, L. A. L. M., Goldbohm, R. A. & van den Brandt, P. A. Relation of height, body mass, energy intake, and physical activity to risk of renal cell carcinoma: results from the Netherlands cohort study. Am. J. Epidemiol. 160, 1159–1167. https://doi.org/10.1093/aje/kwh344 (2004).
Scelo, G. & Larose, T. L. Epidemiology and risk factors for kidney cancer. J. Clin. Oncol: Off J. Am. Soc. Clin. Oncol. 36, JCO2018791905. https://doi.org/10.1200/JCO.2018.79.1905 (2018).
de Onis, M. & Habicht, J. Anthropometric reference data for international use: recommendations from a World Health Organization Expert Committee. Am. J. Clin. Nutr. 64, 650–658. https://doi.org/10.1093/ajcn/64.4.650 (1996).
Zuur, A. F., Ieno, E. N. & Elphick, C. S. A protocol for data exploration to avoid common statistical problems. Methods Ecol. Evol. 1, 3–14. https://doi.org/10.1111/j.2041-210X.2009.00001.x (2010).
Chiu, B. C. H. et al. Body mass index, physical activity, and risk of renal cell carcinoma. Int. J. Obes. 30, 940–947. https://doi.org/10.1038/sj.ijo.0803231 (2005).
Menezes, R. J., Tomlinson, G. & Kreiger, N. Physical activity and risk of renal cell carcinoma. Int. J. Cancer. 107, 642–646. https://doi.org/10.1002/ijc.11427 (2003).
Lian, Y. & Luo, P. The association between different leisure-time physical activity patterns and the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio in adults: national health and nutrition examination survey 2007–2018. Lipids Health Dis. 23, 336. https://doi.org/10.1186/s12944-024-02278-8 (2024).
Venkatesh, N., Martini, A., McQuade, J. L., Msaouel, P. & Hahn, A. W. Obesity and renal cell carcinoma: biological mechanisms and perspectives. Semin. Cancer Biol. 94, 21–33. https://doi.org/10.1016/j.semcancer.2023.06.001 (2023).
Mahdavi, N. et al. Is physical activity related to renal cell carcinoma? A systematic review. J. Nephropathol. 9, e23–e23. https://doi.org/10.34172/jnp.2020.23 (2020).
Koivula, T. et al. The effect of exercise and disease status on mobilization of anti-tumorigenic and pro-tumorigenic immune cells in women with breast cancer. Front. Immunol. 15, 1394420. https://doi.org/10.3389/fimmu.2024.1394420 (2024).
Quintana-Mendias, E. et al. The effect of acute physical exercise on natural killer cells populations and cytokine levels in healthy women. Sports (basel Switz). 11, 189. https://doi.org/10.3390/sports11100189 (2023).
Mp, J. Q., Sh, W., Ph, C., Ds, B. & Pa, B. Association of objectively measured timing of physical activity bouts with cardiovascular health in type 2 diabetes. Diabetes Care. 44 https://doi.org/10.2337/dc20-2178 (2021).
Moore, S. C. et al. Association of leisure-time physical activity with risk of 26 types of cancer in 1.44 million adults. JAMA Intern. Med. 176, 816–825. https://doi.org/10.1001/jamainternmed.2016.1548 (2016).
Koolhaas, C. M. et al. Physical activity derived from questionnaires and wrist-worn accelerometers: comparability and the role of demographic, lifestyle, and health factors among a population-based sample of older adults. Clin. Epidemiol. 10, 1–16. https://doi.org/10.2147/CLEP.S147613 (2018).
Sudlow, C. et al. UK Biobank: An open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med. 12, e1001779. https://doi.org/10.1371/journal.pmed.1001779 (2015).
Saint-Maurice, P. F. et al. Reproducibility of accelerometer and posture-derived measures of physical activity. Med. Sci. Sports Exerc. 52, 876–883. https://doi.org/10.1249/MSS.0000000000002206 (2020).
Acknowledgements
The data used in this study were obtained from the UK Biobank (Application Number: 532564). The UK Biobank data were accessed and analyzed in accordance with the terms of the UK Biobank’s Access and Use Agreement. We are grateful to all the participants of UK Biobank and all the people involved in building the UK Biobank study.
Funding
This study was financially supported by the National Natural Science Foundation of China (grant no.82203365), the National Natural Science Foundation of China (No. 82400848) and Jiangxi Provincial Natural Science Foundation (20232BAB206090).
Author information
Authors and Affiliations
Contributions
F.Z.: Protocol, manuscript writing; Y.Y.: Protocol; J.L.: Data collection, data analysis; S.L.: Protocol, manuscript writing; S.X.: Manuscript writing; B.F.: Protocol; L.Z.: Protocol, data collection; J.Z.: Revision guidance, manuscript writing, data analysis, manuscript writing. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Ethics approval and consent to participate
Ethical approval was obtained from the North West Research Ethics Committee (REC reference: 21/NW/0157), and written informed consent was obtained from all participants.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Zheng, F., Yuan, Y., Luo, J. et al. Association between physical activity patterns and renal cell carcinoma risk: evidence from the UK biobank large-scale prospective cohort. Sci Rep (2026). https://doi.org/10.1038/s41598-026-47677-2
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-026-47677-2