Twenty-four-hour physical behaviour profiles across type 2 diabetes mellitus subtypes
dc.contributor.author | Davies, Melanie J | |
dc.contributor.author | Hall, Andrew P | |
dc.contributor.author | Henson, Joseph | |
dc.date.accessioned | 2024-01-16T16:06:15Z | |
dc.date.available | 2024-01-16T16:06:15Z | |
dc.date.issued | 2024-01-08 | |
dc.identifier.citation | Henson, J., Tziannou, A., Rowlands, A. V., Edwardson, C. L., Hall, A. P., Davies, M. J., & Yates, T. (2024). Twenty-four-hour physical behaviour profiles across type 2 diabetes mellitus subtypes. Diabetes, obesity & metabolism, 10.1111/dom.15437. Advance online publication. https://doi.org/10.1111/dom.15437 | en_US |
dc.identifier.other | 10.1111/dom.15437 | |
dc.identifier.uri | http://hdl.handle.net/20.500.12904/18102 | |
dc.description.abstract | Aim: To investigate how 24-h physical behaviours differ across type 2 diabetes (T2DM) subtypes. Materials and methods: We included participants living with T2DM, enrolled as part of an ongoing observational study. Participants wore an accelerometer for 7 days to quantify physical behaviours across 24 h. We used routinely collected clinical data (age at onset of diabetes, glycated haemoglobin level, homeostatic model assessment index of beta-cell function, homeostatic model assessment index of insulin resistance, body mass index) to replicate four previously identified subtypes (insulin-deficient diabetes [INS-D], insulin-resistant diabetes [INS-R], obesity-related diabetes [OB] and age-related diabetes [AGE]), via k-means clustering. Differences in physical behaviours across the diabetes subtypes were assessed using generalized linear models, with the AGE cluster as the reference. Results: A total of 564 participants were included in this analysis (mean age 63.6 ± 8.4 years, 37.6% female, mean age at diagnosis 53.1 ± 10.0 years). The proportions in each cluster were as follows: INS-D: n = 35, 6.2%; INS-R: n = 88, 15.6%; OB: n = 166, 29.4%; and AGE: n = 275, 48.8%. Compared to the AGE cluster, the OB cluster had a shorter sleep duration (-0.3 h; 95% confidence interval [CI] -0.5, -0.1), lower sleep efficiency (-2%; 95% CI -3, -1), lower total physical activity (-2.9 mg; 95% CI -4.3, -1.6) and less time in moderate-to-vigorous physical activity (-6.6 min; 95% CI -11.4, -1.7), alongside greater sleep variability (17.9 min; 95% CI 8.2, 27.7) and longer sedentary time (31.9 min; 95% CI 10.5, 53.2). Movement intensity during the most active continuous 10 and 30 min of the day was also lower in the OB cluster. Conclusions: In individuals living with T2DM, the OB subtype had the lowest levels of physical activity and least favourable sleep profiles. Such behaviours may be suitable targets for personalized therapeutic lifestyle interventions. | |
dc.description.uri | https://dom-pubs.pericles-prod.literatumonline.com/doi/10.1111/dom.15437 | en_US |
dc.language.iso | en | en_US |
dc.subject | glycaemic control | en_US |
dc.subject | insulin resistance | en_US |
dc.subject | insulin secretion | en_US |
dc.subject | type 2 diabetes | en_US |
dc.title | Twenty-four-hour physical behaviour profiles across type 2 diabetes mellitus subtypes | en_US |
dc.type | Article | en_US |
rioxxterms.funder | Default funder | en_US |
rioxxterms.identifier.project | Default project | en_US |
rioxxterms.version | NA | en_US |
rioxxterms.versionofrecord | https://doi.org/10.1111/dom.15437 | en_US |
rioxxterms.type | Journal Article/Review | en_US |
refterms.panel | Unspecified | en_US |
html.description.abstract | Aim: To investigate how 24-h physical behaviours differ across type 2 diabetes (T2DM) subtypes. Materials and methods: We included participants living with T2DM, enrolled as part of an ongoing observational study. Participants wore an accelerometer for 7 days to quantify physical behaviours across 24 h. We used routinely collected clinical data (age at onset of diabetes, glycated haemoglobin level, homeostatic model assessment index of beta-cell function, homeostatic model assessment index of insulin resistance, body mass index) to replicate four previously identified subtypes (insulin-deficient diabetes [INS-D], insulin-resistant diabetes [INS-R], obesity-related diabetes [OB] and age-related diabetes [AGE]), via k-means clustering. Differences in physical behaviours across the diabetes subtypes were assessed using generalized linear models, with the AGE cluster as the reference. Results: A total of 564 participants were included in this analysis (mean age 63.6 ± 8.4 years, 37.6% female, mean age at diagnosis 53.1 ± 10.0 years). The proportions in each cluster were as follows: INS-D: n = 35, 6.2%; INS-R: n = 88, 15.6%; OB: n = 166, 29.4%; and AGE: n = 275, 48.8%. Compared to the AGE cluster, the OB cluster had a shorter sleep duration (-0.3 h; 95% confidence interval [CI] -0.5, -0.1), lower sleep efficiency (-2%; 95% CI -3, -1), lower total physical activity (-2.9 mg; 95% CI -4.3, -1.6) and less time in moderate-to-vigorous physical activity (-6.6 min; 95% CI -11.4, -1.7), alongside greater sleep variability (17.9 min; 95% CI 8.2, 27.7) and longer sedentary time (31.9 min; 95% CI 10.5, 53.2). Movement intensity during the most active continuous 10 and 30 min of the day was also lower in the OB cluster. Conclusions: In individuals living with T2DM, the OB subtype had the lowest levels of physical activity and least favourable sleep profiles. Such behaviours may be suitable targets for personalized therapeutic lifestyle interventions. | en_US |
rioxxterms.funder.project | 94a427429a5bcfef7dd04c33360d80cd | en_US |