Physical Activity and Sedentary Behavior in Metabolically Healthy versus Unhealthy Obese and Non-Obese Individuals - The Maastricht Study
- PMID: 27138596
- PMCID: PMC4854448
- DOI: 10.1371/journal.pone.0154358
Physical Activity and Sedentary Behavior in Metabolically Healthy versus Unhealthy Obese and Non-Obese Individuals - The Maastricht Study
Abstract
Background: Both obesity and the metabolic syndrome are associated with increased risk of cardiovascular diseases and type 2 diabetes. Although both frequently occur together in the same individual, obesity and the metabolic syndrome can also develop independently from each other. The (patho)physiology of "metabolically healthy obese" (i.e. obese without metabolic syndrome) and "metabolically unhealthy non-obese" phenotypes (i.e. non-obese with metabolic syndrome) is not fully understood, but physical activity and sedentary behavior may play a role.
Objective: To examine objectively measured physical activity and sedentary behavior across four groups: I) "metabolically healthy obese" (MHO); II) "metabolically unhealthy obese" (MUO); III)"metabolically healthy non-obese" (MHNO); and IV) "metabolically unhealthy non-obese" (MUNO).
Methods: Data were available from 2,449 men and women aged 40-75 years who participated in The Maastricht Study from 2010 to 2013. Participants were classified into the four groups according to obesity (BMI≥30kg/m2) and metabolic syndrome (ATPIII definition). Daily activity was measured for 7 days with the activPAL physical activity monitor and classified as time spent sitting, standing, and stepping.
Results: In our study population, 562 individuals were obese. 19.4% of the obese individuals and 72.7% of the non-obese individuals was metabolically healthy. After adjustments for age, sex, educational level, smoking, alcohol use, waking time, T2DM, history of CVD and mobility limitation, MHO (n = 107) spent, per day, more time stepping (118.2 versus 105.2 min; p<0.01) and less time sedentary (563.5 versus 593.0 min., p = 0.02) than MUO (n = 440). In parallel, MHNO (n = 1384) spent more time stepping (125.0 versus 115.4 min; p<0.01) and less time sedentary (553.3 versus 576.6 min., p<0.01) than MUNO (n = 518).
Conclusion: Overall, the metabolically healthy groups were less sedentary and more physically active than the metabolically unhealthy groups. Therefore, physical activity and sedentary time may partly explain the presence of the metabolic syndrome in obese as well as non-obese individuals.
Conflict of interest statement
Figures
Similar articles
-
Incidence of type 2 diabetes, hypertension, and dyslipidemia in metabolically healthy obese and non-obese.Nutr Metab Cardiovasc Dis. 2018 Oct;28(10):1036-1044. doi: 10.1016/j.numecd.2018.06.011. Epub 2018 Jun 20. Nutr Metab Cardiovasc Dis. 2018. PMID: 30139688
-
Association of obesity phenotypes with electrocardiographic left ventricular hypertrophy in the general population.J Electrocardiol. 2018 Nov-Dec;51(6):1125-1130. doi: 10.1016/j.jelectrocard.2018.10.085. Epub 2018 Oct 9. J Electrocardiol. 2018. PMID: 30497743
-
The Association between Cardio-metabolic and hepatic indices and anthropometric measures with metabolically obesity phenotypes: a cross-sectional study from the Hoveyzeh Cohort Study.BMC Endocr Disord. 2023 May 29;23(1):122. doi: 10.1186/s12902-023-01372-9. BMC Endocr Disord. 2023. PMID: 37246210 Free PMC article.
-
Relations of Metabolically Healthy and Unhealthy Obesity to Digital Vascular Function in Three Community-Based Cohorts: A Meta-Analysis.J Am Heart Assoc. 2017 Mar 8;6(3):e004199. doi: 10.1161/JAHA.116.004199. J Am Heart Assoc. 2017. PMID: 28275071 Free PMC article. Review.
-
Differences in the levels of inflammatory markers between metabolically healthy obese and other obesity phenotypes in adults: A systematic review and meta-analysis.Nutr Metab Cardiovasc Dis. 2024 Feb;34(2):251-269. doi: 10.1016/j.numecd.2023.09.002. Epub 2023 Sep 9. Nutr Metab Cardiovasc Dis. 2024. PMID: 37968171
Cited by
-
Determinants of behavioural and biological risk factors for cardiovascular diseases from state level STEPS survey (2017-19) in Madhya Pradesh.PeerJ. 2020 Dec 10;8:e10476. doi: 10.7717/peerj.10476. eCollection 2020. PeerJ. 2020. PMID: 33354427 Free PMC article.
-
Temporal trends in the prevalence of metabolically healthy overweight and obesity in Korean youth: data from the Korea National Health and Nutrition Examination Survey 2011-2019.Ann Pediatr Endocrinol Metab. 2022 Jun;27(2):134-141. doi: 10.6065/apem.2142192.096. Epub 2022 May 16. Ann Pediatr Endocrinol Metab. 2022. PMID: 35592898 Free PMC article.
-
Physical Activity and Sedentary Patterns among Metabolically Healthy Individuals Living with Obesity.J Diabetes Res. 2018 Mar 8;2018:7496768. doi: 10.1155/2018/7496768. eCollection 2018. J Diabetes Res. 2018. PMID: 29707585 Free PMC article.
-
Relationship Between Sitting Time, Physical Activity, and Metabolic Syndrome Among Adults Depending on Body Mass Index (BMI).Med Sci Monit. 2018 Oct 26;24:7633-7645. doi: 10.12659/MSM.907582. Med Sci Monit. 2018. PMID: 30361469 Free PMC article.
-
A healthy lifestyle pattern is associated with a metabolically healthy phenotype in overweight and obese adults: a cross-sectional study.Eur J Nutr. 2020 Aug;59(5):2145-2158. doi: 10.1007/s00394-019-02063-9. Epub 2019 Jul 30. Eur J Nutr. 2020. PMID: 31363827
References
-
- WHO (2014) Obesity and overweight. In: N°311 Fs, editor. Fact Sheets: World Health Organization.
-
- Grundy SM, Brewer HB Jr, Cleeman JI, Smith SC Jr, Lenfant C (2004) Definition of metabolic syndrome: report of the National Heart, Lung, and Blood Institute/American Heart Association conference on scientific issues related to definition. Arterioscler Thromb Vasc Biol 24: e13–18. - PubMed
-
- Wildman RP, Muntner P, Reynolds K, McGinn AP, Rajpathak S, et al. (2008) The obese without cardiometabolic risk factor clustering and the normal weight with cardiometabolic risk factor clustering: prevalence and correlates of 2 phenotypes among the US population (NHANES 1999–2004). Arch Intern Med 168: 1617–1624. 10.1001/archinte.168.15.1617 - DOI - PubMed
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical