ArticleThe international journal of behavioral nutrition and physical activity2015
Differences in physical activity domains, guideline adherence, and weight history between metabolically healthy and metabolically abnormal obese adults: a cross-sectional study.
Article in The international journal of behavioral nutrition and physical activity, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 28 citations in OpenAlex.
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- Exploring Sarcopenic Obesity in the Cancer Setting: Insights from the National Health and Nutrition Examination Survey on Prognosis and Predictors Using Machine Learning.Bioengineering (Basel, Switzerland) · 2025Article
- Sex-specific associations between body composition and depression among U.S. adults: a cross-sectional study.Lipids in health and disease · 2025Article
- Association of Genetic, Environmental, and Nutritional Factors With Metabolic Phenotypes of Obesity: A Scoping Review.Journal of obesity · 2025Article
- Non-linear relationship between the dietary inflammatory index and stroke risk in metabolically healthy obese individuals: an analysis of NHANES 1999-2023 data.Frontiers in nutrition · 2025Article
- Serum selenium accelerates the development of metabolic disorders in a metabolically healthy obese U.S. population: a retrospective cross-sectional analysis of a population-based study from the NHANES (2011-2018).Frontiers in immunology · 2024Article
- Role of physical activity and cardiorespiratory fitness in metabolically healthy obesity: a narrative review.BMJ open sport & exercise medicine · 2022Review
- Prediction of Metabolic Disorders Using NMR-Based Metabolomics: The Shanghai Changfeng Study.Phenomics (Cham, Switzerland) · 2021Article
- Associations of physical activity, sedentary time, and physical fitness with mental health during pregnancy: The GESTAFIT project.Journal of sport and health science · 2021Article
- The Impact of BMI Categories on Metabolic Abnormality Development in Chinese Adults Who are Metabolically Healthy: A 7-Year Prospective Study.Diabetes, metabolic syndrome and obesity : targets and therapy · 2020Article
- Obesity Alters the Muscle Protein Synthetic Response to Nutrition and Exercise.Frontiers in nutrition · 2019Review
- The Prevalence of Metabolically Healthy and Unhealthy Obesity according to Different Criteria.Obesity facts · 2019Article
- Correlates of and Body Composition Measures Associated with Metabolically Healthy Obesity Phenotype in Hispanic/Latino Women and Men: The Hispanic Community Health Study/Study of Latinos (HCHS/SOL).Journal of obesity · 2019Article
- Adherence to physical activity in adults with chronic diseases: ELSA-Brasil.Revista de saude publica · 2018Article
- Dietary patterns and physical activity in the metabolically (un)healthy obese: the Dutch Lifelines cohort study.Nutrition journal · 2018Article
- Article
- Association between Sleep Habits and Metabolically Healthy Obesity in Adults: A Cross-Sectional Study.Journal of obesity · 2017Article
- Effects of supervised aerobic and strength training in overweight and grade I obese pregnant women on maternal and foetal health markers: the GESTAFIT randomized controlled trial.BMC pregnancy and childbirth · 2016Article
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDespite the accepted health consequences of obesity, emerging research suggests that a significant segment of adults with obesity are metabolically healthy (MHO). To date, MHO individuals have been shown to have higher levels of physical activity (PA), but little is known about the importance of PA domains or the influence of weight history compared to their metabolically abnormal (MAO) counterpart.
objectiveTo evaluate the relationship between PA domains, PA guideline adherence, and weight history on MHO.
methodsPooled cycles of the National Health and Nutritional Examination Survey (NHANES) 1999-2006 (≥20 y; BMI ≥ 30 kg/m(2); N = 2,753) and harmonized criteria for metabolic syndrome (MetS) were used. Participants were categorized as "inactive" (no reported PA), "somewhat active" (>0 to < 500 metabolic equivalent (MET) min/week), and "active" (PA guideline adherence, ≥ 500 MET min/week) according to each domain of PA (total, recreational, transportation and household). Logistic and multinomial regressions were modelled for MHO and analyses were adjusted for age, sex, education, ethnicity, income, smoking and alcohol intake.
resultsCompared to MAO, MHO participants were younger, had lower BMI, and were more likely to be classified as active according to their total and recreational PA level. Based on total PA levels, individuals who were active had a 70% greater likelihood of having the MHO phenotype (OR = 1.70, 95% CI: 1.19-2.43); however, once stratified by age (20-44 y; 45-59 y; and; ≥60 y), the association remained significant only amongst those aged 45-59 y. Although moderate and vigorous PA were inconsistently related to MHO following adjustment for covariates, losing ≥30 kg in the last 10 y and not gaining ≥10 kg since age 25 y were significant predictors of MHO phenotype for all PA domains, even if adherence to the PA guidelines were not met.
conclusionAlthough PA is associated with MHO, the beneficial effects of PA may be moderated by longer-term changes in weight. Longitudinal analysis of physical activity and weight change trajectories are necessary to isolate the contribution of duration of obesity, PA behaviours, and longer-term outcomes amongst MHO individuals.
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