ArticleEnvironmental health and preventive medicine2023
Latent profile analysis approach to the relationship between daily ambulatory activity patterns and metabolic syndrome in middle-aged and elderly Japanese individuals: The Toon Health Study.
Article in Environmental health and preventive medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9 citing papers in PubMed.
- Latent profile analysis and influence factors of neurodevelopment in children aged 0-6 years in China.Frontiers in psychology · 2026Article
- A Cross-Sectional Study on the Prevalence of Metabolic Syndrome among Smokers Versus Non-Smokers.Maedica · 2025Article
- Latent profiles of body composition indices and their associations with cardiovascular diseases, hypertension, and diabetes: results from the Fasa Adult Cohort study (FACS).Journal of health, population, and nutrition · 2025Observational
- Patterns of daily ambulatory activity and the onset of metabolic syndrome in middle-aged and older Japanese women: the Toon Health Study.Environmental health and preventive medicine · 2025Article
- Longitudinal relationship between 24-Hour Movement behavior patterns and physical function and quality of life after stroke: a latent transition analysis.The international journal of behavioral nutrition and physical activity · 2024Article
- Influence of lifestyle patterns on depression among adults with diabetes: a mediation effect of dietary inflammatory index.BMC public health · 2024Article
- Prospective association of daily ambulatory activity with metabolic syndrome in middle-aged and older Japanese adults: the Toon Health Study.International journal of obesity (2005) · 2024Article
- Study of association of leptin with leukocyte telomere length in a Chinese rural population.Lipids in health and disease · 2024Article
- Seasonal variations of the prevalence of metabolic syndrome and its markers using big-data of health check-ups.Environmental health and preventive medicine · 2024Article
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Abstract
backgroundThis cross-sectional study aimed to identify the accumulation patterns of objectively measured ambulatory activity (AA) variables in the Japanese middle-aged and elderly individuals and examine the relationship of these derivative patterns with metabolic syndrome (MetS).
methodsA total of 1850 participants (66.1% women, mean age: 57.7 years) provided objectively assessed AA data using a uniaxial accelerometer. The number of steps, time accumulated in light-intensity AA (LIAA) and moderate-to-vigorous intensity AA (MVAA), and the ratio of MVAA to total AA (LIAA + MVAA) were calculated. Latent profile analysis was used to identify groups of participants based on their distinct AA patterns. Logistic regression models were used to assess the association of groups with MetS after adjusting for age, sex, alcohol intake, and cigarette smoking.
resultsFour distinct groups were identified: Group A had few steps and low levels of LIAA and MVAA; group B had a certain number of steps and recommended level of MVAA but low level of LIAA; group C had a certain number or more of steps, high level of LIAA, and recommended level of MVAA; group D had an extremely high number of steps and high levels of both LIAA and MVAA. The multivariate-adjusted odds ratio (95% CI) for MetS in groups B, C, and D relative to group A were 0.857 (0.611-1.201), 0.679 (0.500-0.922), and 0.434 (0.259-0.730), respectively. Groups C and D had significantly lower odds ratio of MetS compared to group A.
conclusionAA pattern involving a certain number or greater of steps accumulated through not only MVAA but also LIAA may help reduce the risk of MetS compared to inactive AA pattern.
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