ArticlePloS one2018
Validation of a single factor representing the indicators of metabolic syndrome as a continuous measure of metabolic load and its association with health and cognitive function.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Health, cognitive, and psychosocial trajectories over nearly a decade as distal antecedents of awareness of age-related change in old age.The journals of gerontology. Series B, Psychological sciences and social sciences · 2026Article
- Leisure time physical activity is associated with improved diastolic heart function and is partly mediated by unsupervised quantified metabolic health.BMJ open sport & exercise medicine · 2024Article
- Age-Related Hearing Loss, Cognitive Performance, and Metabolic Risk in Healthy Adults: A Seven-Year Longitudinal Study.The journals of gerontology. Series B, Psychological sciences and social sciences · 2023Article
- Social jetlag is associated with adverse cardiometabolic latent traits in early adolescence: an observational study.Frontiers in endocrinology · 2023Observational
- Structural Equation Modelling for Predicting the Relative Contribution of Each Component in the Metabolic Syndrome Status Change.International journal of environmental research and public health · 2022Article
- Linking Brain Age Gap to Mental and Physical Health in the Berlin Aging Study II.Frontiers in aging neuroscience · 2022Article
- Cohort profile: follow-up of a Berlin Aging Study II (BASE-II) subsample as part of the GendAge study.BMJ open · 2021Observational
- Poor glucose regulation is associated with declines in well-being among older men, but not women.Psychology and aging · 2020Article
- Metabolic risk affects fluid intelligence changes in healthy adults.Psychology and aging · 2019Article
- The Modulatory Effect of Gender and Cytomegalovirus-Seropositivity on Circulating Inflammatory Factors and Cognitive Performance in Elderly Individuals.International journal of molecular sciences · 2019Article
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The metabolic syndrome (MetS) is a cluster of risk factors for cardiovascular disease associated with reduced physical fitness, higher disease burden, and impaired cognitive functions. Little is known about the operation of these risk factors in older adults when considered comprehensively without relying on the cut-off values of the single MetS components. The three main aims of the current study were to: (i) establish a latent metabolic load factor (MetL), using confirmatory factor analysis (CFA), and representing a continuous measure of MetL, defined by indicators that are commonly used to separate MetS groups from healthy individuals; (ii) examine the associations of this MetL factor with objective health, and cognitive function in men and women; (iii) compare the magnitude of these associations to those observed for the individual indicators used to define the MetL factor as well to the classical categorized MetS vs. non-MetS groups. The current analysis is based on cross-sectional data from 1,609 participants of the Berlin Aging Study II (mean age = 68.5 years, SD (3.7); 50.1% female). We applied structural equation modeling (SEM) to establish a latent MetL factor defined by the five indicators commonly used to diagnose MetS. The latent MetL factor was associated with physician-assessed morbidity and kidney function (estimated glomerular filtration rate, eGFR) in both men and women, but not with hand grip strength and lung function (Forced Expiratory Volume in 1 Second (FEV1)). In addition, we found a negative association between MetL and fluid intelligence among men. A continuous latent variable approach representing the common variance of MetS indicators is well suited to foster our understanding of human aging as a systemic phenomenon in which risk factors are operating on either side of the normal versus pathological divide.
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