Sep 2026· Journal of Multimorbidity and Comorbidity· Vol 16· 0 citations· 42 references
Medicine
TL;DR
Poorer functional mobility was associated with CMM among middle-aged and older adults in China in both cross-sectional and longitudinal analyses and simple functional assessments may help characterize groups with greater cardiometabolic burden and may be useful in clinical assessment and monitoring in ageing populations.
Abstract
Background Population ageing has increased the burden of cardiometabolic multimorbidity (CMM), defined as the presence of two or more cardiometabolic diseases. Functional mobility is a marker of systemic ageing and adverse health outcomes, but its association with CMM remains unclear among Chinese adults. Methods Data were from 16,032 adults aged ≥45 years in the China Health and Retirement Longitudinal Study (2011–2018). Functional limitation was assessed using Activities of Daily Living and a seven-item mobility scale. The primary exposure was a standardised composite score based on the equal-weighted average of the two standardised indicators. PCA-derived, ADL-only, mobility-only, and Winsorised composite scores were examined in sensitivity analyses. Cross-sectional associations were estimated using multivariable logistic regression, and longitudinal associations using generalised estimating equations with time-varying covariates. Results Higher functional limitation was consistently associated with increased odds of CMM. In cross-sectional analyses, each standard-deviation increment in the functional limitation composite score was associated with 46% higher odds of CMM (odds ratio = 1.46; 95% confidence interval: 1.35–1.58; p < 0.001). In longitudinal analyses with time-varying covariates, the corresponding increase was 37% (odds ratio = 1.37; 95% confidence interval: 1.28–1.46; p < 0.001). A graded pattern was also observed across functional limitation tertiles. Conclusions Poorer functional mobility was associated with CMM among middle-aged and older adults in China in both cross-sectional and longitudinal analyses. Simple functional assessments may help characterize groups with greater cardiometabolic burden and may be useful in clinical assessment and monitoring in ageing populations.
Multimorbidity is highly prevalent among older adults and is associated with functional decline, disability, cognitive impairment, and increased healthcare burden. However, traditional disease-count approaches may fail to capture the heterogeneity of multimorbidity patterns. This study aimed to identify cardiomet...
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Cardiometabolic multimorbidity (CMM) is an increasing public health concern in ageing populations. Although individual residential environmental factors have been linked to cardiometabolic health, the association of multidimensional living environmental quality with incident CMM remains unclear. We aimed to const...
Hao Chen, Sheng-Nan Yue, Sheng-Yan Hou et al.· BMC Public Health· 0 citations
BACKGROUND
The cardiometabolic index (CMI), a composite marker derived from the product of waist-to-height ratio and triglyceride-to- high-density lipoprotein cholesterol ratio, has emerged as a potential indicator of metabolic risk. However, the prognostic value of the CMI across diverse populations and the continuum...
Zhen-Yu Liu, Zhi-Xin Li, Si-Yan Huo et al.· Heart, Lung and Circulation· 0 citations
TyG BA composites provide a parsimonious summary of combined metabolic-aging burden and improve risk discrimination beyond conventional clinical factors, but should not be interpreted as superior to models retaining TyG and biological age separately.
BACKGROUND AND AIMS
Cardiometabolic multimorbidity (CMM) is significantly associated with an increased risk of all-cause mortality. However, evidence on the relationship between cardiorespiratory fitness (CRF) and CMM remains limited, particularly in Chinese populations.
METHODS AND RESULTS
Data were derived from the...