ArticleJournal of cachexia, sarcopenia and muscle2023
Associations of metabolic heterogeneity of obesity with frailty progression: Results from two prospective cohorts.
Article in Journal of cachexia, sarcopenia and muscle, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 100 papers.
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100 citing papers in PubMed, 135 citations in OpenAlex.
- Co-evolving adiposity and frailty trajectories shape stroke risk in middle-aged and older adults.iScience · 2026Article
- Higher cystatin C, but not creatinine, predicts frailty risk in individuals with normal kidney function.The Journal of frailty & aging · 2026Article
- Obesity Attenuates the Association Between the Modified Five-Item Frailty Score and Mortality in Septic Surgical Patients.The Journal of surgical research · 2026Article
- Association of an estimated glucose disposal rate-frailty index with incident cardiovascular events in two prospective cohorts.International journal of cardiology. Cardiovascular risk and prevention · 2026Article
- Dynamic frailty exposure and cognitive aging trajectories: A multicohort study.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Multidimensional Frailty and Resilience in Relation to Quality of Life in Senior Patients with Cardiovascular Disease: An Exploratory Cross-Sectional Pilot Study.Journal of clinical medicine · 2026Article
- Frailty, trajectories of frailty, and cognitive impairment: evidence from five longitudinal cohort studies.BMC public health · 2026Article
- Joint association of frailty and social isolation with depressive symptoms among middle-aged and older Chinese adults: a nationwide cohort study.Scientific reports · 2026Article
- The Effect Modification of Systolic Blood Pressure on the Association of Frailty and Cardiovascular Disease in Community-Dwelling Adults.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- Declining kidney function and frailty progression: a 7-year cohort study of Chinese middle-aged and older adults.The Journal of frailty & aging · 2026Article
- Associations of long-term average and variability of estimated glucose disposal rate with frailty progression: evidence from two prospective cohorts.Journal of translational medicine · 2026Article
- Prospective association between circadian syndrome and incident chronic lung disease in the CHARLS and ELSA cohorts.Scientific reports · 2026Article
- Long-term trajectories and cumulative exposure of the triglyceride-glucose-frailty index in relation to hip fracture risk: evidence from a large-scale population-based cohort.Archives of osteoporosis · 2026Article
- The association between triglyceride glucose-frailty index and cardiometabolic multimorbidity among Chinese middle-aged and older adults: a national prospective cohort study.Cardiovascular diabetology · 2026Article
- Dynamic associations of BMI-metabolic phenotype transitions with incident cardiovascular disease in middle-aged and elderly adults: a longitudinal cohort study.BMC cardiovascular disorders · 2026Article
- Joint assessment of frailty index and metabolic syndrome score for cardiovascular disease in middle aged and older Chinese adults: insights from a national cohort study 2011-2020.BMC cardiovascular disorders · 2026Article
- Low Body Mass Index Increases Frailty Risk in Old-Old Adults: Findings From a 3-Year Longitudinal Study.Geriatrics & gerontology international · 2026Article
- Development and internal validation of a frailty prediction model in adults aged ≥ 45 years with obesity: evidence from the China Health and Retirement Longitudinal Study (CHARLS).BMC public health · 2026Article
- Association between metabolic dysregulation and frailty in four prospective cohorts.Journal of health, population, and nutrition · 2026Article
- The close relationship between inflammation and insulin resistance: a comparative perspective from a new angle.Acta diabetologica · 2026Article
40 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors at 2 institutions in 1 country.
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Abstract
backgroundPrevious studies indicated that obesity would accelerate frailty progression. However, obesity is heterogeneous by different metabolic status. The associations of metabolic heterogeneity of obesity with frailty progression remain unclear.
methodsA total of 6730 participants from the China Health and Retirement Longitudinal Study (CHARLS) and 4713 from the English Longitudinal Study of Ageing (ELSA) were included at baseline. Metabolic heterogeneity of obesity was evaluated based on four obesity and metabolic phenotypes as metabolically healthy normal weight (MHNW), metabolically unhealthy normal weight (MUNW), metabolically healthy overweight/obesity (MHOO), and metabolically unhealthy overweight/obesity (MUOO). Frailty status was assessed by the frailty index (FI) ranging from 0 to 100 and frailty was defined as FI ≥ 25. Linear mixed-effect models were used to analyse the associations of metabolic heterogeneity of obesity with frailty progression.
resultsIn the CHARLS, MUOO and MUNW presented the accelerated FI progression with additional annual increases of 0.284 (95% CI: 0.155 to 0.413, P < 0.001) and 0.169 (95% CI: 0.035 to 0.303, P = 0.013) as compared with MHNW. MHOO presented no accelerated FI progression (β: -0.011, 95% CI: -0.196 to 0.173, P = 0.904) as compared with MHNW. In the ELSA, the accelerated FI progression was marginally significant for MUOO (β: 0.103, 95% CI: -0.005 to 0.210, P = 0.061) and MUNW (β: 0.157, 95% CI: -0.011 to 0.324, P = 0.066), but not for MHOO (β: -0.047, 95% CI: -0.157 to 0.062, P = 0.396) in comparison with MHNW. The associations of MUOO and MUNW with the accelerated FI progression were stronger after excluding the baseline frail participants in both cohorts. The metabolic status changed over time. When compared with stable MHNW, participants who changed from MHNW to MUNW presented the accelerated FI progression with additional annual increases of 0.356 (95% CI: 0.113 to 0.599, P = 0.004) and 0.255 (95% CI: 0.033 to 0.477, P = 0.024) in the CHARLS and ELSA, respectively. The accelerated FI progression was also found in MHOO participants who transitioned to MUOO (CHARLS, β: 0.358, 95% CI: 0.053 to 0.663, P = 0.022; ELSA, β: 0.210, 95% CI: 0.049 to 0.370, P = 0.011).
conclusionsMetabolically unhealthy overweight/obesity and normal weight, but not metabolically healthy overweight/obesity, accelerated frailty progression as compared with metabolically healthy normal weight. Regardless of obesity status, transitions from healthy metabolic status to unhealthy metabolic status accelerated frailty progression as compared with stable metabolically healthy normal weight. Our findings highlight the important role of metabolic status in frailty progression and recommend the stratified management of obesity based on metabolic status.
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