ArticleBMC public health2024
The association between Weight-adjusted-Waist Index (WWI) and cognitive function in older adults: a cross-sectional NHANES 2011-2014 study.
Article in BMC public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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Who cites it
25 citing papers in PubMed.
- Microbiota-Gut-Brain Axis Mechanisms in Cognitive Impairment Associated with Central Obesity.Current obesity reports · 2026Review
- Association of Long-Term Trajectories in Obesity Indices With Neuroimaging Metrics and Cognition: A Population-Based Study.Diabetes, obesity & metabolism · 2026Article
- Triglyceride glucose-weight adjusted waist index as a promising predictive marker for incident diabetes: a large-scale retrospective cohort study.BMC endocrine disorders · 2026Article
- Article
- Association of Weight-Adjusted-Waist Index With Brain Health: A 16-Year Population-Based Longitudinal Cohort Study.CNS neuroscience & therapeutics · 2026Article
- Association between weight-adjusted waist and incidence of low back pain: evidence from the China Health and Retirement Longitudinal Study.Aging clinical and experimental research · 2026Review
- Association of central adiposity indices with cognitive impairment in elderly populations: Development and validation of a risk prediction nomogram using NHANES and CHARLS cohorts.Journal of Alzheimer's disease : JAD · 2026Article
- Neurocognitive performance and appetite-regulating hormones in obesity with and without eating disorders: A comprehensive review and empirical analysis.Reviews in endocrine & metabolic disorders · 2026Review
- Correlation analysis of cognitive dysfunction and fluctuations in serum fibroblast growth factor 21 (FGF21) levels in the overweight group.Journal of medical biochemistry · 2026Article
- Weight-adjusted-waist index, inflammation, and cognitive performance in older adults: a cross-sectional analysis from the Hordaland Health Study.Frontiers in aging · 2026Article
- Association of weight-adjusted waist index with motoric cognitive risk syndrome in Chinese adults Aged ≥ 60 years.Lipids in health and disease · 2025Article
- Association of body roundness index with prostate cancer: a population-based cross-sectional study using NHANES data.Translational andrology and urology · 2025Article
- Relationship between sedentary time and cognitive decline in hypertensive patients-mediating role of the weight-adjusted waist circumference index.Scientific reports · 2025Article
- Association between RAR and the prevalence and prognosis of suicidal ideation: evidence from a large population-based study.BMC psychiatry · 2025Article
- Observational
- Association between cognitive impairment and comprehensive weight phenotypes among older adults in China: a nationwide survey.Aging clinical and experimental research · 2025Article
- Article
- Central adiposity indices and inflammatory markers mediate the association between life's crucial 9 and periodontitis in US adults.Lipids in health and disease · 2025Article
- Association between age at first birth and cognitive function in women 60 years and older: the 2011-2014 cross-sectional National Health and Nutrition Examination Survey (NHANES) study.BMC public health · 2025Article
- Association between central obesity and ADL impairment among the middle-aged and elderly population in China based on CHARLS.Scientific reports · 2025Article
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Abstract
backgroundThe impact of obesity on cognitive function has engendered considerable interest. Weight-adjusted waist index (WWI) has emerged as a novel and innovative marker of obesity that reflects weight-independent abdominal obesity. However, the association between WWI and cognitive function remains unclear. To address this gap, the present study aims to explore the relationship between weight-adjusted waist index (WWI) and cognitive performance in older adults.
methodsWe conducted a cross-sectional investigation using datasets from the National Health and Nutrition Examination Survey (NHANES) 2011-2014. The study included 3,472 participants (48.59% male, 51.41% female) of various races (Mexican American, Other Hispanic, Non-Hispanic White, Non-Hispanic Black, and Other), with a mean age of 69.95 years (SD = 6.94). Multivariate regression and smoothing curve fitting were used to investigate the linear and nonlinear relationship between WWI and cognitive performance in the following domains: learning and memory, verbal fluency, and processing speed, as measured by Consortium to Establish a Registry for Alzheimer's Disease Word Learning subtest (CERAD-WL), Animal Fluency Test (AFT), and Digit Symbol Substitution Test (DSST), respectively. Subgroup analysis and interaction tests were conducted to examine the stability of this relationship across groups. Machine learning models based on random forests were used to analyze the predictive performance of WWI for cognitive function.
resultsA total of 3,472 participants were included in the analysis. The results revealed significant negative associations between WWI and low scores on the CERAD-WL [-0.96 (-1.30, -0.62)], AFT [-0.77 (-1.05, -0.49)], and DSST [-3.67 (-4.55, -2.79)]. This relationship remained stable after converting WWI to a categorical variable. In addition, this significant negative association was more pronounced in men than women and diminished with advancing age. Non-linear threshold effects were observed, with correlations intensifying between WWI and CERAD-WL when WWI surpassed 12.25, AFT when WWI surpassed 11.54, and DSST when WWI surpassed 11.66.
conclusionsA higher WWI, indicating increased abdominal obesity, was associated with deficits in learning, memory, verbal fluency, and processing speed among older adults. These findings suggest that abdominal obesity may play a crucial role in cognitive decline in this population. The stronger relationship observed between WWI and cognition in men highlights the need for gender-specific considerations in interventions targeting abdominal obesity. The results demonstrate the importance of interventions targeting abdominal obesity to preserve cognitive performance in older adults.
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