Cargando…

A Machine Learning-Based Aging Measure Among Middle-Aged and Older Chinese Adults: The China Health and Retirement Longitudinal Study

Objective: Biological age (BA) has been accepted as a more accurate proxy of aging than chronological age (CA). This study aimed to use machine learning (ML) algorithms to estimate BA in the Chinese population. Materials and methods: We used data from 9,771 middle-aged and older Chinese adults (≥45...

Descripción completa

Detalles Bibliográficos
Autores principales:	Cao, Xingqi, Yang, Guanglai, Jin, Xurui, He, Liu, Li, Xueqin, Zheng, Zhoutao, Liu, Zuyun, Wu, Chenkai
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2021
Materias:	Medicine
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8671693/ https://www.ncbi.nlm.nih.gov/pubmed/34926482 http://dx.doi.org/10.3389/fmed.2021.698851

Ejemplares similares

Prevalence and health correlates of anaemia among community-dwelling Chinese older adults: the China Health and Retirement Longitudinal Study
por: Wang, Ying, et al.
Publicado: (2020)

Validity of self-reported diabetes among middle-aged and older Chinese adults: the China Health and Retirement Longitudinal Study
por: Yuan, Xiaojing, et al.
Publicado: (2015)

Level of physical activity among middle-aged and older Chinese people: evidence from the China health and retirement longitudinal study
por: Li, Xiaowei, et al.
Publicado: (2020)

Associations of sensory impairment and cognitive function in middle-aged and older Chinese population: The China Health and Retirement Longitudinal Study
por: Zhao, Xiaohuan, et al.
Publicado: (2021)

The Association of Sleep Duration With Vision Impairment in Middle-Aged and Elderly Adults: Evidence From the China Health and Retirement Longitudinal Study
por: Sun, Mengsha, et al.
Publicado: (2021)

Longitudinal Associations Between Household Solid Fuel Use and Handgrip Strength in Middle-Aged and Older Chinese Individuals: The China Health and Retirement Longitudinal Study
por: Liu, Yashu, et al.
Publicado: (2022)

Development and Validation of a New Simple Functional Score in the Older Chinese Population
por: Cao, Xingqi, et al.
Publicado: (2022)

Daytime napping, biological aging and cognitive function among middle-aged and older Chinese: insights from the China health and retirement longitudinal study
por: Wu, Huiyi, et al.
Publicado: (2023)

All-cause Dementia Prediction by Machine Learning: The Health, Aging, and Body Composition Study
por: Wu, Chenkai, et al.
Publicado: (2020)

Association Between Sensory Loss and Falls Among Middle-Aged and Older Chinese Population: Cross-Sectional and Longitudinal Analyses
por: Zhou, Yifan, et al.
Publicado: (2022)

Association between previous cataract surgery and cognition among middle-aged and older Chinese: the China health and retirement longitudinal study (CHARLS)
por: Zhao, Xiaohuan, et al.
Publicado: (2023)

Association of uric acid with the decline in estimated glomerular filtration rate in middle-aged and elderly populations: evidence based on the China Health and Retirement Longitudinal Study
por: Liu, Peijia, et al.
Publicado: (2023)

Predictive Utility of Mortality by Aging Measures at Different Hierarchical Levels and the Response to Modifiable Life Style Factors: Implications for Geroprotective Programs
por: Zhang, Jingyun, et al.
Publicado: (2022)

Association Between Sarcopenia and Depressive Symptoms in Chinese Older Adults: Evidence From the China Health and Retirement Longitudinal Study
por: Gao, Ke, et al.
Publicado: (2021)

Prevalence and health correlates of reduced kidney function among community-dwelling Chinese older adults: the China Health and Retirement Longitudinal Study
por: Jin, Haiyu, et al.
Publicado: (2020)

Patterns of multimorbidity in association with falls among the middle-aged and older adults: results from the China Health and Retirement Longitudinal Study
por: Yan, Jingzheng, et al.
Publicado: (2022)

Association of Frailty with recovery from disability among community-dwelling Chinese older adults: China health and retirement longitudinal study
por: Xu, Weihao, et al.
Publicado: (2020)

Preference of musculoskeletal pain treatment in middle-aged and elderly chinese people: a machine learning analysis of the China health and retirement longitudinal study
por: Mei, Fengyao, et al.
Publicado: (2023)

Prevalence and factors associated with visual impairment in middle-aged and older Chinese population
por: Ye, Hanyuan, et al.
Publicado: (2022)

Cognitive frailty in relation to adverse health outcomes independent of multimorbidity: results from the China health and retirement longitudinal study
por: Chen, Chen, et al.
Publicado: (2020)

Contribution of life course circumstances to the acceleration of phenotypic and functional aging: A retrospective study
por: Cao, Xingqi, et al.
Publicado: (2022)

The prevalence and economic burden of pain on middle-aged and elderly Chinese people: results from the China health and retirement longitudinal study
por: Qiu, Yudian, et al.
Publicado: (2020)

Associations of Serum Albumin With Disability in Activities of Daily Living, Mobility and Objective Physical Functioning Regardless of Vitamin D: Cross-Sectional Findings From the Chinese Longitudinal Healthy Longevity Survey
por: Li, Xueqin, et al.
Publicado: (2022)

Association between indoor ventilation frequency and cognitive function among community-dwelling older adults in China: results from the Chinese longitudinal healthy longevity survey
por: Wang, Wenxin, et al.
Publicado: (2022)

Using Machine Learning to Predict Cognitive Impairment Among Middle-Aged and Older Chinese: A Longitudinal Study
por: Liu, Haihong, et al.
Publicado: (2023)

Association between sarcopenia and cardiovascular disease among middle-aged and older adults: Findings from the China health and retirement longitudinal study
por: Gao, Ke, et al.
Publicado: (2022)

Prevalence and Associated Factors of Compliance Behaviors among Middle-Aged and Older Hypertensive Patients in China: Results from the China Health and Retirement Longitudinal Study
por: Liu, Jianjian, et al.
Publicado: (2020)

The association between community-level socioeconomic status and cognitive function among Chinese middle-aged and older adults: a study based on the China Health and Retirement Longitudinal Study (CHARLS)
por: Liu, Yan, et al.
Publicado: (2022)

Social Isolation Is Associated With Rapid Kidney Function Decline and the Development of Chronic Kidney Diseases in Middle-Aged and Elderly Adults: Findings From the China Health and Retirement Longitudinal Study (CHARLS)
por: Zhou, Weiran, et al.
Publicado: (2021)

Socioeconomic differences in self-medication among middle-aged and older people: data from the China health and retirement longitudinal study
por: Chang, Jie, et al.
Publicado: (2017)

Alcohol consumption and associated factors among middle-aged and older adults: results from China Health and Retirement Longitudinal Study
por: Wang, Qianqian, et al.
Publicado: (2022)

Normalized Creatinine-to-Cystatin C Ratio and Risk of Diabetes in Middle-Aged and Older Adults: The China Health and Retirement Longitudinal Study
por: Qiu, Shanhu, et al.
Publicado: (2022)

The change and correlates of healthy ageing among Chinese older adults: findings from the China health and retirement longitudinal study
por: Nie, Peng, et al.
Publicado: (2021)

The association between glaucoma and all-cause mortality in middle-aged and elderly Chinese people: results from the China Health and Retirement Longitudinal Study
por: Huang, Xiaoxu, et al.
Publicado: (2023)

Development and Validation of a Multidimensional Population-Based Healthy Aging Scale: Results From the China Health and Retirement Longitudinal Study
por: Gao, Junling, et al.
Publicado: (2022)

Corrigendum: Using Machine Learning to Predict Cognitive Impairment Among Middle-Aged and Older Chinese: A Longitudinal Study
por: Liu, Haihong, et al.
Publicado: (2023)

Metabolomics-Based Frailty Biomarkers in Older Chinese Adults
por: Pan, Yiming, et al.
Publicado: (2022)

Association between anemia and cognitive decline among Chinese middle-aged and elderly: evidence from the China health and retirement longitudinal study
por: Qin, Tingting, et al.
Publicado: (2019)

Chinese famine exposure in early life and metabolic obesity phenotype in middle age: Results from the China health and retirement longitudinal study
por: Xu, Yunhan, et al.
Publicado: (2022)

Associations between pulmonary function and cognitive decline in the middle-aged and older adults: evidence from the China Health and Retirement Longitudinal Study
por: Lai, Xuefeng, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_nd77tdpu06jrmkjraauv2o446a