A predictive model for the risk of cognitive impairment in community middle-aged and older adults

被引:17
|
作者
Pu, Lining [1 ]
Pan, Degong [1 ]
Wang, Huihui [1 ]
He, Xiaoxue [1 ]
Zhang, Xue [1 ]
Yu, Zhenfan [1 ]
Hu, Naifan [1 ]
Du, Yurun [1 ]
He, Shulan [1 ]
Liu, Xiaojuan [1 ]
Li, Jiangping [1 ,2 ,3 ]
机构
[1] Ningxia Med Univ, Sch Publ Hlth & Management, Dept Epidemiol & Hlth Stat, Yinchuan 750004, Peoples R China
[2] Ningxia Med Univ, Key Lab Environm Factors & Chron Dis Control, Yinchuan 750004, Ningxia Hui Aut, Peoples R China
[3] Ningxia Med Univ, Sch Publ Hlth & Management, Dept Epidemiol & Stat, Yinchuan 750004, Peoples R China
基金
中国国家自然科学基金;
关键词
Prediction model; Cognitive impairment; Middle-aged and older adults; Modifiable risk factors; ALZHEIMERS-DISEASE;
D O I
10.1016/j.ajp.2022.103380
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Identifying individuals at high risk of cognitive impairment is essential for treatment and prevention strategies. We aimed to develop and validate a prediction model for evaluating the risk of cognitive impairment. Data were from the China Family Panel Studies (CFPS) and China Health and Retirement Longitudinal Study (CHARLS). A total of 14,265 subjects were selected for model development. The area under the curve(AUC) for the training, internal, and external validation sets were 0.775, 0.920, and 0.727, respectively. This model could be used to identify middle-aged and older adults aged 45 years and older at high risk of cognitive impairment.
引用
收藏
页数:4
相关论文
共 50 条
  • [21] A Pilot Study to Explore the Improvements in Pulmonary and Cognitive Functions With a Kazoo Intervention Among Middle-Aged and Older Adults in a Rural Community
    Chang, Luna
    Chen, Shu-Chuan
    Lin, Po-Yu
    Lin, Hsiu-Pi
    Liao, Li-Ling
    Chao, Hui-Chen
    Chen, Mei-Chun
    Chen, Mei-Chun
    Tsao, Yi-Ying
    GERONTOLOGY AND GERIATRIC MEDICINE, 2023, 9
  • [22] Association Between Z Drugs Use and Risk of Cognitive Impairment in Middle-Aged and Older Patients With Chronic Insomnia
    Guo, Fang
    Yi, Li
    Zhang, Wei
    Bian, Zhi-Jie
    Zhang, Yong-Bo
    FRONTIERS IN HUMAN NEUROSCIENCE, 2021, 15
  • [23] A study on the impact of chronic diseases and depressive symptoms comorbidity on the risk of cognitive impairment in middle-aged and older adults people based on the CHARLS database
    Zu, Biqi
    Wang, Ning
    Fan, Lijun
    Huang, Jinsong
    Zhang, Yunan
    Wu, Yulan
    Du, Maosheng
    FRONTIERS IN PUBLIC HEALTH, 2025, 13
  • [24] Using Machine Learning to Predict Cognitive Impairment Among Middle-Aged and Older Chinese: A Longitudinal Study
    Liu, Haihong
    Zhang, Xiaolei
    Liu, Haining
    Chong, Sheau Tsuey
    INTERNATIONAL JOURNAL OF PUBLIC HEALTH, 2023, 68
  • [25] Association of Personality with Cognitive Failure among Japanese Middle-Aged and Older Adults
    Iwasa, Hajime
    Yoshida, Yuko
    Ishioka, Yoshiko
    Suzukamo, Yoshimi
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (12)
  • [26] The pupil constriction to light is associated with cognitive measures in middle-aged and older adults
    Chen, Yanjun
    Hetzel, Scott
    Pinto, Alex A.
    Paulsen, Adam J.
    Schubert, Carla R.
    Hancock, Laura M.
    Klein, Barbara E.
    Merten, Natascha
    Cruickshanks, Karen J.
    AGING CLINICAL AND EXPERIMENTAL RESEARCH, 2022, 34 (07) : 1655 - 1662
  • [27] Fear of Dementia among Middle-Aged and Older Adults in Germany
    Meyer, Jan-Luca
    Buczak-Stec, Elzbieta
    Konig, Hans-Helmut
    Hajek, Andre
    DEMENTIA AND GERIATRIC COGNITIVE DISORDERS EXTRA, 2024, 14 (01) : 96 - 105
  • [28] Cognitive Activities and Cognitive Performance in Middle-Aged Adults at Risk for Alzheimer's Disease
    Jonaitis, Erin
    La Rue, Asenath
    Mueller, Kimberly D.
    Koscik, Rebecca L.
    Hermann, Bruce
    Sager, Mark A.
    PSYCHOLOGY AND AGING, 2013, 28 (04) : 1004 - 1014
  • [29] A predictive model for social participation of middle-aged and older adult stroke survivors: the China Health and Retirement Longitudinal Study
    Liu, Yan
    Li, Tian
    Ding, Linlin
    Cai, Zhongxiang
    Nie, Shuke
    FRONTIERS IN PUBLIC HEALTH, 2024, 11
  • [30] Associations between handgrip strength and mild cognitive impairment in middle-aged and older adults in six low- and middle-income countries
    Vancampfort, Davy
    Stubbs, Brendon
    Firth, Joseph
    Smith, Lee
    Swinnen, Nathalie
    Koyanagi, Ai
    INTERNATIONAL JOURNAL OF GERIATRIC PSYCHIATRY, 2019, 34 (04) : 609 - 616