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

被引:13
|
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
  • [1] Establishment of a mild cognitive impairment risk model in middle-aged and older adults: a longitudinal study
    Zhang, Xin
    Fan, Hong
    Guo, Chengnan
    Li, Yi
    Han, Xinyu
    Xu, Yiyun
    Wang, Haili
    Zhang, Tiejun
    NEUROLOGICAL SCIENCES, 2024, 45 (09) : 4269 - 4278
  • [2] Influencing Factors of Subjective Cognitive Impairment in Middle-Aged and Older Adults
    Roh, Min
    Dan, Hyunju
    Kim, Oksoo
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (21)
  • [3] SENSORY IMPAIRMENT AND ALGORITHMIC CLASSIFICATION OF EARLY COGNITIVE IMPAIRMENT IN MIDDLE-AGED AND OLDER ADULTS
    Cai, Yurun
    Agrawal, Yuri
    Schrack, Jennifer
    Gross, Alden
    Armstrong, Nicole
    Simonsick, Eleanor
    Resnick, Susan
    INNOVATION IN AGING, 2021, 5 : 436 - 437
  • [4] Association between tea consumption and cognitive impairment in middle-aged and older adults
    Zhang, Jia
    Wang, Anxin
    Zhang, Xiaoli
    Chen, Shuohua
    Wu, Shouling
    Zhao, Xingquan
    Zhang, Qian
    BMC GERIATRICS, 2020, 20 (01)
  • [5] Association between tea consumption and cognitive impairment in middle-aged and older adults
    Jia Zhang
    Anxin Wang
    Xiaoli Zhang
    Shuohua Chen
    Shouling Wu
    Xingquan Zhao
    Qian Zhang
    BMC Geriatrics, 20
  • [6] Cognitive impairment in nondiabetic middle-aged and older adults is associated with insulin resistance
    Bruehl, H.
    Sweat, V.
    Hassenstab, J.
    Polyakov, V.
    Convit, A.
    JOURNAL OF CLINICAL AND EXPERIMENTAL NEUROPSYCHOLOGY, 2010, 32 (05) : 487 - 493
  • [7] Incidence and risk factors associated with progression to mild cognitive impairment among middle-aged and older adults
    Zhang, N. -J
    Qian, Z. -D
    Zeng, Y. -B
    Gu, J. -N
    Jin, Y.
    Li, W.
    EUROPEAN REVIEW FOR MEDICAL AND PHARMACOLOGICAL SCIENCES, 2022, 26 (23) : 8852 - 8859
  • [8] CORRELATES OF COGNITIVE IMPAIRMENT IN MIDDLE-AGED ADULTS AT RISK FOR SUDDEN-DEATH
    KENNEDY, G
    COHEN, D
    FISHER, J
    GERONTOLOGIST, 1985, 25 : 116 - 116
  • [9] Detection of mild cognitive impairment in middle-aged and older adults with obstructive sleep apnoea
    Gagnon, Katia
    Baril, Andree-Ann
    Montplaisir, Jacques
    Carrier, Julie
    Chami, Sirin
    Gauthier, Serge
    Lafond, Chantal
    Gagnon, Jean-Francois
    Gosselin, Nadia
    EUROPEAN RESPIRATORY JOURNAL, 2018, 52 (05)
  • [10] GENDER DIFFERENCES IN THE ASSOCIATION OF SOCIOECONOMIC STATUS WITH COGNITIVE IMPAIRMENT IN MIDDLE-AGED AND OLDER ADULTS
    Lee, Y.
    Back, J.
    GERONTOLOGIST, 2008, 48 : 121 - 122