Models for predicting risk of dementia: a systematic review

痴呆 接收机工作特性 医学 人口 风险评估 疾病 老年学 阿尔茨海默病 临床心理学 内科学 环境卫生 计算机科学 计算机安全
作者
Xiao‐He Hou,Lei Feng,Can Zhang,Xi‐Peng Cao,Lan Tan,Jin‐Tai Yu
出处
期刊:Journal of Neurology, Neurosurgery, and Psychiatry [BMJ]
卷期号:90 (4): 373-379 被引量:147
标识
DOI:10.1136/jnnp-2018-318212
摘要

Background Information from well-established dementia risk models can guide targeted intervention to prevent dementia, in addition to the main purpose of quantifying the probability of developing dementia in the future. Methods We conducted a systematic review of published studies on existing dementia risk models. The models were assessed by sensitivity, specificity and area under the curve (AUC) from receiver operating characteristic analysis. Results Of 8462 studies reviewed, 61 articles describing dementia risk models were identified, with the majority of the articles modelling late life risk (n=39), followed by those modelling prediction of mild cognitive impairment to Alzheimer’s disease (n=15), mid-life risk (n=4) and patients with diabetes (n=3). Age, sex, education, Mini Mental State Examination, the Consortium to Establish a Registry for Alzheimer’s Disease neuropsychological assessment battery, Alzheimer’s Disease Assessment Scale-cognitive subscale, body mass index, alcohol intake and genetic variables are the most common predictors included in the models. Most risk models had moderate-to-high predictive ability (AUC>0.70). The highest AUC value (0.932) was produced from a risk model developed for patients with mild cognitive impairment. Conclusion The predictive ability of existing dementia risk models is acceptable. Population-specific dementia risk models are necessary for populations and subpopulations with different characteristics.
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