A study on the exploration of mild cognitive impairment in Parkinson's disease based on decision-making cognitive computing

被引:0
|
作者
Huang, Shouqiang [1 ]
Li, Kai [2 ,3 ]
Wang, Chen [1 ]
Liu, Jiakang [1 ]
Li, Shuwu [1 ]
Tu, Yuting [1 ]
Wang, Bo [1 ]
Feng, Huangqin [1 ]
Yu, Qin [2 ]
Lin, Hongzhou [1 ]
Xu, Yuzhe [2 ]
Wu, Jinghang [2 ]
Zhang, Ting [1 ]
Chen, Tong [4 ,5 ]
机构
[1] Zhejiang Chinese Med Univ, Sch Med Technol & Informat Engn, Hangzhou, Peoples R China
[2] Hangzhou Med Coll, Sch Informat Engn, Hangzhou, Peoples R China
[3] Hangzhou Med Coll, Zhejiang Engn Res Ctr Brain Cognit & Brain Dis Dig, Hangzhou, Peoples R China
[4] Chinese Peoples Liberat Army Gen Hosp, Med Ctr 2, Dept Neurol, Beijing, Peoples R China
[5] Chinese Peoples Liberat Army Gen Hosp, Natl Clin Res Ctr Geriatr Dis, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
exploration; Parkinson's disease; mild cognitive impairment; decision-making; digital biomarkers; INDIVIDUAL-DIFFERENCES; SPATIAL-BEHAVIOR; CONNECTIVITY;
D O I
10.3389/fnins.2024.1495975
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Mild cognitive impairment in Parkinson's disease (PD-MCI) as an independent risk factor for dementia in Parkinson's disease has prognostic value in predicting dementia in PD patients. It was found that the calculation of cognitive function decision-making could better evaluate the cognitive function of PD-MCI. Therefore, this study explored deficits in decision-making cognitive function in PD-MCI population, and mined novel digital biomarkers for recognizing early cognitive decline in PD-MCI through an independently designed maze decision-making digital assessment paradigm. This study included 30 healthy controls 37 PD with normal cognition (PD-NC) and 40 PD-MCI patients. Through difference comparison and stepwise regression analysis, two digital decision-making biomarkers, total decision time and performance average acceleration, were screened, and their joint area under curve for the ability to discriminate between PD-MCI and PD-NC was 0.909, and for the ability to discriminate between PD-MCI and NC was 0.942. In addition, it was found that maze digital decision-making biomarkers had greater early warning efficacy in men than in women. Unlike traditional methods, this study used digital dynamic assessment to reveal possible decision-making cognitive deficits in the PD-MCI populations, which provides new ideas for effective screening for PD-MCI.
引用
收藏
页数:18
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