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
相关论文
共 50 条
  • [1] Controlled study of decision-making and cognitive impairment in Parkinson's disease
    Pagonabarraga, Javier
    Garcia-Sanchez, Carmen
    Llebaria, Gisela
    Pascual-Sedano, Berta
    Gironell, Alexandre
    Kulisevsky, Jaime
    MOVEMENT DISORDERS, 2007, 22 (10) : 1430 - 1435
  • [2] Cognitive predictors of medical decision-making capacity in mild cognitive impairment and Alzheimer's disease
    Stormoen, Sara
    Almkvist, Ove
    Eriksdotter, Maria
    Sundstrom, Erik
    Tallberg, Ing-Mari
    INTERNATIONAL JOURNAL OF GERIATRIC PSYCHIATRY, 2014, 29 (12) : 1304 - 1311
  • [3] Mild cognitive impairment in Parkinson’s disease: the Parkinson’s disease cognitive study (PACOS)
    Roberto Monastero
    Calogero Edoardo Cicero
    Roberta Baschi
    Marco Davì
    Antonina Luca
    Vincenzo Restivo
    Chiara Zangara
    Brigida Fierro
    Mario Zappia
    Alessandra Nicoletti
    Journal of Neurology, 2018, 265 : 1050 - 1058
  • [4] Mild cognitive impairment in Parkinson's disease: the Parkinson's disease cognitive study (PACOS)
    Monastero, Roberto
    Cicero, Calogero Edoardo
    Baschi, Roberta
    Davi, Marco
    Luca, Antonina
    Restivo, Vincenzo
    Zangara, Chiara
    Fierro, Brigida
    Zappia, Mario
    Nicoletti, Alessandra
    JOURNAL OF NEUROLOGY, 2018, 265 (05) : 1050 - 1058
  • [5] Incidence of Mild Cognitive Impairment and Dementia in Parkinson's Disease: The Parkinson's Disease Cognitive Impairment Study
    Nicoletti, Alessandra
    Luca, Antonina
    Baschi, Roberta
    Cicero, Calogero Edoardo
    Mostile, Giovanni
    Davi, Marco
    Pilati, Laura
    Restivo, Vincenzo
    Zappia, Mario
    Monastero, Roberto
    FRONTIERS IN AGING NEUROSCIENCE, 2019, 11
  • [6] Decision-making and apathy in early stage of Alzheimer's disease and in mild cognitive impairment
    Jacus, Jean-Pierre
    Bayard, Sophie
    Raffard, Stephane
    Gely-Nargeot, Marie-Christine
    GERIATRIE ET PSYCHOLOGIE NEUROPSYCHIATRIE DE VIEILLISSEMENT, 2013, 11 (02): : 215 - 223
  • [7] Decision-Making Profiles and Their Associations with Cognitive Performance in Mild Cognitive Impairment
    Zhang, Ying
    Wang, Jing
    Sun, Tingting
    Wang, Luchun
    Li, Tao
    Li, Huizi
    Zheng, Yaonan
    Fan, Zili
    Zhang, Ming
    Tu, Lihui
    Yu, Xin
    Wang, Huali
    JOURNAL OF ALZHEIMERS DISEASE, 2022, 87 (03) : 1215 - 1227
  • [8] Apathy and Emotion-Based Decision-Making in Amnesic Mild Cognitive Impairment and Alzheimer's Disease
    Bayard, Sophie
    Jacus, Jean-Pierre
    Raffard, Stephane
    Gely-Nargeot, Marie-Christine
    BEHAVIOURAL NEUROLOGY, 2014, 2014
  • [9] Is all cognitive impairment in Parkinson’s disease “mild cognitive impairment”?
    Saül Martínez-Horta
    Jaime Kulisevsky
    Journal of Neural Transmission , 2011, 118 : 1185 - 1190
  • [10] Is all cognitive impairment in Parkinson's disease "mild cognitive impairment"?
    Martinez-Horta, Sauel
    Kulisevsky, Jaime
    JOURNAL OF NEURAL TRANSMISSION, 2011, 118 (08) : 1185 - 1190