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基于决策认知计算的帕金森病轻度认知障碍探索研究

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

作者信息

Huang Shouqiang, Li Kai, Wang Chen, Liu Jiakang, Li Shuwu, Tu Yuting, Wang Bo, Feng Huangqin, Yu Qin, Lin Hongzhou, Xu Yuzhe, Wu Jinghang, Zhang Ting, Chen Tong

机构信息

School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China.

School of Information Engineering, Hangzhou Medical College, Hangzhou, China.

出版信息

Front Neurosci. 2025 Jan 7;18:1495975. doi: 10.3389/fnins.2024.1495975. eCollection 2024.

DOI:10.3389/fnins.2024.1495975
PMID:39840014
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11747548/
Abstract

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.

摘要

帕金森病轻度认知障碍(PD-MCI)作为帕金森病痴呆的独立危险因素,对预测帕金森病患者的痴呆具有预后价值。研究发现,认知功能决策计算能更好地评估PD-MCI的认知功能。因此,本研究通过自主设计的迷宫决策数字评估范式,探究了PD-MCI人群决策认知功能的缺陷,并挖掘用于识别PD-MCI早期认知衰退的新型数字生物标志物。本研究纳入了30名健康对照者、37名认知正常的帕金森病患者(PD-NC)和40名PD-MCI患者。通过差异比较和逐步回归分析,筛选出两个数字决策生物标志物,即总决策时间和表现平均加速度,它们区分PD-MCI与PD-NC的曲线下联合面积为0.909,区分PD-MCI与健康对照者的曲线下联合面积为0.942。此外,研究发现迷宫数字决策生物标志物在男性中比在女性中具有更大的预警效力。与传统方法不同,本研究采用数字动态评估揭示PD-MCI人群可能存在的决策认知缺陷,为有效筛查PD-MCI提供了新思路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4159/11747548/f01a52e23837/fnins-18-1495975-g005.jpg
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本文引用的文献

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Continuous decision to wait for a future reward is guided by fronto-hippocampal anticipatory dynamics.持续的等待未来奖励的决策是由额-海马前导的预期动态指导的。
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轻度认知障碍患者决策过程中涉及的认知、情感和日常功能领域:一项系统综述
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