Clinical Implication of Maumgyeol Basic Biotypes–Electroencephalography- and Photoplethysmogram-Based Bwave State Inventory

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-25 DOI:10.30773/pi.2023.0381
Yunsu Kim, Junseok Hwang, Jaehyung Lee, Seongwon Jang, Yumi Im, Sunkyung Yoon, Seung-Hwan Lee
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Abstract

Objective The development of individual subtypes based on biomarkers offers a cost-effective and timely avenue to comprehending individual differences pertaining to mental health, independent from individuals’ subjective insights. Incorporating 2-channel electroencephalography (EEG) and photoplethysmogram (PPG), we sought to establish a subtype classification system with clinical relevance.Methods One hundred healthy participants and 99 patients with psychiatric disorders were recruited. Classification thresholds were determined using the EEG and PPG data from 2,278 individuals without mental disorders, serving to classify subtypes in our sample of 199 participants. Multivariate analysis of variance was applied to examine psychological distinctions among these subtypes. K-means clustering was employed to verify the classification system.Results The distribution of subtypes differed between healthy participants and those with psychiatric disorders. Cognitive abilities were contingent upon brain subtypes, while mind subtypes exhibited significant differences in symptom severity, overall health, and cognitive stress. K-means clustering revealed that the results of our theory-based classification and data-driven classification are comparable. The synergistic assessment of both brain and mind subtypes was also explored.Conclusion Our subtype classification system offers a concise means to access individuals’ mental health. The utilization of EEG and PPG signals for subtype classification offers potential for the future of digital mental healthcare.
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基于 Maumgyeol 基本生物类型--脑电图和人像图的 B 波状态清单的临床意义
目的 基于生物标志物的个体亚型的开发为了解与心理健康有关的个体差异提供了一种独立于个体主观见解的经济、及时的途径。结合双通道脑电图(EEG)和光电搏动图(PPG),我们试图建立一个具有临床意义的亚型分类系统。我们使用来自 2,278 名无精神障碍患者的脑电图和 PPG 数据确定了分类阈值,用于对我们的 199 名参与者样本进行亚型分类。我们采用多变量方差分析来研究这些亚型之间的心理差异。结果 健康参与者和精神障碍患者的亚型分布不同。认知能力取决于大脑亚型,而心理亚型在症状严重程度、总体健康状况和认知压力方面表现出显著差异。K均值聚类显示,我们基于理论的分类结果与数据驱动的分类结果具有可比性。结论 我们的亚型分类系统为了解个人心理健康提供了一种简明的方法。利用脑电图和 PPG 信号进行亚型分类为未来的数字心理保健提供了潜力。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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