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主要神经认知精神病:一种基于机器学习的新型精神分裂症内表型类别,类似于克雷丕林和布洛伊勒的概念。

Major neurocognitive psychosis: a novel schizophrenia endophenotype class that is based on machine learning and resembles Kraepelin's and Bleuler's conceptions.

机构信息

Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.

Deakin University, IMPACT, The Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Barwon Health, Geelong, Australia.

出版信息

Acta Neuropsychiatr. 2023 Jun;35(3):123-137. doi: 10.1017/neu.2022.32. Epub 2022 Nov 14.

DOI:10.1017/neu.2022.32
PMID:36373497
Abstract

The purpose of this study is to describe how to use the precision nomothetic psychiatry approach to (a) delineate the associations between schizophrenia symptom domains, including negative symptoms, psychosis, hostility, excitation, mannerism, formal thought disorders, psychomotor retardation (PHEMFP), and cognitive dysfunctions and neuroimmunotoxic and neuro-oxidative pathways and (b) create a new endophenotype class based on these features. We show that all symptom domains (negative and PHEMFP) may be used to derive a single latent trait called overall severity of schizophrenia (OSOS). In addition, neurocognitive test results may be used to extract a general cognitive decline (G-CoDe) index, based on executive function, attention, semantic and episodic memory, and delayed recall scores. According to partial least squares analysis, the impacts of adverse outcome pathways (AOPs) on OSOS are partially mediated by increasing G-CoDe severity. The AOPs include neurotoxic cytokines and chemokines, oxidative damage to proteins and lipids, IgA responses to neurotoxic tryptophan catabolites, breakdown of the vascular and paracellular pathways with translocation of Gram-negative bacteria, and insufficient protection through lowered antioxidant levels and impairments in the innate immune system. Unsupervised machine learning identified a new schizophrenia endophenotype class, named major neurocognitive psychosis (MNP), which is characterised by increased negative symptoms and PHEMFP, G-CoDe and the above-mentioned AOPs. Based on these pathways and phenome features, MNP is a distinct endophenotype class which is qualitatively different from simple psychosis (SP). It is impossible to draw any valid conclusions from research on schizophrenia that ignores the MNP and SP distinctions.

摘要

本研究旨在描述如何使用精确定域精神病学方法

(a) 描绘精神分裂症症状领域(包括阴性症状、精神病、敌意、兴奋、刻板、形式思维障碍、精神运动迟滞(PHEMFP)和认知功能障碍)与神经免疫毒性和神经氧化途径之间的关联,以及 (b) 基于这些特征创建新的内表型类别。我们表明,所有症状领域(阴性和 PHEMFP)都可用于得出一个称为精神分裂症总体严重程度(OSOS)的单一潜在特征。此外,神经认知测试结果可用于提取基于执行功能、注意力、语义和情景记忆以及延迟回忆分数的一般认知衰退(G-CoDe)指数。根据偏最小二乘分析,不良结局途径 (AOPs) 对 OSOS 的影响部分通过增加 G-CoDe 严重程度来介导。AOPs 包括神经毒性细胞因子和趋化因子、蛋白质和脂质的氧化损伤、针对神经毒性色氨酸代谢产物的 IgA 反应、血管和细胞旁途径的破坏以及通过降低抗氧化水平和先天免疫系统损伤导致的保护不足。无监督机器学习确定了一种新的精神分裂症内表型类别,命名为主要神经认知精神病(MNP),其特征是增加了阴性症状和 PHEMFP、G-CoDe 以及上述 AOPs。基于这些途径和表型特征,MNP 是一种独特的内表型类别,与单纯精神病(SP)在性质上有所不同。如果忽略 MNP 和 SP 的区别,从对精神分裂症的研究中得出任何有效结论都是不可能的。

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