Unraveling the Influence of Age, IQ, Education, and Negative Symptoms on Neurocognitive Performance in Schizophrenia: A Conditional Inference Tree Analysis.

IF 3.6 3区 医学 Q2 PHARMACOLOGY & PHARMACY
Pharmacopsychiatry Pub Date : 2024-03-01 Epub Date: 2024-02-22 DOI:10.1055/a-2258-0379
Xenia M Hart, Yasue Mitsukura, Robert R Bies, Hiroyuki Uchida
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引用次数: 0

Abstract

Introduction: The complex nature of neurocognitive impairment in schizophrenia has been discussed in light of the mixed effects of antipsychotic drugs, psychotic symptoms, dopamine D2 receptor blockade, and intelligence quotient (IQ). These factors have not been thoroughly examined before.

Methods: This study conducted a comprehensive re-analysis of the CATIE data using machine learning techniques, in particular Conditional Inference Tree (CTREE) analysis, to investigate associations between neurocognitive functions and moderating factors such as estimated trough dopamine D2 receptor blockade with risperidone, olanzapine, or ziprasidone, Positive and Negative Syndrome Scale (PANSS), and baseline IQ in 573 patients with schizophrenia.

Results: The study reveals that IQ, age, and education consistently emerge as significant predictors across all neurocognitive domains. Furthermore, higher severity of PANSS-negative symptoms was associated with lower cognitive performance scores in several domains. CTREE analysis, in combination with a genetic algorithm approach, has been identified as particularly insightful for illustrating complex interactions between variables. Lower neurocognitive function was associated with factors such as age>52 years, IQ<94/95,<12/13 education years, and more pronounced negative symptoms (score<26).

Conclusions: These findings emphasize the multifaceted nature of neurocognitive functioning in patients with schizophrenia, with the PANSS-negative score being an important predictor. This gives rise to a role in addressing negative symptoms as a therapeutic objective for enhancing cognitive impairments in these patients. Further research must examine nonlinear relationships among various moderating factors identified in this work, especially the role of D2 occupancy.

揭示年龄、智商、教育程度和消极症状对精神分裂症患者神经认知表现的影响:条件推理树分析》。
导言:鉴于抗精神病药物、精神病症状、多巴胺 D2 受体阻滞剂和智商(IQ)的混合效应,精神分裂症神经认知障碍的复杂性已被讨论过。这些因素以前从未得到过深入研究:本研究利用机器学习技术,特别是条件推理树(CTREE)分析法,对CATIE数据进行了全面的重新分析,以研究神经认知功能与调节因素(如利培酮、奥氮平或齐拉西酮的多巴胺D2受体阻滞估计谷值、阳性和阴性综合量表(PANSS)以及573名精神分裂症患者的基线智商)之间的关联:研究显示,智商、年龄和教育程度始终是所有神经认知领域的重要预测因素。此外,PANSS 阴性症状的严重程度越高,多个领域的认知表现得分越低。CTREE分析与遗传算法相结合,被认为在说明变量之间复杂的相互作用方面特别具有洞察力。较低的神经认知功能与年龄大于 52 岁、智商结论等因素有关:这些发现强调了精神分裂症患者神经认知功能的多面性,其中 PANSS 阴性评分是一个重要的预测因素。由此可见,解决阴性症状是改善这些患者认知功能障碍的治疗目标之一。进一步的研究必须对本研究中发现的各种调节因素之间的非线性关系,尤其是 D2 占用率的作用进行研究。
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来源期刊
Pharmacopsychiatry
Pharmacopsychiatry 医学-精神病学
CiteScore
7.10
自引率
9.30%
发文量
54
审稿时长
6-12 weeks
期刊介绍: Covering advances in the fi eld of psychotropic drugs, Pharmaco psychiatry provides psychiatrists, neuroscientists and clinicians with key clinical insights and describes new avenues of research and treatment. The pharmacological and neurobiological bases of psychiatric disorders are discussed by presenting clinical and experimental research.
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