Influence of panic disorder and paroxetine on brain functional hubs in drug-free patients.

IF 4.5 3区 医学 Q1 CLINICAL NEUROLOGY Journal of Psychopharmacology Pub Date : 2024-12-01 Epub Date: 2024-09-23 DOI:10.1177/02698811241278780
Yingying Zhang, Haohao Yan, Yiding Han, Xiaoxiao Shan, Huabing Li, Feng Liu, Ping Li, Jingping Zhao, Wenbin Guo
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Abstract

Background: The effects of panic disorder (PD) and pharmacotherapy on brain functional hubs in drug-free patients, and the utility of their degree centrality (DC) in diagnosing and predicting treatment response (TR) for PD, remained unclear.

Aims: This study aimed to assess the effects of PD and paroxetine on brain functional hubs in drug-free patients and to identify neuroimaging biomarkers for diagnosing and predicting TR in patients with PD.

Methods: Imaging data from 54 medication-free PD patients and 54 matched healthy controls (HCs) underwent DC and functional connectivity (FC) analyses before and after a 4-week paroxetine treatment. Diagnosis and prediction of TR models for PD were constructed using support vector machine (SVM) and support vector regression (SVR), with DC as features.

Results: Patients with PD showed aberrant DC and FC in the anterior cingulum, temporal, and occipital areas compared with HCs at baseline. After treatment, DC of the patients increased in the calcarine cortex, lingual gyrus, and cerebellum IV/V, along with improved clinical symptoms. Utilizing voxel-wise DC values at baseline, the SVM effectively distinguished patients with PD from HCs with an accuracy of 83.33%. In SVR, the predicted TR significantly correlated with the observed TR (correlation coefficient (r) = 0.893, Mean Squared Error = 0.009).

Conclusion: Patients with PD exhibited abnormal DC and FC, notably in the limbic network, temporal, and occipital regions. Paroxetine ameliorated patients' symptoms while altering their brain FC. SVM and SVR models, utilizing baseline DC, effectively distinguished the patients from HCs and accurately predicted TR.

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恐慌症和帕罗西汀对无药患者大脑功能枢纽的影响。
背景:目的:本研究旨在评估惊恐障碍(PD)和帕罗西汀对无药患者大脑功能枢纽的影响,并确定用于诊断和预测PD患者治疗反应(TR)的神经影像生物标志物:54名未服药的PD患者和54名匹配的健康对照组(HCs)的成像数据在4周帕罗西汀治疗前后进行了DC和功能连接(FC)分析。使用支持向量机(SVM)和支持向量回归(SVR)构建了以直流电为特征的诊断和预测帕金森病的TR模型:结果:与基线时的HCs相比,PD患者在前扣带回、颞叶和枕叶区域表现出异常的DC和FC。治疗后,患者在钙皮质、舌回和小脑IV/V区的DC增加,临床症状也有所改善。利用基线时的体素DC值,SVM能有效区分PD患者和HC患者,准确率高达83.33%。在 SVR 中,预测 TR 与观察 TR 显著相关(相关系数 (r) = 0.893,平均平方误差 = 0.009):结论:帕金森病患者表现出异常的DC和FC,尤其是在边缘网络、颞叶和枕叶区域。帕罗西汀在改善患者症状的同时改变了他们的大脑功能。利用基线DC的SVM和SVR模型能有效区分患者和HC,并准确预测TR。
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来源期刊
Journal of Psychopharmacology
Journal of Psychopharmacology 医学-精神病学
CiteScore
8.60
自引率
4.90%
发文量
126
审稿时长
3-8 weeks
期刊介绍: The Journal of Psychopharmacology is a fully peer-reviewed, international journal that publishes original research and review articles on preclinical and clinical aspects of psychopharmacology. The journal provides an essential forum for researchers and practicing clinicians on the effects of drugs on animal and human behavior, and the mechanisms underlying these effects. The Journal of Psychopharmacology is truly international in scope and readership.
期刊最新文献
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