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异常自发性神经活动可作为预测强迫症患者早期治疗反应的潜在指标。

Abnormal spontaneous neural activity as a potential predictor of early treatment response in patients with obsessive-compulsive disorder.

机构信息

Department of Psychiatry, National Clinical Research Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha 410011, Hunan, China.

Department of Radiology, The Second Xiangya Hospital of Central South University, Changsha, Hunan 410011, China.

出版信息

J Affect Disord. 2022 Jul 15;309:27-36. doi: 10.1016/j.jad.2022.04.125. Epub 2022 Apr 23.

Abstract

BACKGROUND

We aimed to explore the value of early improvement in obsessive-compulsive disorder (OCD) along with potential imaging changes after treatment with paroxetine in building diagnostic models and predicting treatment response.

METHODS

The clinical symptoms of patients with OCD were assessed at baseline and post-treatment (four weeks). Resting-state functional magnetic resonance imaging, fractional amplitudes of low-frequency fluctuations (fALFF) indicator, support vector machine (SVM), support vector regression (SVR), and correlation analysis were performed to acquire and analyze the data.

RESULTS

In comparison with healthy controls, OCD patients at baseline had abnormal fALFF in several brain regions. The abnormal fALFF in the left precuneus/ posterior cingulate cortex (PCC) (r = -0.526, p = 0.001) and right middle cingulate cortex (MCC) (r = -0.588, p < 0.001) were negatively correlated with the severity of compulsions. Patients with OCD showed significantly clinical improvement along with significantly decreased fALFF in the left precuneus after treatment. The SVM analysis showed that the classifier had an accuracy of 90.00% based on the fALFF in the right precentral gyrus and right MCC at baseline. The SVR analysis showed that the actual remission of OCD was positively correlated with the predicted remission based on the fALFF in the left precuneus/PCC and right MCC at baseline.

LIMITATIONS

This monocentric study with the relatively small sample size might restrict the generalizability of the results to other centers.

CONCLUSIONS

Abnormal spontaneous neural activities in patients with OCD could serve as potential neuroimaging biomarkers for diagnosis and prediction of early treatment response.

摘要

背景

我们旨在探讨帕罗西汀治疗后强迫症(OCD)早期改善及潜在影像学变化在构建诊断模型和预测治疗反应中的价值。

方法

在基线和治疗后(四周)评估强迫症患者的临床症状。进行静息态功能磁共振成像、低频振幅(fALFF)指标、支持向量机(SVM)、支持向量回归(SVR)和相关分析,以获取和分析数据。

结果

与健康对照组相比,强迫症患者基线时多个脑区的 fALFF 存在异常。左楔前叶/后扣带回(PCC)(r=-0.526,p=0.001)和右中央扣带(MCC)(r=-0.588,p<0.001)的异常 fALFF 与强迫症状的严重程度呈负相关。治疗后,强迫症患者的临床症状明显改善,同时左楔前叶的 fALFF 明显降低。SVM 分析显示,基于基线时右侧中央前回和右侧 MCC 的 fALFF,分类器的准确率为 90.00%。SVR 分析显示,基于基线时左楔前叶/PCC 和右侧 MCC 的 fALFF,强迫症的实际缓解与预测缓解呈正相关。

局限性

这项单中心研究样本量相对较小,可能会限制结果在其他中心的推广。

结论

强迫症患者异常的自发神经活动可作为潜在的神经影像学生物标志物,用于诊断和预测早期治疗反应。

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