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基于支持向量机分析的原发性闭角型青光眼患者局部和远程脑功能连接变化的预测价值

The Predictive Values of Changes in Local and Remote Brain Functional Connectivity in Primary Angle-Closure Glaucoma Patients According to Support Vector Machine Analysis.

作者信息

Fu Qiang, Liu Hui, Zhong Yu Lin

机构信息

Department of Emergency, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, China.

Department of Ophthalmology, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, China.

出版信息

Front Hum Neurosci. 2022 May 19;16:910669. doi: 10.3389/fnhum.2022.910669. eCollection 2022.

Abstract

PURPOSE

The primary angle-closure glaucoma (PACG) is an irreversible blinding eye disease in the world. Previous neuroimaging studies demonstrated that PACG patients were associated with cerebral changes. However, the effect of optic atrophy on local and remote brain functional connectivity in PACG patients remains unknown.

MATERIALS AND METHODS

In total, 23 patients with PACG and 23 well-matched Health Controls (HCs) were enrolled in our study and underwent resting-state functional magnetic resonance imaging (rs-fMRI) scanning. The regional homogeneity (ReHo) method and functional connectivity (FC) method were used to evaluate the local and remote brain functional connectivity. Moreover, support vector machine (SVM) method was applied to constructing PACG classification model.

RESULTS

Compared with the HC, PACG patients showed increased ReHo values in right cerebellum (CER)_8, left CER_4-5, and right CER_8. In contrast, PACG patients showed decreased ReHo values in the bilateral lingual gyrus (LING)/calcarine (CAL)/superior occipital gyrus (SOG) and right postcentral gyrus (PostCG). The ReHo value exhibited an accuracy of 91.30% and area under curve (AUC) of 0.95 for distinguishing the PACG patients from HC.

CONCLUSION

Our study demonstrated that the PACG patients showed abnormal ReHo value in the cerebellum, visual cortex, and supplementary motor area, which might be reflect the neurological mechanisms underlying vision loss and eye pain in PACG patients. Moreover, the ReHo values can be used as a useful biomarker for distinguishing the PACG patients from HCs.

摘要

目的

原发性闭角型青光眼(PACG)是一种全球范围内不可逆的致盲眼病。以往的神经影像学研究表明,PACG患者存在脑部变化。然而,视神经萎缩对PACG患者局部和远程脑功能连接的影响尚不清楚。

材料与方法

本研究共纳入23例PACG患者和23例匹配良好的健康对照(HCs),并进行静息态功能磁共振成像(rs-fMRI)扫描。采用局部一致性(ReHo)方法和功能连接(FC)方法评估局部和远程脑功能连接。此外,应用支持向量机(SVM)方法构建PACG分类模型。

结果

与HCs相比,PACG患者右侧小脑(CER)_8、左侧CER_4 - 5和右侧CER_8的ReHo值升高。相反,PACG患者双侧舌回(LING)/距状裂(CAL)/枕上回(SOG)和右侧中央后回(PostCG)的ReHo值降低。ReHo值区分PACG患者和HCs的准确率为91.30%,曲线下面积(AUC)为0.95。

结论

我们的研究表明,PACG患者小脑、视觉皮层和辅助运动区的ReHo值异常,这可能反映了PACG患者视力丧失和眼痛的神经机制。此外,ReHo值可作为区分PACG患者和HCs的有用生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b2e5/9160336/f979e1a43cca/fnhum-16-910669-g001.jpg

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