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基于 fMRI 和多元模式分析的颞叶癫痫患者大脑两半球间功能连接和同伦的改变。

Altered interhemispheric functional homotopy and connectivity in temporal lobe epilepsy based on fMRI and multivariate pattern analysis.

机构信息

Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning, China.

Department of Radiology, the First Affiliated Hospital of Guangxi Medical University, Nanning, China.

出版信息

Neuroradiology. 2021 Nov;63(11):1873-1882. doi: 10.1007/s00234-021-02706-x. Epub 2021 May 3.

Abstract

PURPOSE

This study aimed to investigate how the functional homotopy and further functional connectivity (FC) of whole brain changed in temporal lobe epilepsy (TLE). We also evaluated which brain regions played a decisive role in classification by using functional magnetic resonance imaging (fMRI).

METHODS

Patients with TLE and matched healthy controls were included to collect the fMRI data and perform the voxel-mirrored homotopic connectivity (VMHC) and FC analyses. The correlation between the changed functional homotopy and neuropsychology tests was examined. Based on VMHC, the weight of each region in the classification was obtained using multivariate pattern analysis (MVPA).

RESULTS

The patients exhibited decreased functional coordination in the bilateral inferior temporal gyrus (ITG) and increased functional homotopy in the bilateral lingual gyrus compared with the control group in the VMHC analysis. Compared with healthy controls, the Montreal Cognitive Assessment score was lower, and the scores of Hamilton Anxiety (HAMA) and Hamilton Depression Scales were higher. The score of the HAMA Scale was positively correlated with the altered bilateral ITG. The FC analysis revealed increased connections between the right lingual gyrus and the left superior temporal gyrus/left insula. The MVPA showed that the accuracy, sensitivity, and specificity of classification were 68.49, 66.67 and 70.27%, respectively, and it confirmed that the temporal lobe, cerebellum, and parietal lobe provided significant contributions.

CONCLUSION

These findings demonstrated that the VMHC and FC changed in TLE, and the alterations were correlated with the anxiety state. The MVPA indicated that the abnormal VMHC was a crucial fMRI feature.

摘要

目的

本研究旨在探讨颞叶癫痫(TLE)患者全脑功能同伦和进一步功能连接(FC)的变化,并利用功能磁共振成像(fMRI)评估哪些脑区在分类中起决定性作用。

方法

纳入 TLE 患者和匹配的健康对照者以采集 fMRI 数据,并进行体素镜像同伦连接(VMHC)和 FC 分析。考察改变的功能同伦与神经心理学测试之间的相关性。基于 VMHC,使用多变量模式分析(MVPA)获得分类中每个区域的权重。

结果

VMHC 分析显示,与对照组相比,患者双侧颞下回(ITG)的功能协调性降低,双侧舌回的功能同伦性增加。与健康对照组相比,蒙特利尔认知评估量表评分较低,汉密尔顿焦虑量表(HAMA)和汉密尔顿抑郁量表评分较高。HAMA 量表评分与双侧 ITG 的改变呈正相关。FC 分析显示右侧舌回与左侧颞上回/左侧岛叶之间的连接增加。MVPA 显示分类的准确性、敏感性和特异性分别为 68.49%、66.67%和 70.27%,证实颞叶、小脑和顶叶提供了重要贡献。

结论

这些发现表明 TLE 中 VMHC 和 FC 发生改变,且这些改变与焦虑状态相关。MVPA 表明异常的 VMHC 是 fMRI 的一个关键特征。

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