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异常度中心度作为右颞叶癫痫潜在的影像学生物标志物:一项静息态功能磁共振成像研究和支持向量机分析。

Abnormal Degree Centrality as a Potential Imaging Biomarker for Right Temporal Lobe Epilepsy: A Resting-state Functional Magnetic Resonance Imaging Study and Support Vector Machine Analysis.

机构信息

Department of Psychiatry, Renmin Hospital of Wuhan University, Wuhan, China.

Department of Psychiatry, Jiangxia District Mental Hospital, Wuhan, China.

出版信息

Neuroscience. 2022 Apr 1;487:198-206. doi: 10.1016/j.neuroscience.2022.02.004. Epub 2022 Feb 11.

Abstract

Previous studies have reported altered neuroimaging features in right temporal lobe epilepsy (rTLE). However, the alterations in degree centrality (DC) as a diagnostic method for rTLE have not been reported. Therefore, we aimed to explore abnormalities in the DC of the rTLE and whether such alterations could be applied to the diagnosis of rTLE. Resting-state functional magnetic resonance imaging (fMRI) was used to scan 82 patients with rTLE and 69 healthy controls. The DC and support vector machine (SVM) methods were used for an analysis of the imaging data. Compared to the control group, the rTLE patients exhibited lower DC values in the right hippocampus, right superior temporal gyrus, and right caudate. Compared to the control group, the rTLE patients showed higher DC values in the right medial superior frontal gyrus (SFGmed), left dorsolateral superior frontal gyrus (SFGdor), right inferior parietal lobule (IPL), and the left postcentral. The highest diagnostic accuracy of 99.34% (150/151), based on SVM analysis, was demonstrated for the combination of abnormal DC in the right IPL and the left SFGdor, along with a sensitivity of 100% (82/82), and a specificity of 98.55% (68/69) for the differentiation of rTLE patients from healthy controls. The study demonstrated abnormal functional connectivity in rTLE patients. Thus, a distinctive DC pattern may serve as an imaging marker for the diagnosis of rTLE patients.

摘要

先前的研究报告称,右侧颞叶癫痫(rTLE)存在神经影像学特征改变。然而,尚未有研究报道度中心度(DC)改变作为 rTLE 的诊断方法。因此,我们旨在探讨 rTLE 的 DC 异常情况,以及这种改变是否可用于 rTLE 的诊断。使用静息态功能磁共振成像(fMRI)对 82 例 rTLE 患者和 69 名健康对照者进行扫描。采用 DC 和支持向量机(SVM)方法对影像数据进行分析。与对照组相比,rTLE 患者右侧海马体、右侧颞上回和右侧尾状核的 DC 值较低。与对照组相比,rTLE 患者右侧额上回内侧部(SFGmed)、左侧额上回外侧部(SFGdor)、右侧顶下小叶(IPL)和左侧中央后回的 DC 值较高。SVM 分析显示,右侧 IPL 和左侧 SFGdor 的 DC 异常组合的诊断准确率最高,为 99.34%(150/151),rTLE 患者的敏感性为 100%(82/82),特异性为 98.55%(68/69),可用于区分 rTLE 患者与健康对照者。该研究表明 rTLE 患者存在异常的功能连接。因此,独特的 DC 模式可能作为 rTLE 患者的诊断影像学标志物。

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