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磁共振成像梯度改变与 IIIa 型局灶性皮质发育不良致痫灶预测。

Neuroimaging gradient alterations and epileptogenic prediction in focal cortical dysplasia IIIa.

机构信息

Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, People's Republic of China.

Department of Neurosurgery, Beijing Neurosurgical Institute, Capital Medical University, Beijing, People's Republic of China.

出版信息

J Neural Eng. 2022 Apr 21;19(2). doi: 10.1088/1741-2552/ac6628.

DOI:10.1088/1741-2552/ac6628
PMID:35405671
Abstract

Focal cortical dysplasia type IIIa (FCD IIIa) is a highly prevalent temporal lobe epilepsy but the seizure outcomes are not satisfactory after epilepsy surgery. Hence, quantitative neuroimaging, epileptogenic alterations, as well as their values in guiding surgery are worth exploring.We examined 69 patients with pathologically verified FCD IIIa using multimodal neuroimaging and stereoelectroencephalography (SEEG). Among them, 18 received postoperative imaging which showed the extent of surgical resection and 9 underwent SEEG implantation. We also explored neuroimaging gradient alterations along with the distance to the temporal pole. Subsequently, the machine learning regression model was employed to predict whole-brain epileptogenicity. Lastly, the correlation between neuroimaging or epileptogenicity and surgical cavities was assessed.FCD IIIa displayed neuroimaging gradient alterations on the temporal neocortex, morphology-signal intensity decoupling, low similarity of intra-morphological features and high similarity of intra-signal intensity features. The support vector regression model was successfully applied at the whole-brain level to calculate the continuous epileptogenic value at each vertex (mean-squared error = 13.8 ± 9.8).Our study investigated the neuroimaging gradient alterations and epileptogenicity of FCD IIIa, along with their potential values in guiding suitable resection range and in predicting postoperative seizure outcomes. The conclusions from this study may facilitate an accurate presurgical examination of FCD IIIa. However, further investigation including a larger cohort is necessary to confirm the results.

摘要

IIIa 型局灶性皮质发育不良(FCD IIIa)是一种常见的颞叶癫痫,但癫痫手术后的发作结果并不令人满意。因此,定量神经影像学、致痫改变及其在指导手术中的价值值得探索。我们使用多模态神经影像学和立体脑电图(SEEG)检查了 69 例经病理证实的 FCD IIIa 患者。其中 18 例术后影像学显示手术切除范围,9 例行 SEEG 植入。我们还探讨了与颞极距离相关的神经影像学梯度改变。随后,我们采用机器学习回归模型预测全脑致痫性。最后,评估了神经影像学或致痫性与手术腔之间的相关性。FCD IIIa 在颞叶新皮质上显示出神经影像学梯度改变、形态-信号强度解耦、形态内特征的低相似性和信号强度内特征的高相似性。支持向量回归模型成功应用于全脑水平,以计算每个顶点的连续致痫值(均方误差=13.8±9.8)。我们的研究调查了 FCD IIIa 的神经影像学梯度改变和致痫性,以及它们在指导合适的切除范围和预测术后发作结果方面的潜在价值。本研究的结论可能有助于对 FCD IIIa 进行准确的术前检查。然而,需要进一步包括更大队列的研究来验证结果。

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