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Assessing hippocampal functional reserve in temporal lobe epilepsy: A multi-voxel pattern analysis of fMRI data

机译:颞叶癫痫评估海马功能储备:功能磁共振成像数据的多体素模式分析

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Assessing the functional reserve of key memory structures in the medial temporal lobes (MTL) of pre-surgical patients with intractable temporal lobe epilepsy (TLE) remains a challenge. Conventional functional MRI (fMRI) memory paradigms have yet to fully convince of their ability to confidently assess the risk of a post-surgical amnesia. An alternative fMRI analysis method, multi-voxel pattern analysis (MVPA), focuses on the patterns of activity across voxels in specific brain regions that are associated with individual memory traces. This method makes it possible to investigate whether the hippocampus and related structures contralateral to any proposed surgery are capable of laying down and representing specific memories. Here we used MVPA-fMRI to assess the functional integrity of the hippocampi and MTL in patients with long-standing medically refractory TLE associated with unilateral hippocampal sclerosis (HS). Patients were exposed to movie clips of everyday events prior to scanning, which they subsequently recalled during high-resolution fMRI. MTL structures were delineated and pattern classifiers were trained to learn the patterns of brain activity across voxels associated with each memory. Predictable patterns of activity across voxels associated with specific memories could be detected in MTL structures, including the hippocampus, on the side contralateral to the HS, indicating their functional viability. By contrast, no discernible memory representations were apparent in the sclerotic hippocampus, but adjacent MTL regions contained detectable information about the memories. These findings suggest that MVPA in fMRI memory studies of TLE can indicate hippocampal functional reserve and may be useful to predict the effects of hippocampal resection in individual patients.
机译:评估难治性颞叶癫痫(TLE)的术前患者内侧颞叶(MTL)的关键记忆结构的功能储备仍然是一个挑战。常规功能性MRI(fMRI)记忆范例尚未完全说服其自信地评估术后遗忘症风险的能力。另一种功能性MRI分析方法,即多体素模式分析(MVPA),着眼于特定大脑区域中与个体记忆轨迹相关的整个体素的活动模式。这种方法使研究任何提议的手术对侧的海马及相关结构是否能够放下并表现出特定的记忆成为可能。在这里,我们使用MVPA-fMRI来评估长期存在单侧海马硬化(HS)的难治性TLE的患者海马和MTL的功能完整性。在扫描之前,患者会接触到日常事件的电影剪辑,随后他们在高分辨率fMRI中将其回忆起来。描绘了MTL结构并训练了模式分类器,以学习与每个记忆相关的整个体素的大脑活动模式。跨与特定记忆相关的体素的可预测活动模式可以在MTL结构(包括海马体)中与HS相对的一侧检测到,表明其功能生存力。相比之下,在硬化性海马体中没有明显的记忆表现,但是相邻的MTL区域包含有关记忆的可检测信息。这些发现表明,在TLE的fMRI记忆研究中,MVPA可以指示海马功能储备,并且可能对预测个别患者的海马切除术效果有用。

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