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Neurobiological Significance of Automatic Segmentation: Application to the Early Diagnosis of Alzheimer's Disease

机译:自动分割的神经生物学意义:在阿尔茨海默氏病的早期诊断中的应用

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Alzheimer's disease is a progressive neurodegenerative disease that affects particularly memory function. Specifically, the neural system responsible for encoding and retrieval of the memory for facts and events (declarative memory) is dependent on anatomical structures located in the medial part of the temporal lobe (MTL). Clinical lesions as well as experimental evidence point that the hippocampal formation (hippocampus plus entorhinal cortex) and the adjacent cortex, both main components of the MTL, are the regions critical for normal declarative memory function. Neuroimage studies as ours, have taken advantage of the feasibility of manual segmentation of the gray matter volume, which correlates with memory impairment and clinical deterioration of Alzheimer's disease patients. We wanted to explore the advantages of automatic segmentation tools, and present results based on one 3T MRI in a young subject. The automatic segmentation allowed a better discrimination between ex-tracerebral structures and the surface of the brain, as well as an improvement both in terms of speed and reliability in the demarcation of different MTL structures, all of which play a key role in declarative memory processing. Based largely on our own nonhuman primate data on brain and hippocampal connections, we defined automatically the angular bundle in the MTL as the fibers containing the perforant path (interconnection and dialogue between the entorhinal cortex and its hippocampal termination. The speed and accuracy of the technique needs further development, but it seems to be promising enough for early detection of memory deficits associated to Alzheimer's disease.
机译:阿尔茨海默氏病是一种进行性神经退行性疾病,会特别影响记忆功能。具体而言,负责对事实和事件的记忆(声明性记忆)进行编码和检索的神经系统取决于位于颞叶(MTL)内侧部分的解剖结构。临床损伤和实验证据表明,海藻形成(海马加上内嗅皮层)和邻近皮层都是MTL的主要组成部分,是正常的声明性记忆功能的关键区域。像我们这样的神经影像研究,已经利用了手动分割灰质体积的可行性,这与阿尔茨海默氏病患者的记忆障碍和临床恶化相关。我们想探究自动分割工具的优势,并在年轻受试者中基于一项3T MRI提出结果。自动分割可以更好地区分前脑结构和大脑表面,并且在划分不同的MTL结构时在速度和可靠性方面都有改进,所有这些在声明性记忆处理中都起着关键作用。很大程度上基于我们自己关于大脑和海马连接的非人类灵长类动物数据,我们将MTL中的角束自动定义为包含穿孔路径的纤维(内嗅皮层与其海马末端之间的互连和对话。该技术的速度和准确性需要进一步的发展,但是对于早期发现与阿尔茨海默氏病有关的记忆缺陷似乎很有希望。

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