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MRI biomarkers in neurodegenerative disorders

机译:神经退行性疾病中的MRI生物标志物

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The neurodegenerative disorders all share a broad common mechanism: accumulation of abnormal protein within the nervous system leads to excess neuronal loss. Alzheimer's disease (AD), the prototypic neurodegenerative disease, is associated with accumulation of amyloid plaques and neurofibrillary tangles composed of phosphorylated tau which preceded excess neuronal loss within specific brain regions, notably the medial temporal lobes. Other neurodegenerative disorders (including frontotemporal dementia and dementia with Lewy bodies) are associated with deposition of different proteins, and different patterns of regional brain loss. Cross-sectional neuroimaging is widely used for diagnostic purposes and research, with MRI (and more recently PET) being used as inclusion/exclusion criteria and safety outcome measure for clinical trials. Serial MRI is widely used to assess the extent and pattern of progression in neurodegenerative diseases both for observational and therapeutic studies. In observational studies, longitudinal MRI-based measures of brain volume change (reflecting cerebral atrophy) are used to provide insights into the timing, extent and correlates of neurodegeneration. For clinical trials serial MRI based measures of atrophy are widely used as outcome measures, both to distinguish symptomatic from disease-modifying drug effects — under the premise that the latter but not the former will lead to attenuation of atrophy rate in the treated group compared to placebo — and to reduce sample size requirement. If atrophy based measures are to be used as outcome measures, it is essential that image acquisition is carefully planned and undertaken to provide appropriate tissue classification and stability over time. Thereafter, it is over to the image analyst. In this talk I will discuss the enduser requirements of an image-analysis tool, focusing on the need for clinicians and image analysts to work closely together to ensure that any such techniqu- s produce not only robust but also clinically relevant results. In the absence of a gold standard means of assessing the validity of any methods of determining brain volume change over time, safeguards to help provide reassurance will be discussed, including the use of simulated atrophy; comparison with manual techniques; and ensuring techniques are commutative/symmetric and transitive, reproducible and biological plausible. The importance of striving to reduce variance — the key factor influencing sample size — will be emphasized, with the caveat that the most that can be asked of any image analytical tool is to reduce within subject variability. The advantages and pitfalls of using sample size reduction per se as a criterion for comparing techniques will also be covered, with particular regard to data produced from the Alzheimer's disease Neuroimaging Initiative.
机译:在神经退行性疾病都有一个广泛的共同机制:异常蛋白质积聚的神经系统导致过量神经元的损失范围内。阿尔茨海默氏病(AD),所述原型的神经变性疾病,与淀粉样蛋白斑的累积和特定脑区域内之前过量的神经元损失磷酸化tau构成神经原纤维缠结相关的,尤其是内侧颞叶。其它神经变性疾病(包括额颞叶痴呆和路易体痴呆)与不同的蛋白质,和区域脑损失的不同图案的沉积有关。剖神经成像被广泛地用于诊断目的和研究,用MRI(以及最近PET)被用作纳入/排除标准和安全性结果度量临床试验。串行MRI被广泛用于评估在神经退行性疾病都为观测和治疗研究的程度和进展的图案。在观察研究,脑体积变化(反映脑萎缩)的纵向基于MRI的措施来提供深入了解的时间,程度和神经变性的相关因素。相比的前提下,后者而非前者会导致萎缩率的衰减治疗组 - 临床试验萎缩基于串行MRI措施被广泛用作成果的措施,无论从疾病修饰药物作用区分症状安慰剂 - 并减少样本量的要求。如果根据萎缩的措施将被用来作为成果的措施,至关重要的是,图像采集精心策划并承诺随着时间的推移提供适当的组织分类和稳定性。此后,并向图像分析。在这个演讲中,我将讨论的图像分析工具的最终用户需求,专注于需要临床医生和图像分析人员紧密合作,以确保任何此类techniqu-我国农产品不仅强劲,而且临床相关结果。在没有评估确定随时间的脑体积变化的任何方法的有效性的黄金标准手段,保障措施,以帮助提供保证将要讨论的,包括使用模拟萎缩;用手工技术比较;并确保技术是可交换/对称的和传递的,可再现的和生物似是而非。影响样本大小的关键因素 - - 努力降低方差的重要性将被强调,需要提醒的是,可以问任何图像分析工具的最多的是受变异范围内减少。的优点和通过使用本身样品尺寸减小为用于比较的技术的标准的缺陷也将被覆盖,特别是关于从阿尔茨海默氏病神经影像学倡议产生的数据。

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