Carbonell Felix, Zijdenbos Alex P, McLaren Donald G, Iturria-Medina Yasser, Bedell Barry J
Biospective Inc., Montreal, Canada
Biospective Inc., Montreal, Canada.
J Cereb Blood Flow Metab. 2016 Dec;36(12):2058-2071. doi: 10.1177/0271678X16654492. Epub 2016 Jun 14.
Glucose hypometabolism in the pre-clinical stage of Alzheimer's disease (AD) has been primarily associated with the APOE ɛ4 genotype, rather than fibrillar β-amyloid. In contrast, aberrant patterns of metabolic connectivity are more strongly related to β-amyloid burden than APOE ɛ4 status. A major limitation of previous studies has been the dichotomous classification of subjects as amyloid-positive or amyloid-negative. Dichotomous treatment of a continuous variable, such as β-amyloid, potentially obscures the true relationship with metabolism and reduces the power to detect significant changes in connectivity. In the present work, we assessed alterations of glucose metabolism and metabolic connectivity as continuous function of β-amyloid burden using positron emission tomography scans from the Alzheimer's Disease Neuroimaging Initiative study. Modeling β-amyloid as a continuous variable resulted in better model fits and improved power compared to the dichotomous model. Using this continuous model, we found that both APOE ɛ4 genotype and β-amyloid burden are strongly associated with glucose hypometabolism at early stages of Alzheimer's disease. We also determined that the cumulative effects of β-amyloid deposition result in a particular pattern of altered metabolic connectivity, which is characterized by global, synchronized hypometabolism at early stages of the disease process, followed by regionally heterogeneous, progressive hypometabolism.
阿尔茨海默病(AD)临床前期的葡萄糖代谢减退主要与APOE ε4基因型相关,而非与纤维状β淀粉样蛋白相关。相比之下,代谢连接的异常模式与β淀粉样蛋白负荷的关系比与APOE ε4状态的关系更为密切。以往研究的一个主要局限性是将受试者二分法分类为淀粉样蛋白阳性或淀粉样蛋白阴性。对诸如β淀粉样蛋白这样的连续变量进行二分法处理,可能会掩盖其与代谢的真实关系,并降低检测连接性显著变化的能力。在本研究中,我们使用阿尔茨海默病神经影像倡议研究中的正电子发射断层扫描,将葡萄糖代谢和代谢连接的改变评估为β淀粉样蛋白负荷的连续函数。与二分法模型相比,将β淀粉样蛋白建模为连续变量可得到更好的模型拟合和更高的效能。使用这个连续模型,我们发现APOE ε4基因型和β淀粉样蛋白负荷在阿尔茨海默病早期均与葡萄糖代谢减退密切相关。我们还确定,β淀粉样蛋白沉积的累积效应导致了一种特定的代谢连接改变模式,其特征是在疾病过程早期出现整体同步的代谢减退,随后是区域异质性的进行性代谢减退。