Biospective Inc., Montreal, QC, Canada.
Research Institute of the McGill University Health Centre, Montreal, QC, Canada.
J Alzheimers Dis. 2020;73(2):543-557. doi: 10.3233/JAD-190560.
Several positron emission tomography (PET) studies have explored the relationship between amyloid-β (Aβ), glucose metabolism, and the APOEɛ4 genotype. It has been reported that APOEɛ4, and not aggregated Aβ, contributes to glucose hypometabolism in pre-clinical stages of Alzheimer's disease (AD) pathology.
We hypothesize that typical measurements of Aβ taken either from composite regions-of-interest with relatively high burden actually cover significant patterns of the relationship with glucose metabolism. In contrast, spatially weighted measures of Aβ are more related to glucose metabolism in cognitively normal (CN) aging and mild cognitive impairment (MCI).
We have generated a score of amyloid burden based on a joint singular value decomposition (SVD) of the cross-correlation structure between glucose metabolism, as measured by [18F]2-fluoro-2-deoxyglucose (FDG) PET, and Aβ, as measured by [18F]florbetapir PET, from the Alzheimer's Disease Neuroimaging Initiative study. This SVD-based score reveals cortical regions where a reduced glucose metabolism is maximally correlated with distributed patterns of Aβ.
From an older population of CN and MCI subjects, we found that the SVD-based Aβ score was significantly correlated with glucose metabolism in several cortical regions. Additionally, the corresponding Aβ network has hubs that contribute to distributed glucose hypometabolism, which, in turn, are not necessarily foci of Aβ deposition.
Our approach uncovered hidden patterns of the glucose metabolism-Aβ relationship. We showed that the SVD-based Aβ score produces a stronger relationship with decreasing glucose metabolism than either APOEɛ4 genotype or global measures of Aβ burden.
几项正电子发射断层扫描 (PET) 研究探讨了淀粉样蛋白-β (Aβ)、葡萄糖代谢和 APOEɛ4 基因型之间的关系。据报道,APOEɛ4 而不是聚集的 Aβ,导致阿尔茨海默病 (AD) 病理的临床前阶段葡萄糖代谢低下。
我们假设,从复合感兴趣区域中获得的典型 Aβ测量值(其具有相对较高的负担)实际上涵盖了与葡萄糖代谢关系的重要模式。相比之下,在认知正常 (CN) 衰老和轻度认知障碍 (MCI) 中,Aβ 的空间加权测量值与葡萄糖代谢更相关。
我们根据 [18F]2-氟-2-脱氧葡萄糖 (FDG) PET 测量的葡萄糖代谢与 [18F]florbetapir PET 测量的 Aβ之间的交叉相关结构的联合奇异值分解 (SVD),生成了基于淀粉样蛋白负担的分数。这种基于 SVD 的评分揭示了皮质区域,其中葡萄糖代谢的降低与 Aβ 的分布式模式最大相关。
从 CN 和 MCI 受试者的较老人群中,我们发现基于 SVD 的 Aβ评分与几个皮质区域的葡萄糖代谢显著相关。此外,相应的 Aβ 网络具有有助于分布式葡萄糖代谢低下的枢纽,而这些枢纽不一定是 Aβ 沉积的焦点。
我们的方法揭示了葡萄糖代谢-Aβ 关系的隐藏模式。我们表明,基于 SVD 的 Aβ 评分与葡萄糖代谢的降低比 APOEɛ4 基因型或 Aβ 负担的全局测量值产生更强的关系。