Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA.
Nat Commun. 2022 Mar 21;13(1):1495. doi: 10.1038/s41467-022-28941-1.
Alzheimer's disease (AD) is defined by amyloid (A) and tau (T) pathologies, with T better correlated to neurodegeneration (N). However, T and N have complex regional relationships in part related to non-AD factors that influence N. With machine learning, we assessed heterogeneity in F-flortaucipir vs. F-fluorodeoxyglucose positron emission tomography as markers of T and neuronal hypometabolism (N) in 289 symptomatic patients from the Alzheimer's Disease Neuroimaging Initiative. We identified six T/N clusters with differing limbic and cortical patterns. The canonical group was defined as the T/N pattern with lowest regression residuals. Groups resilient to T had less hypometabolism than expected relative to T and displayed better cognition than the canonical group. Groups susceptible to T had more hypometabolism than expected given T and exhibited worse cognitive decline, with imaging and clinical measures concordant with non-AD copathologies. Together, T/N mismatch reveals distinct imaging signatures with pathobiological and prognostic implications for AD.
阿尔茨海默病(AD)的定义是淀粉样蛋白(A)和tau(T)病理学,其中 T 与神经退行性变(N)的相关性更好。然而,T 和 N 在一定程度上与影响 N 的非 AD 因素有着复杂的区域关系。通过机器学习,我们评估了 289 名来自阿尔茨海默病神经影像学倡议的有症状患者中 F-氟脱氧葡萄糖正电子发射断层扫描(F-fluorodeoxyglucose positron emission tomography)作为 T 和神经元低代谢(N)标志物的 F-flortaucipir 的异质性。我们发现了六个具有不同边缘和皮质模式的 T/N 簇。典型组是指 T/N 模式的回归残差最低。与 T 相比,对 T 有抵抗力的组的低代谢程度低于预期,认知能力优于典型组。对 T 敏感的组的低代谢程度高于预期的 T,认知能力下降更严重,影像学和临床指标与非 AD 共病一致。总之,T/N 不匹配揭示了 AD 具有生物学和预后意义的不同影像学特征。