Zhao Kun, Lin Jiaji, Dyrba Martin, Wang Dong, Che Tongtong, Wu Haoyang, Wang Jingyu, Liu Yong, Li Shuyu
Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China.
Department of Neurology, Second Affiliated Hospital of Air Force Medical University, Xi'an, China.
Netw Neurosci. 2023 Jan 1;7(1):86-101. doi: 10.1162/netn_a_00271. eCollection 2023.
Amyloid-beta (Aβ) deposition and altered brain structure are the most relevant neuroimaging biomarkers for Alzheimer's disease (AD). However, their spatial inconsistency was always confusing and misleading. Furthermore, the relationship between this spatial inconsistency and AD progression is unclear. The current study introduced a regional radiomics similarity network (R2SN) to map structural MRI and Aβ positron emission tomography (PET) images to study their cross-modal interregional coupling. A total of 790 participants (248 normal controls, 390 mild cognitive impaired patients, and 152 AD patients) with their structural MRI and PET images were studied. The results showed that global and regional R2SN coupling significantly decreased according to the severity of cognitive decline, from mild cognitive impairment to AD dementia. The global coupling patterns are discriminative between different APOE ε4, Aβ, and Tau subgroups. R2SN coupling was probed for relationships with neuropsychiatric measures and peripheral biomarkers. Kaplan-Meier analysis showed that lower could reveal worse clinical progression of dementia. The R2SN coupling scores derived from the coupling between Aβ and atrophy over individual brain regions could reflect the specific pathway of AD progression, which would be a reliable biomarker for AD.
淀粉样蛋白β(Aβ)沉积和脑结构改变是阿尔茨海默病(AD)最相关的神经影像学生物标志物。然而,它们的空间不一致性一直令人困惑且具有误导性。此外,这种空间不一致性与AD进展之间的关系尚不清楚。当前研究引入了一种区域放射组学相似性网络(R2SN)来对结构磁共振成像(MRI)和Aβ正电子发射断层扫描(PET)图像进行映射,以研究它们的跨模态区域间耦合。共研究了790名参与者(248名正常对照者、390名轻度认知障碍患者和152名AD患者)的结构MRI和PET图像。结果表明,从轻度认知障碍到AD痴呆,根据认知衰退的严重程度,全局和区域R2SN耦合显著降低。全局耦合模式在不同的APOE ε4、Aβ和Tau亚组之间具有鉴别性。探究了R2SN耦合与神经精神测量指标和外周生物标志物之间的关系。Kaplan-Meier分析表明,较低的[此处原文缺失具体指标]可揭示痴呆更差的临床进展。从个体脑区的Aβ与萎缩之间耦合得出的R2SN耦合分数可反映AD进展的特定途径,这将是AD的一种可靠生物标志物。