Wu Jianfeng, Su Yi, Reiman Eric M, Caselli Richard J, Chen Kewei, Thompson Paul M, Wang Junwen, Wang Yalin
SCAI, ASU, Tempe, AZ, USA.
BAI, Phoenix, AZ, USA.
Proc IEEE Int Symp Biomed Imaging. 2022 Mar;2022. doi: 10.1109/isbi52829.2022.9761576. Epub 2022 Apr 26.
Alzheimer's disease (AD) affects more than 1 in 9 people age 65 and older and becomes an urgent public health concern as the global population ages. Tau tangle is the specific protein pathological hallmark of AD and plays a crucial role in leading to dementia-related structural deformations observed in magnetic resonance imaging (MRI) scans. The volume loss of hippocampus is mainly related to the development of AD. Besides, apolipoprotein E () also has significant effects on the risk of developing AD. However, few studies focus on integrating genotypes, MRI, and tau deposition to infer multimodal relationships. In this paper, we proposed a federated chow test model to study the synergistic effects of and tau on hippocampal morphometry. Our experimental results demonstrate our model can detect the difference of tau deposition and hippocampal atrophy among the cohorts with different genotypes and subiculum and cornu ammonis 1 (CA1 subfield) were identified as hippocampal subregions where atrophy is strongly associated with abnormal tau in the homozygote cohort. Our model will provide novel insight into the neural mechanisms about the individual impact of and tau deposition on brain imaging.
阿尔茨海默病(AD)影响着每9名65岁及以上老人中的1人以上,随着全球人口老龄化,它已成为一个紧迫的公共卫生问题。 Tau缠结是AD特有的蛋白质病理标志,在导致磁共振成像(MRI)扫描中观察到的与痴呆相关的结构变形方面起着关键作用。海马体体积缩小主要与AD的发展有关。此外,载脂蛋白E()对患AD的风险也有显著影响。然而,很少有研究关注整合基因型、MRI和tau沉积以推断多模态关系。在本文中,我们提出了一种联邦周检验模型来研究和tau对海马形态测量的协同作用。我们的实验结果表明,我们的模型可以检测不同基因型队列之间tau沉积和海马萎缩的差异,并且在纯合子队列中,下托和海马1区(CA1亚区)被确定为海马亚区域,其中萎缩与异常tau密切相关。我们的模型将为和tau沉积对脑成像的个体影响的神经机制提供新的见解。