Longitudinal Changes of Structural and Functional Connectivity and Correlations with Neurocognitive Metrics

Yongxia Zhou
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Abstract

Revealing brain functional and micro-structural changes over a relatively short period at individual levels are especially important given that many risks associated with age including vascular and neuroinflammation increases and could confound the baseline fMRI parametric images. Cellular-level axonal injury and/or demyelination as well as dispersed mesoscopic level substance abnormal aggregation and structural/functional abnormality could occur in short subacute/acute phases, while literatures related to longitudinal changes with age are limited with only our previous fMRI findings. Longitudinal data were used to characterize these multi-parameters including random intercept and interval per individual. No significant age by gender interactions have been found to either DTI fractional anisotropy (FA) or diffusivity metrics. The interval effective regions showed longitudinal change of FA and radial diffusivity (RD)/axial diffusivity (AX) values remained similar to the aging results found with cross-sectional data. Significant correlations between DTI and fMRI metrics as well as between imaging and neurocognitive data including speed and memory were found. Our results indicate significant and consistent age, gender and apolipoprotein E (APOE) genotypic effects on structural and functional connectivity at both short-interval and cross-sectional ranges, together with correlational neurocognitive functions. We found longitudinal changes in both DTI and fcMRI in regions were similar to those demonstrating cross-sectional effects of age; for instance decreased fcMRI in DMN but increased fcMRI in anti-correlated DAN networks. The APOE genotypic signatures of FA and functional connectivity suggested possible tight associations between myelin/neuronal activation and APOE gene, indicating different roles of APOE alleles on brain structural conductivity, demyelination and neuroplasticity. Taken together, our neuroimaging and correlational neurocognitive results indicate significant and consistent age, gender and APOE genotypic effects on structural and functional connectivity at both baseline and longitudinal short-interval ranges.
结构和功能连通性的纵向变化及其与神经认知指标的相关性
考虑到许多与年龄相关的风险(包括血管和神经炎症)增加,并可能混淆fMRI参数化基线图像,在相对较短的时间内揭示个体水平上的脑功能和微观结构变化尤为重要。细胞水平的轴突损伤和/或脱髓鞘以及分散的介观水平的物质异常聚集和结构/功能异常可能发生在短的亚急性/急性期,而与年龄相关的纵向变化的文献有限,只有我们之前的fMRI发现。纵向数据用于表征这些多参数,包括随机截距和每个人的间隔。DTI分数各向异性(FA)或扩散系数指标均未发现明显的年龄性别相互作用。层间有效区FA呈纵向变化,径向扩散系数(RD)/轴向扩散系数(AX)值与截面数据的老化结果保持一致。DTI和fMRI指标之间以及成像和神经认知数据(包括速度和记忆)之间存在显著相关性。我们的研究结果表明,年龄、性别和载脂蛋白E (APOE)基因型在短时间间隔和横截面范围内对结构和功能连通性以及相关的神经认知功能都有显著和一致的影响。我们发现DTI和fcMRI的纵向变化与年龄的横截面效应相似;例如,DMN的功能磁共振成像下降,但反相关DAN网络的功能磁共振成像增加。FA的APOE基因型特征和功能连接提示髓磷脂/神经元活化与APOE基因可能存在密切关联,提示APOE等位基因在脑结构传导、脱髓鞘和神经可塑性中的不同作用。综上所述,我们的神经影像学和相关的神经认知结果表明,在基线和纵向短间隔范围内,年龄、性别和APOE基因型对结构和功能连通性的影响显著且一致。
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