The Mind Research Network, Albuquerque, NM, United States.
The Mind Research Network, Albuquerque, NM, United States.
Neuroimage Clin. 2020;26:101937. doi: 10.1016/j.nicl.2019.101937. Epub 2019 Jul 15.
Structural and functional brain abnormalities have been widely identified in dementia, but with variable replicability and significant overlap. Alzheimer's disease (AD) and Binswanger's disease (BD) share similar symptoms and common brain changes that can confound diagnosis. In this study, we aimed to investigate correlated structural and functional brain changes in AD and BD by combining resting-state functional magnetic resonance imaging (fMRI) and diffusion MRI. A group independent component analysis was first performed on the fMRI data to extract 49 intrinsic connectivity networks (ICNs). Then we conducted a multi-set canonical correlation analysis on three features, functional network connectivity (FNC) between ICNs, fractional anisotropy (FA) and mean diffusivity (MD). Two inter-correlated components show significant group differences. The first component demonstrates distinct brain changes between AD and BD. AD shows increased cerebellar FNC but decreased thalamic and hippocampal FNC. Such FNC alterations are linked to the decreased corpus callosum FA. AD also has increased MD in the frontal and temporal cortex, but BD shows opposite alterations. The second component demonstrates specific brain changes in BD. Increased FNC is mainly between default mode and sensory regions, while decreased FNC is mainly within the default mode domain and related to auditory regions. The FNC changes are associated with FA changes in posterior/middle cingulum cortex and visual cortex and increased MD in thalamus and hippocampus. Our findings provide evidence of linked functional and structural deficits in dementia and suggest that AD and BD have both common and distinct changes in white matter integrity and functional connectivity.
结构和功能脑异常已在痴呆症中广泛识别,但具有可变性和显著重叠。阿尔茨海默病(AD)和宾斯旺格病(BD)具有相似的症状和常见的大脑变化,这可能会混淆诊断。在这项研究中,我们旨在通过结合静息态功能磁共振成像(fMRI)和弥散磁共振成像(dMRI)来研究 AD 和 BD 相关的结构和功能脑变化。首先对 fMRI 数据进行组独立成分分析,以提取 49 个内在连接网络(ICN)。然后,我们对三个特征(ICN 之间的功能网络连接(FNC)、各向异性分数(FA)和平均弥散度(MD))进行多集典型相关分析。两个相互关联的成分显示出显著的组间差异。第一个成分在 AD 和 BD 之间显示出明显的大脑变化。AD 显示小脑 FNC 增加,但丘脑和海马 FNC 减少。这种 FNC 改变与胼胝体 FA 减少有关。AD 还在前额和颞叶皮层出现 MD 增加,但 BD 则出现相反的改变。第二个成分在 BD 中显示出特定的大脑变化。FNC 增加主要在默认模式和感觉区域之间,而 FNC 减少主要在默认模式域内,与听觉区域有关。FNC 变化与后/中扣带皮层和视觉皮层的 FA 变化以及丘脑和海马的 MD 增加有关。我们的研究结果提供了痴呆症中存在功能和结构缺陷的证据,并表明 AD 和 BD 在白质完整性和功能连接方面既有共同的改变,也有独特的改变。