Aix Marseille Univ, INSERM, INS, Inst Neurosci Syst, Marseille, France.
Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany.
Cereb Cortex. 2023 May 9;33(10):6241-6256. doi: 10.1093/cercor/bhac500.
Structural connectivity of the brain at different ages is analyzed using diffusion-weighted magnetic resonance imaging (MRI) data. The largest decrease of streamlines is found in frontal regions and for long inter-hemispheric links. The average length of the tracts also decreases, but the clustering is unaffected. From functional MRI we identify age-related changes of dynamic functional connectivity (dFC) and spatial covariation features of functional connectivity (FC) links captured by metaconnectivity. They indicate more stable dFC, but wider range and variance of MC, whereas static features of FC did not show any significant differences with age. We implement individual connectivity in whole-brain models and test several hypotheses for the mechanisms of operation among underlying neural system. We demonstrate that age-related functional fingerprints are only supported if the model accounts for: (i) compensation of the individual brains for the overall loss of structural connectivity and (ii) decrease of propagation velocity due to the loss of myelination. We also show that with these 2 conditions, it is sufficient to decompose the time-delays as bimodal distribution that only distinguishes between intra- and inter-hemispheric delays, and that the same working point also captures the static FC the best, and produces the largest variability at slow time-scales.
利用弥散加权磁共振成像(MRI)数据分析大脑在不同年龄的结构连接。在额叶区域和长的半球间连接中发现了流线的最大减少。束的平均长度也减少,但聚类不受影响。从功能磁共振成像中,我们确定了与年龄相关的动态功能连接(dFC)和功能连接(FC)链路的空间协变特征的变化,这些特征由元连接捕获。它们表明 dFC 更稳定,但 MC 的范围和方差更大,而 FC 的静态特征与年龄没有任何显著差异。我们在全脑模型中实现个体连接,并测试了几个关于基础神经系统之间操作机制的假设。我们证明,只有当模型考虑到以下两个条件时,与年龄相关的功能特征才是合理的:(i)个体大脑对整体结构连接损失的补偿,以及(ii)髓鞘损失导致的传播速度降低。我们还表明,有了这两个条件,将时间延迟分解为双峰分布就足够了,双峰分布只区分半球内和半球间的延迟,相同的工作点也能最好地捕捉静态 FC,并在慢时间尺度上产生最大的可变性。