Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin, China.
Hum Brain Mapp. 2021 May;42(7):2236-2249. doi: 10.1002/hbm.25362. Epub 2021 Feb 11.
Resting-state functional connectivity in the human brain is heritable, and previous studies have investigated the genetic basis underlying functional connectivity. However, at present, the molecular mechanisms associated with functional network centrality are still largely unknown. In this study, functional networks were constructed, and the graph-theory method was employed to calculate network centrality in 100 healthy young adults from the Human Connectome Project. Specifically, functional connectivity strength (FCS), also known as the "degree centrality" of weighted networks, is calculated to measure functional network centrality. A multivariate technique of partial least squares regression (PLSR) was then conducted to identify genes whose spatial expression profiles best predicted the FCS distribution. We found that FCS spatial distribution was significantly positively correlated with the expression of genes defined by the first PLSR component. The FCS-related genes we identified were significantly enriched for ion channels, axon guidance, and synaptic transmission. Moreover, FCS-related genes were preferentially expressed in cortical neurons and young adulthood and were enriched in numerous neurodegenerative and neuropsychiatric disorders. Furthermore, a series of validation and robustness analyses demonstrated the reliability of the results. Overall, our results suggest that the spatial distribution of FCS is modulated by the expression of a set of genes associated with ion channels, axon guidance, and synaptic transmission.
静息态功能连接在人脑是可遗传的,先前的研究已经调查了功能连接的遗传基础。然而,目前与功能网络中心性相关的分子机制在很大程度上仍然未知。在这项研究中,我们构建了功能网络,并采用图论方法计算了来自人类连接组计划的 100 名健康年轻成年人的网络中心性。具体来说,我们计算了功能连接强度(FCS),也称为加权网络的“度中心性”,以衡量功能网络的中心性。然后,我们使用多元技术偏最小二乘回归(PLSR)来识别其空间表达谱最能预测 FCS 分布的基因。我们发现 FCS 空间分布与第一 PLSR 成分定义的基因表达呈显著正相关。我们鉴定的与 FCS 相关的基因在离子通道、轴突导向和突触传递方面显著富集。此外,与 FCS 相关的基因在皮质神经元和成年早期优先表达,并在许多神经退行性和神经精神疾病中富集。此外,一系列验证和稳健性分析证明了结果的可靠性。总的来说,我们的结果表明,FCS 的空间分布受一组与离子通道、轴突导向和突触传递相关的基因表达的调节。