Correlation between cortical gene expression and resting‐state functional network centrality in healthy young adults

中心性 神经科学 连接体 静息状态功能磁共振成像 生物 相关性 偏相关 人类连接体项目 功能连接 计算生物学 数学 几何学 组合数学
作者
Dan Zhu,Tengfei Yuan,Junfeng Gao,Qiang Xu,Kaizhong Xue,Wenshuang Zhu,Jie Tang,Feng Liu,Junping Wang,Chunshui Yu
出处
期刊:Human Brain Mapping [Wiley]
卷期号:42 (7): 2236-2249 被引量:43
标识
DOI:10.1002/hbm.25362
摘要

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.
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