School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, 710049, China.
Department of Ecology and Evolution, The University of Chicago, Chicago, Illinois, 60637, USA.
Sci China Life Sci. 2019 Apr;62(4):594-608. doi: 10.1007/s11427-019-9483-6. Epub 2019 Mar 21.
We analyze the global structure and evolution of human gene coexpression networks driven by new gene integration. When the Pearson correlation coefficient is greater than or equal to 0.5, we find that the coexpression network consists of 334 small components and one "giant" connected subnet comprising of 6317 interacting genes. This network shows the properties of power-law degree distribution and small-world. The average clustering coefficient of younger genes is larger than that of the elderly genes (0.6685 vs. 0.5762). Particularly, we find that the younger genes with a larger degree also show a property of hierarchical architecture. The younger genes play an important role in the overall pivotability of the network and this network contains few redundant duplicate genes. Moreover, we find that gene duplication and orphan genes are two dominant evolutionary forces in shaping this network. Both the duplicate genes and orphan genes develop new links through a "rich-gets-richer" mechanism. With the gradual integration of new genes into the ancestral network, most of the topological structure features of the network would gradually increase. However, the exponent of degree distribution and modularity coefficient of the whole network do not change significantly, which implies that the evolution of coexpression networks maintains the hierarchical and modular structures in human ancestors.
我们分析了新基因整合驱动的人类基因共表达网络的全局结构和进化。当皮尔逊相关系数大于或等于 0.5 时,我们发现共表达网络由 334 个小组件和一个由 6317 个相互作用基因组成的“巨大”连接子网组成。该网络显示出幂律度分布和小世界的特性。年轻基因的平均聚类系数大于老年基因(0.6685 对 0.5762)。特别是,我们发现具有较大度数的年轻基因也具有层次结构的特性。年轻基因在网络的整体枢轴能力中起着重要作用,并且该网络包含很少的冗余重复基因。此外,我们发现基因复制和孤儿基因是塑造该网络的两种主要进化力量。复制基因和孤儿基因都通过“富者愈富”的机制发展新的联系。随着新基因逐渐整合到祖先网络中,网络的大多数拓扑结构特征将逐渐增加。然而,整个网络的度分布指数和模块系数并没有显著变化,这意味着共表达网络的进化保持了人类祖先的层次化和模块化结构。