School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore.
BMC Bioinformatics. 2019 Feb 4;19(Suppl 13):553. doi: 10.1186/s12859-018-2549-8.
Functional modules in protein-protein interaction networks (PPIN) are defined by maximal sets of functionally associated proteins and are vital to understanding cellular mechanisms and identifying disease associated proteins. Topological modules of the human proteome have been shown to be related to functional modules of PPIN. However, the effects of the weights of interactions between protein pairs and the integration of physical (direct) interactions with functional (indirect expression-based) interactions have not been investigated in the detection of functional modules of the human proteome.
We investigated functional homogeneity and specificity of topological modules of the human proteome and validated them with known biological and disease pathways. Specifically, we determined the effects on functional homogeneity and heterogeneity of topological modules (i) with both physical and functional protein-protein interactions; and (ii) with incorporation of functional similarities between proteins as weights of interactions. With functional enrichment analyses and a novel measure for functional specificity, we evaluated functional relevance and specificity of topological modules of the human proteome.
The topological modules ranked using specificity scores show high enrichment with gene sets of known functions. Physical interactions in PPIN contribute to high specificity of the topological modules of the human proteome whereas functional interactions contribute to high homogeneity of the modules. Weighted networks result in more number of topological modules but did not affect their functional propensity. Modules of human proteome are more homogeneous for molecular functions than biological processes.
蛋白质-蛋白质相互作用网络(PPIN)中的功能模块由功能相关的最大蛋白质集定义,对于理解细胞机制和识别与疾病相关的蛋白质至关重要。人类蛋白质组的拓扑模块已被证明与 PPIN 的功能模块有关。然而,在检测人类蛋白质组的功能模块时,还没有研究蛋白质对之间相互作用的权重以及物理(直接)相互作用与功能(间接基于表达)相互作用的整合的影响。
我们研究了人类蛋白质组的拓扑模块的功能同质性和特异性,并通过已知的生物学和疾病途径对其进行了验证。具体来说,我们确定了以下因素对拓扑模块的功能同质性和异质性的影响:(i)同时考虑物理和功能的蛋白质-蛋白质相互作用;(ii)将蛋白质之间的功能相似性作为相互作用的权重。通过功能富集分析和一种新的功能特异性度量,我们评估了人类蛋白质组的拓扑模块的功能相关性和特异性。
使用特异性得分排名的拓扑模块显示出与已知功能的基因集高度富集。PPIN 中的物理相互作用有助于提高人类蛋白质组的拓扑模块的特异性,而功能相互作用则有助于提高模块的同质性。加权网络会产生更多数量的拓扑模块,但不会影响它们的功能倾向。人类蛋白质组的模块在分子功能上比在生物学过程上更具有同质性。