School of Medicine, University of California, San Diego, CA, 92093, USA.
College of Computer and Information Science, Northeastern University, Boston, MA, 02115, USA.
Sci Rep. 2019 Apr 10;9(1):5863. doi: 10.1038/s41598-019-42299-3.
Identification of functional pathways mediating molecular responses may lead to better understanding of disease processes and suggest new therapeutic approaches. We introduce a method to detect such mediating functions using topological properties of protein-protein interaction networks. We define the concept of pathway centrality, a measure of communication between disease genes and differentially expressed genes. Using pathway centrality, we identify mediating pathways in three pulmonary diseases (asthma; bronchopulmonary dysplasia (BPD); and chronic obstructive pulmonary disease (COPD)). We systematically evaluate the significance of all identified central pathways using genetic interactions. Mediating pathways shared by all three pulmonary disorders favor innate immune and inflammation-related processes, including toll-like receptor (TLR) signaling, PDGF- and angiotensin-regulated airway remodeling, the JAK-STAT signaling pathway, and interferon gamma. Disease-specific mediators, such as neurodevelopmental processes in BPD or adhesion molecules in COPD, are also highlighted. Some of our findings implicate pathways already in development as drug targets, while others may suggest new therapeutic approaches.
确定介导分子反应的功能途径可能有助于更好地了解疾病过程,并提出新的治疗方法。我们介绍了一种使用蛋白质-蛋白质相互作用网络的拓扑性质来检测这种介导功能的方法。我们定义了途径中心性的概念,这是一种衡量疾病基因和差异表达基因之间通讯的度量。使用途径中心性,我们在三种肺部疾病(哮喘、支气管肺发育不良(BPD)和慢性阻塞性肺疾病(COPD))中识别介导途径。我们使用遗传相互作用系统地评估所有鉴定的中心途径的显著性。三种肺部疾病共有的介导途径有利于先天免疫和炎症相关过程,包括 Toll 样受体(TLR)信号、血小板衍生生长因子(PDGF)和血管紧张素调节的气道重塑、JAK-STAT 信号通路和干扰素γ。还突出了 BPD 中的神经发育过程或 COPD 中的粘附分子等疾病特异性介质。我们的一些发现暗示了已经在开发中的途径作为药物靶点,而其他发现可能提示新的治疗方法。