Fadhal Emad, Mwambene Eric C, Gamieldien Junaid
South African National Bioinformatics Institute/ MRC Unit for Bioinformatics Capacity Development, University of the Western Cape, Bellville 7530, South Africa.
BMC Syst Biol. 2014 Jun 14;8:68. doi: 10.1186/1752-0509-8-68.
We have recently shown by formally modelling human protein interaction networks (PINs) as metric spaces and classified proteins into zones based on their distance from the topological centre that hub proteins are primarily centrally located. We also showed that zones closest to the network centre are enriched for critically important proteins and are also functionally very specialised for specific 'house keeping' functions. We proposed that proteins closest to the network centre may present good therapeutic targets. Here, we present multiple pieces of novel functional evidence that provides strong support for this hypothesis.
We found that the human PINs has a highly connected signalling core, with the majority of proteins involved in signalling located in the two zones closest to the topological centre. The majority of essential, disease related, tumour suppressor, oncogenic and approved drug target proteins were found to be centrally located. Similarly, the majority of proteins consistently expressed in 13 types of cancer are also predominantly located in zones closest to the centre. Proteins from zones 1 and 2 were also found to comprise the majority of proteins in key KEGG pathways such as MAPK-signalling, the cell cycle, apoptosis and also pathways in cancer, with very similar patterns seen in pathways that lead to cancers such as melanoma and glioma, and non-neoplastic diseases such as measles, inflammatory bowel disease and Alzheimer's disease.
Based on the diversity of evidence uncovered, we propose that when considered holistically, proteins located centrally in the human PINs that also have similar functions to existing drug targets are good candidate targets for novel therapeutics. Similarly, since disease pathways are dominated by centrally located proteins, candidates shortlisted in genome scale disease studies can be further prioritized and contextualised based on whether they occupy central positions in the human PINs.
我们最近通过将人类蛋白质相互作用网络(PINs)正式建模为度量空间,并根据蛋白质与拓扑中心的距离将其分类到不同区域,发现枢纽蛋白主要位于中心位置。我们还表明,最接近网络中心的区域富含至关重要的蛋白质,并且在功能上也非常专门用于特定的“管家”功能。我们提出,最接近网络中心的蛋白质可能是良好的治疗靶点。在此,我们提供了多条新的功能证据,为这一假设提供了有力支持。
我们发现人类PINs有一个高度连接的信号传导核心,大多数参与信号传导的蛋白质位于最接近拓扑中心的两个区域。大多数必需的、与疾病相关的、肿瘤抑制的、致癌的和已批准的药物靶点蛋白质都位于中心位置。同样,在13种癌症中持续表达的大多数蛋白质也主要位于最接近中心的区域。还发现来自1区和2区的蛋白质构成了关键KEGG通路(如MAPK信号传导、细胞周期、细胞凋亡以及癌症相关通路)中大多数蛋白质,在导致黑色素瘤和神经胶质瘤等癌症以及麻疹、炎症性肠病和阿尔茨海默病等非肿瘤性疾病的通路中也观察到非常相似的模式。
基于所发现证据的多样性,我们提出,从整体考虑,位于人类PINs中心位置且与现有药物靶点功能相似的蛋白质是新型治疗药物的良好候选靶点。同样,由于疾病通路由位于中心位置的蛋白质主导,在基因组规模疾病研究中入围的候选物可以根据它们在人类PINs中是否占据中心位置进一步进行优先级排序和背景分析。