Suppr超能文献

idenPC-CAP:利用共组装伙伴关系从加权 RNA-蛋白质异质相互作用网络中鉴定蛋白质复合物。

idenPC-CAP: Identify protein complexes from weighted RNA-protein heterogeneous interaction networks using co-assemble partner relation.

机构信息

School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, Guangdong, China.

School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China.

出版信息

Brief Bioinform. 2021 Jul 20;22(4). doi: 10.1093/bib/bbaa372.

Abstract

Protein complexes play important roles in most cellular processes. The available genome-wide protein-protein interaction (PPI) data make it possible for computational methods identifying protein complexes from PPI networks. However, PPI datasets usually contain a large ratio of false positive noise. Moreover, different types of biomolecules in a living cell cooperate to form a union interaction network. Because previous computational methods focus only on PPIs ignoring other types of biomolecule interactions, their predicted protein complexes often contain many false positive proteins. In this study, we develop a novel computational method idenPC-CAP to identify protein complexes from the RNA-protein heterogeneous interaction network consisting of RNA-RNA interactions, RNA-protein interactions and PPIs. By considering interactions among proteins and RNAs, the new method reduces the ratio of false positive proteins in predicted protein complexes. The experimental results demonstrate that idenPC-CAP outperforms the other state-of-the-art methods in this field.

摘要

蛋白质复合物在大多数细胞过程中发挥着重要作用。现有的全基因组蛋白质-蛋白质相互作用(PPI)数据使得从 PPI 网络中识别蛋白质复合物的计算方法成为可能。然而,PPI 数据集通常包含大量的假阳性噪声。此外,活细胞中的不同类型的生物分子合作形成一个联合相互作用网络。由于之前的计算方法仅关注 PPI,忽略了其他类型的生物分子相互作用,因此它们预测的蛋白质复合物通常包含许多假阳性蛋白质。在这项研究中,我们开发了一种新的计算方法 idenPC-CAP,用于从包含 RNA-RNA 相互作用、RNA-蛋白质相互作用和 PPI 的 RNA-蛋白质异质相互作用网络中识别蛋白质复合物。通过考虑蛋白质和 RNA 之间的相互作用,新方法减少了预测蛋白质复合物中假阳性蛋白质的比例。实验结果表明,idenPC-CAP 在该领域优于其他最先进的方法。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验