A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms

Author:

Wang Xiaoting,Zhang Nan,Zhao Yulan,Wang Juan

Abstract

Motivation: A protein complex is the combination of proteins which interact with each other. Protein–protein interaction (PPI) networks are composed of multiple protein complexes. It is very difficult to recognize protein complexes from PPI data due to the noise of PPI.Results: We proposed a new method, called Topology and Semantic Similarity Network (TSSN), based on topological structure characteristics and biological characteristics to construct the PPI. Experiments show that the TSSN can filter the noise of PPI data. We proposed a new algorithm, called Neighbor Nodes of Proteins (NNP), for recognizing protein complexes by considering their topology information. Experiments show that the algorithm can identify more protein complexes and more accurately. The recognition of protein complexes is vital in research on evolution analysis.Availability and implementation: https://github.com/bioinformatical-code/NNP.

Funder

National Natural Science Foundation of China

Publisher

Frontiers Media SA

Subject

Genetics (clinical),Genetics,Molecular Medicine

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Security Evaluation Method for Complex Computer Networks Based on GABP Algorithm;2023 World Conference on Communication & Computing (WCONF);2023-07-14

2. An Ensemble Learning Framework for Detecting Protein Complexes From PPI Networks;Frontiers in Genetics;2022-02-24

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