杨志豪

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:计算机科学与技术学院

电子邮箱:yangzh@dlut.edu.cn

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The impact of protein interaction networks' characteristics on computational complex detection methods

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论文类型:期刊论文

第一作者:Liu, Xiaoxia

通讯作者:Liu, XX; Yang, ZH (reprint author), Dalian Univ Technol, Coll Comp Sci & Technol, Dalian 116024, Peoples R China.

合写作者:Yang, Zhihao,Zhou, Ziwei,Sun, Yuanyuan,Lin, Hongfei,Wang, Jian,Xu, Bo

发表时间:2018-02-14

发表刊物:JOURNAL OF THEORETICAL BIOLOGY

收录刊物:SCIE、PubMed

卷号:439

页面范围:141-151

ISSN号:0022-5193

关键字:Protein-protein interaction networks; Computational protein complex detection methods

摘要:Protein complexes of physically interacting proteins play an important role in organizing various biological processes in the cell. Therefore, correctly identifying complexes is useful for deciphering the cellular mechanisms underlying many biological processes. Since the existing high-throughput techniques have produced a large amount of protein interactions, computational methods are useful complements to the experimental methods for detecting protein complexes. In this paper, we analyze six protein interaction networks widely used for protein complex detection, and compare the performance of six classic computational methods on them in order to find the impacts of network characteristics on the performances of these complex detection methods. Furthermore, we change topological characteristics of six protein interaction networks, and verify the findings by testing performances of six methods on new ones. We hope our study will not only help recognize the relations between characteristics of protein interaction networks and computational complex detection methods, but also provide valuable insight to improve the performance in protein complex detection area. (c) 2017 Elsevier Ltd. All rights reserved.