Identification of Hot Regions in Protein-Protein Interactions Based on Detecting Local Community Structure

被引:3
|
作者
Lin, Xiaoli [1 ,2 ]
Zhang, Xiaolong [1 ]
机构
[1] Wuhan Univ Sci & Technol, Sch Comp Sci & Technol, Hubei Key Lab Intelligent Informat Proc & Real Ti, Wuhan 430065, Peoples R China
[2] Wuhan Univ Sci & Technol, City Coll, Informat & Engn Dept, Wuhan 430083, Peoples R China
关键词
Hot regions; PPI; Local community structure; Classification; RESIDUES; BINDING; PREDICTION; INTERFACES; PATTERNS; ENERGY;
D O I
10.1007/978-3-319-42291-6_43
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hot regions can help proteins to exert their biological function and contribute to understand the molecular mechanism, which is the foundation of drug designs. In this paper, combining protein biological characteristics, a new method is proposed to predict protein hot regions. Firstly, we used support vector machine to predict the hot spots. Then, the local community structure detecting algorithm based on the identification of boundary nodes was proposed to predict the hot regions in protein-protein interactions. The experimental results demonstrate that the proposed method improves significantly the predictive accuracy and performance of protein hot regions.
引用
收藏
页码:432 / 438
页数:7
相关论文
共 50 条
  • [21] Identification of hot regions in hub protein–protein interactions by clustering and PPRA optimization
    Xiaoli Lin
    Xiaolong Zhang
    BMC Medical Informatics and Decision Making, 21
  • [22] PPI-hotspotID for detecting protein-protein interaction hot spots from the free protein structure
    Chen, Yao Chi
    Sargsyan, Karen
    Wright, Jon D.
    Chen, Yu-Hsien
    Huang, Yi-Shuian
    Lim, Carmay
    ELIFE, 2024, 13
  • [23] Template-based structure modeling of protein-protein interactions
    Szilagyi, Andras
    Zhang, Yang
    CURRENT OPINION IN STRUCTURAL BIOLOGY, 2014, 24 : 10 - 23
  • [24] Yeast-based assays for detecting protein-protein/drug interactions and their inhibitors
    Moosavi, Behrooz
    Mousavi, Bibimaryam
    Yang, Wen-Chao
    Yang, Guang-Fu
    EUROPEAN JOURNAL OF CELL BIOLOGY, 2017, 96 (06) : 529 - 541
  • [25] Technologies for the identification and validation of protein-protein interactions
    Pichlerova, Karoline
    Hanes, Jozef
    GENERAL PHYSIOLOGY AND BIOPHYSICS, 2021, 40 (06) : 495 - 522
  • [26] Protein-protein interactions: identification, modulation and validation
    Hindie, V.
    Tafelmeyer, P.
    Rain, J. -C.
    Lopez, R.
    Formstecher, E.
    FEBS JOURNAL, 2010, 277 : 145 - 145
  • [27] Prediction and Analysis of Hot Region in Protein-Protein Interactions
    Lin, Xiaoli
    Zhang, Xiaolong
    2016 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2016, : 1598 - 1603
  • [28] Towards the in vivo identification of protein-protein interactions
    Suzuki, Yuji
    Kadomatsu, Kenji
    Sakamoto, Kazuma
    JOURNAL OF BIOCHEMISTRY, 2023, 173 (06): : 413 - 415
  • [29] Computational identification of inhibitors of protein-protein interactions
    Zhong, Shijun
    Macias, Alba T.
    MacKerell, Alexander D., Jr.
    CURRENT TOPICS IN MEDICINAL CHEMISTRY, 2007, 7 (01) : 63 - 82
  • [30] Druggable protein-protein interactions - from hot spots to hot segments
    London, Nir
    Raveh, Barak
    Schueler-Furman, Ora
    CURRENT OPINION IN CHEMICAL BIOLOGY, 2013, 17 (06) : 952 - 959