Ortholog-based protein-protein interaction prediction and its application to inter-species interactions

被引:67
|
作者
Lee, Sheng-An [1 ,2 ]
Chan, Cheng-hsiung [2 ]
Tsai, Chi-Hung [5 ]
Lai, Jin-Mei [6 ]
Wang, Feng-Sheng [7 ]
Kao, Cheng-Yan [1 ,5 ]
Huang, Chi-Ying F. [1 ,2 ,3 ,4 ]
机构
[1] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei 10617, Taiwan
[2] Natl Yang Ming Univ, Inst Clin Med, Taipei 112, Taiwan
[3] Natl Yang Ming Univ, Inst Biopharmaceut Sci, Taipei 112, Taiwan
[4] Natl Yang Ming Univ, Inst Biotechnol Med, Taipei 112, Taiwan
[5] Inst Informat Ind, Taipei, Taiwan
[6] Fu Jen Catholic Univ, Dept Life Sci, Taipei Hsien 242, Taiwan
[7] Natl Chung Cheng Univ, Dept Chem Engn, Chiayi 621, Taiwan
关键词
D O I
10.1186/1471-2105-9-S12-S11
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: The rapid growth of protein-protein interaction (PPI) data has led to the emergence of PPI network analysis. Despite advances in high-throughput techniques, the interactomes of several model organisms are still far from complete. Therefore, it is desirable to expand these interactomes with ortholog-based and other methods. Results: Orthologous pairs of 18 eukaryotic species were expanded and merged with experimental PPI datasets. The contributions of interologs from each species were evaluated. The expanded orthologous pairs enable the inference of interologs for various species. For example, more than 32,000 human interactions can be predicted. The same dataset has also been applied to the prediction of host-pathogen interactions. PPIs between P. falciparum calmodulin and several H. sapiens proteins are predicted, and these interactions may contribute to the maintenance of host cell Ca2+ concentration. Using comparisons with Bayesian and structure-based approaches, interactions between putative HSP40 homologs of P. falciparum and the H. sapiens TNF receptor associated factor family are revealed, suggesting a role for these interactions in the interference of the human immune response to P. falciparum. Conclusion: The PPI datasets are available from POINT http://point.bioinformatics.tw/ and POINeT http://poinet.bioinformatics.tw/. Further development of methods to predict host-pathogen interactions should incorporate multiple approaches in order to improve sensitivity, and should facilitate the identification of targets for drug discovery and design.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] Prediction of protein-protein interactions based on deep neural networks
    Liu G.-X.
    Wang M.-Y.
    Su L.-T.
    Wu C.-G.
    Sun L.-Y.
    Wang R.-Q.
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2019, 49 (02): : 570 - 577
  • [22] Prediction of protein-protein interactions based on surface patch comparison
    Carugo, O
    Franzot, G
    PROTEOMICS, 2004, 4 (06) : 1727 - 1736
  • [23] Structural Prediction of Protein-Protein Interactions by Docking: Application to Biomedical Problems
    Barradas-Bautista, Didier
    Rosell, Mireia
    Pallara, Chiara
    Fernandez-Recio, Juan
    PROTEIN-PROTEIN INTERACTIONS IN HUMAN DISEASE, PT A, 2018, 110 : 203 - 249
  • [24] On the analysis of protein-protein interactions via knowledge-based potentials for the prediction of protein-protein docking
    Feliu, Elisenda
    Aloy, Patrick
    Oliva, Baldo
    PROTEIN SCIENCE, 2011, 20 (03) : 529 - 541
  • [25] Prediction of protein-protein interactions:: the CAPRI experiment, its evaluation and implications
    Wodak, SJ
    Méndez, R
    CURRENT OPINION IN STRUCTURAL BIOLOGY, 2004, 14 (02) : 242 - 249
  • [26] A Novel Method to Predict Protein-Protein Interactions Based on the Information of Protein-Protein Interaction Networks and Protein Sequence
    Ma, Dai-Chuan
    Diao, Yuan-Bo
    Guo, Yan-Zhi
    Li, Yi-Zhou
    Zhang, Yong-Qing
    Wu, Jiang
    Li, Meng-Long
    PROTEIN AND PEPTIDE LETTERS, 2011, 18 (09): : 906 - 911
  • [27] Prediction of Protein-Protein Interaction Based Only on Coding Sequences
    Wang, Yongcui
    Wang, Ji-Guang
    Yang, Zhi-Xia
    Deng, Naiyang
    OPTIMIZATION AND SYSTEMS BIOLOGY, 2009, 11 : 151 - +
  • [28] Prediction of Protein-Protein Interaction Based on Weighted Feature Fusion
    Zhang, Chunhua
    Guo, Sijia
    Zhang, Jingbo
    Jin, Xizi
    Li, Yanwen
    Du, Ning
    Sun, Pingping
    Jiang, Baohua
    LETTERS IN ORGANIC CHEMISTRY, 2019, 16 (04) : 263 - 274
  • [29] Prediction of protein-protein interactions between human host and a pathogen and its application to three pathogenic bacteria
    Krishnadev, O.
    Srinivasan, N.
    INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES, 2011, 48 (04) : 613 - 619
  • [30] Protein-Protein Interactions Prediction Based on Graph Energy and Protein Sequence Information
    Xu, Da
    Xu, Hanxiao
    Zhang, Yusen
    Chen, Wei
    Gao, Rui
    MOLECULES, 2020, 25 (08):