PUPPI: A Pathway Analysis Method Using Protein-Protein Interaction Network for Case-Control Data

被引:0
|
作者
Chung, Ren-Hua [1 ]
机构
[1] Natl Hlth Res Inst, Inst Populat Hlth Sci, Div Biostat & Bioinformat, Zhunan 350, Miaoli, Taiwan
关键词
pathway; protein-protein interaction network; case-control study; GENETIC ASSOCIATION; TOOL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The development of statistical pathway analysis methods has focused on testing individual main effects of genes in a pathway on disease. However, gene-gene interactions can also play an important role in complex disease etiology. We developed a pathway analysis method based on a protein-protein interaction network to account for gene-gene interactions in a pathway. We used simulations to evaluate the type I error and power for the method. Our simulation results suggest that the method has correct type I error rates, and can be powerful in the identification of the effects of gene-gene interaction in pathways under different scenarios. The method has been implemented into an efficient software package with C++.
引用
收藏
页码:238 / 241
页数:4
相关论文
共 50 条
  • [1] Network analysis of protein-protein interaction
    Chang Shan
    Gong XinQi
    Jiao Xiong
    Li ChunHua
    Chen WeiZu
    Wang CunXin
    CHINESE SCIENCE BULLETIN, 2010, 55 (09): : 814 - 822
  • [2] A Method of Integrating Spatial Proteomics and Protein-Protein Interaction Network Data
    Squires, Steven
    Ewing, Rob
    Prugel-Bennett, Adam
    Niranjan, Mahesan
    NEURAL INFORMATION PROCESSING, ICONIP 2017, PT V, 2017, 10638 : 782 - 790
  • [3] Reconstruction and analysis of a signal transduction network using HeLa cell protein-protein interaction data
    Wu, Pei-Jung
    Wu, Wu-Hsiung
    Chen, Tzu-Chi
    Lin, Kuan-Ting
    Lai, Jin-Mei
    Huang, Chi-Ying F.
    Wang, Feng-Sheng
    JOURNAL OF THE TAIWAN INSTITUTE OF CHEMICAL ENGINEERS, 2014, 45 (06) : 2835 - 2842
  • [4] Identifying Protein Complexes in Protein-Protein Interaction Data Using Graph Convolutional Network
    Zaki, Nazar
    Singh, Harsh
    Mohamed, Elfadil A.
    IEEE ACCESS, 2021, 9 : 123717 - 123726
  • [5] Defining the Protein-Protein Interaction Network of the Human Hippo Pathway
    Wang, Wenqi
    Li, Xu
    Huang, Jun
    Feng, Lin
    Dolinta, Keithlee G.
    Chen, Junjie
    MOLECULAR & CELLULAR PROTEOMICS, 2014, 13 (01) : 119 - 131
  • [6] Pathway crosstalk analysis in prostate cancer based on protein-protein network data
    Li, H. Y.
    Jin, N.
    Han, Y. P.
    Jin, X. F.
    NEOPLASMA, 2017, 64 (01) : 22 - 31
  • [7] Protein-protein interaction network analysis of exosomal proteome
    Jang, S. C.
    Yang, J.
    Kim, D.
    Kim, S.
    Gho, Y. S.
    FEBS JOURNAL, 2009, 276 : 10 - 10
  • [8] Prediction of protein function using protein-protein interaction data
    Deng, MH
    Zhang, K
    Mehta, S
    Chen, T
    Sun, FZ
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2003, 10 (06) : 947 - 960
  • [9] Prediction of protein function using protein-protein interaction data
    Deng, MH
    Zhang, K
    Mehta, S
    Chen, T
    Sun, FZ
    CSB2002: IEEE COMPUTER SOCIETY BIOINFORMATICS CONFERENCE, 2002, : 197 - 206
  • [10] Using Biosensors to Study Protein-Protein Interaction in the Hippo Pathway
    Pipchuk, Alexander
    Yang, Xiaolong
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9