A combinatorial approach for detecting gene-gene interaction using multiple traits of Genetic Analysis Workshop 16 rheumatoid arthritis data

被引:0
|
作者
Xiaoqi Cui
Qiuying Sha
Shuanglin Zhang
Huann-Sheng Chen
机构
[1] Michigan Technological University,Department of Mathematical Sciences
关键词
Minor Allele Frequency; Sample Covariance Matrix; Multiple Trait; Genetic Analysis Workshop; Dichotomous Trait;
D O I
10.1186/1753-6561-3-S7-S43
中图分类号
学科分类号
摘要
Rheumatoid arthritis is inherited in a complex manner. So far several single susceptibility genes, such as PTPN22, STAT4, and TRAF1-C5, have been identified. However, it is presumed that some genes may interact to have a significant effect on the disease, while each of them only plays a modest role. We propose a new combinatorial association test to detect the gene-gene interaction in the rheumatoid arthritis data using multiple traits: disease status, anti-cyclic citrullinated peptide, and immunoglobulin M. Existing gene-gene interaction tests only use the information on a single trait at a time. In this article, we propose a new multivariate combinatorial searching method that utilizes multiple traits at the same time. Multivariate combinatorial searching method is conducted by incorporating the multiple traits with various techniques of feature selection to search for a set of disease-susceptibility genes that may interact. By analyzing three panels of markers, we have identified a significant gene-gene interaction between PTPN22 and TRAF1-C5.
引用
收藏
相关论文
共 27 条
  • [1] A comparison of case-only designs for detecting gene × gene interaction in rheumatoid arthritis using genome-wide case-control data in Genetic Analysis Workshop 16
    Geraldine M Clarke
    Fredrik H Pettersson
    Andrew P Morris
    BMC Proceedings, 3 (Suppl 7)
  • [2] Multifactor dimendionality reduction analysis for gene-gene interaction of multiple binary traits
    Huh, Iksoo
    Park, Taesung
    2014 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2014,
  • [3] Rheumatoid arthritis-associated gene-gene interaction network for rheumatoid arthritis candidate genes
    Chien-Hsun Huang
    Lei Cong
    Jun Xie
    Bo Qiao
    Shaw-Hwa Lo
    Tian Zheng
    BMC Proceedings, 3 (Suppl 7)
  • [4] Data for Genetic Analysis Workshop 16 Problem 1, association analysis of rheumatoid arthritis data
    Christopher I Amos
    Wei Vivien Chen
    Michael F Seldin
    Elaine F Remmers
    Kimberly E Taylor
    Lindsey A Criswell
    Annette T Lee
    Robert M Plenge
    Daniel L Kastner
    Peter K Gregersen
    BMC Proceedings, 3 (Suppl 7)
  • [5] Data for Genetic Analysis Workshop (GAW) 15 Problem 2, genetic causes of rheumatoid arthritis and associated traits
    Christopher I Amos
    Wei Vivien Chen
    Elaine Remmers
    Katherine A Siminovitch
    Michael F Seldin
    Lindsey A Criswell
    Annette T Lee
    Sally John
    Neil D Shephard
    Jane Worthington
    Francois Cornelis
    Robert M Plenge
    Ann B Begovich
    Thomas D Dyer
    Daniel L Kastner
    Peter K Gregersen
    BMC Proceedings, 1 (Suppl 1)
  • [6] Genetic Analysis Workshop 15: gene expression analysis and approaches to detecting multiple functional loci
    Heather J Cordell
    Mariza de Andrade
    Marie-Claude Babron
    Christopher W Bartlett
    Joseph Beyene
    Heike Bickeböller
    Robert Culverhouse
    L Adrienne Cupples
    E Warwick Daw
    Josée Dupuis
    Catherine T Falk
    Saurabh Ghosh
    Katrina A Goddard
    Ellen L Goode
    Elizabeth R Hauser
    Lisa J Martin
    Maria Martinez
    Kari E North
    Nancy L Saccone
    Silke Schmidt
    William Tapper
    Duncan Thomas
    David Tritchler
    Veronica J Vieland
    Ellen M Wijsman
    Marsha A Wilcox
    John S Witte
    Qiong Yang
    Andreas Ziegler
    Laura Almasy
    Jean W MacCluer
    BMC Proceedings, 1 (Suppl 1)
  • [7] Evaluating gene × gene and gene × smoking interaction in rheumatoid arthritis using candidate genes in GAW15
    Ling Mei
    Xiaohui Li
    Kai Yang
    Jinrui Cui
    Belle Fang
    Xiuqing Guo
    Jerome I Rotter
    BMC Proceedings, 1 (Suppl 1)
  • [8] Comparing gene set analysis methods on single-nucleotide polymorphism data from Genetic Analysis Workshop 16
    Nathan L Tintle
    Bryce Borchers
    Marshall Brown
    Airat Bekmetjev
    BMC Proceedings, 3 (Suppl 7)
  • [9] Analysis of Genetic Analysis Workshop 18 data with gene-based penalized regression
    Kristin L Ayers
    Heather J Cordell
    BMC Proceedings, 8 (Suppl 1)
  • [10] Replication of recently identified associated single-nucleotide polymorphisms from six autoimmune diseases in Genetic Analysis Workshop 16 rheumatoid arthritis data
    Harshal Deshmukh
    Xana Kim-Howard
    Swapan K Nath
    BMC Proceedings, 3 (Suppl 7)