Gene-gene interaction analysis for quantitative trait using cluster-based multifactor dimensionality reduction method

被引:4
作者
Lee, Youjung [1 ]
Kim, Hyein [1 ]
Park, Taesung [2 ]
Park, Mira [3 ]
机构
[1] Korea Univ, Dept Stat, Seoul, South Korea
[2] Seoul Natl Univ, Dept Stat, Seoul, South Korea
[3] Eulji Univ, Dept Prevent Med, Daejon, South Korea
基金
新加坡国家研究基金会;
关键词
clustering; genetic associations; gene-gene interactions; multifactor dimensionality reduction; quantitative trait; GENOME-WIDE ASSOCIATION; EPISTASIS; CANCER; LOCI;
D O I
10.1504/IJDMB.2018.10013376
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
With recent advances in high-throughput genotyping techniques, many genome-wide association studies have been conducted to understand the relationship between genes and complex diseases. Though single SNP analysis is common for many genetic studies, this approach has a limitation in explaining genetic changes in complex diseases. Most complex diseases cannot be explained by a single gene mutation, and lack of success in many genetic studies could be attributed to gene-gene interactions. Although various methods have been developed to identify gene-gene interactions for binary traits, few statistical methods are currently available for determining the genetic interactions associated with quantitative traits. To address this problem, we propose CL-MDR method. It is a modified version of multifactor dimensionality reduction for quantitative traits. The proposed method was examined by simulation studies, which showed that CL-MDR successfully identified interactions associated with quantitative traits. We have also applied our approach to a Korean GWAS data for illustration.
引用
收藏
页码:1 / 11
页数:11
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