A method for detecting epistasis in genome-wide studies using case-control multi-locus association analysis

被引:54
作者
Gayan, Javier [1 ,2 ]
Gonzalez-Perez, Antonio [1 ]
Bermudo, Fernando [1 ]
Saez, Maria Eugenia [1 ]
Royo, Jose Luis [1 ]
Quintas, Antonio [1 ]
Galan, Jose Jorge [1 ]
Moron, Francisco Jesus [1 ]
Ramirez-Lorca, Reposo [1 ]
Real, Luis Miguel [1 ]
Ruiz, Agustin [1 ]
机构
[1] Neocodex, Seville 41092, Spain
[2] Univ Oxford, Wellcome Trust Ctr Human Genet, Oxford OX3 7BN, England
关键词
D O I
10.1186/1471-2164-9-360
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: The difficulty in elucidating the genetic basis of complex diseases roots in the many factors that can affect the development of a disease. Some of these genetic effects may interact in complex ways, proving undetectable by current single-locus methodology. Results: We have developed an analysis tool called Hypothesis Free Clinical Cloning (HFCC) to search for genome-wide epistasis in a case-control design. HFCC combines a relatively fast computing algorithm for genome-wide epistasis detection, with the flexibility to test a variety of different epistatic models in multi-locus combinations. HFCC has good power to detect multi-locus interactions simulated under a variety of genetic models and noise conditions. Most importantly, HFCC can accomplish exhaustive genome-wide epistasis search with large datasets as demonstrated with a 400,000 SNP set typed on a cohort of Parkinson's disease patients and controls. Conclusion: With the current availability of genetic studies with large numbers of individuals and genetic markers, HFCC can have a great impact in the identification of epistatic effects that escape the standard single-locus association analyses.
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页数:14
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