Abstract
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. 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. 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.
MeSH Terms
Algorithms
Case-Control Studies
Cohort Studies
Databases, Genetic
Epistasis, Genetic
Genetic Predisposition to Disease
Genetic Techniques/statistics & numerical data
Genome, Human
Genomics/methods,statistics & numerical data
Genotype
Humans
Linkage Disequilibrium
Multivariate Analysis
Parkinson Disease/genetics
Polymorphism, Single Nucleotide
Software
Authors & Affiliations
11 authors, click to expand affiliations / ORCID
Gayán Javier
Neocodex, Avda, Charles Darwin 6, Acc, A, 41092 Sevilla, Spain. gayan@well.ox.ac.uk
González-Pérez Antonio
Bermudo Fernando
Sáez María Eugenia
Royo Jose Luis
Quintas Antonio
Galan Jose Jorge
Morón Francisco Jesús
Ramirez-Lorca Reposo
Real Luis Miguel
Ruiz Agustín
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