Efficient Control of Population Structure in Model Organism Association Mapping
University of California, Los Angeles · University of California San Diego · +4 more institutions
Abstract
Genomewide association mapping in model organisms such as inbred mouse strains is a promising approach for the identification of risk factors related to human diseases. However, genetic association studies in inbred model organisms are confronted by the problem of complex population structure among strains. This induces inflated false positive rates, which cannot be corrected using standard approaches applied in human association studies such as genomic control or structured association. Recent studies demonstrated that mixed models successfully correct for the genetic relatedness in association mapping in maize and Arabidopsis panel data sets. However, the currently available mixed-model methods suffer from…
Citation impact
- FWCI
- 30.19
- Percentile
- 100%
- References
- 67
Authors
7- HMHyun Min KangCorresponding
University of California, Los Angeles
- NZNoah Zaitlen
University of California San Diego
- CMClaire M. Wade
Broad Institute, Massachusetts General Hospital, Center for Human Genetics
- AKAndrew Kirby
Broad Institute, Massachusetts General Hospital, Center for Human Genetics
- DHDavid Heckerman
Microsoft (United States)
Topics & keywords
- Association mapping
- Biology
- Genetics
- Genetic association
- Population
- Inbred strain
- Model organism
- Quantitative trait locus