Back to Search
Start Over
Tractor: A framework allowing for improved inclusion of admixed individuals in large-scale association studies
- Publication Year :
- 2020
- Publisher :
- Cold Spring Harbor Laboratory, 2020.
-
Abstract
- Admixed populations are routinely excluded from medical genomic studies due to concerns over population structure. Here, we present a statistical framework and software package,Tractor,to facilitate the inclusion of admixed individuals in association studies by leveraging local ancestry. We testTractorwith simulations and empirical data focused on admixed African-European individuals.Tractorgenerates ancestryspecific effect size estimates, can boost GWAS power, and improves the resolution of association signals. Using a local ancestry aware regression model, we replicate known hits for blood lipids in admixed populations, discover novel hits missed by standard GWAS procedures, and localize signals closer to putative causal variants.
- Subjects :
- Tractor
0303 health sciences
Empirical data
business.product_category
Computer science
Genome-wide association study
Regression analysis
Computational biology
Replicate
Software package
03 medical and health sciences
0302 clinical medicine
Scale (social sciences)
business
030217 neurology & neurosurgery
030304 developmental biology
Genetic association
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi...........02824081dec2ed6d2c01c43eeab3ed79