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An ancestry-based approach for detecting interactions
- Source :
- Genetic epidemiology, vol 42, iss 1, Genetic Epidemiology, Genetic Epidemiology, Wiley, 2018, 42 (1), pp.49-63. ⟨10.1002/gepi.22087⟩, Genetic epidemiology, 42(1), 49-63. Wiley-Liss Inc.
- Publication Year :
- 2018
- Publisher :
- eScholarship, University of California, 2018.
-
Abstract
- International audience; Background: Epistasis and gene-environment interactions are known to contribute significantly to variation of complex phenotypes in model organisms. However, their identification in human association studies remains challenging for myriad reasons. In the case of epistatic interactions, the large number of potential interacting sets of genes presents computational, multiple hypothesis correction, and other statistical power issues. In the case of gene-environment interactions, the lack of consistently measured environmental covariates in most disease studies precludes searching for interactions and creates difficulties for replicating studies.Results: In this work, we develop a new statistical approach to address these issues that leverages genetic ancestry, defined as the proportion of ancestry derived from each ancestral population (e.g., the fraction of European/African ancestry in African Americans), in admixed populations. We applied our method to gene expression and methylation data from African American and Latino admixed individuals, respectively, identifying nine interactions that were significant at P
- Subjects :
- 0301 basic medicine
Epidemiology
ved/biology.organism_classification_rank.species
0302 clinical medicine
MESH: DNA Methylation
Models
2.5 Research design and methodologies (aetiology)
MESH: Epistasis, Genetic
MESH: Models, Genetic
Gene–environment interaction
Aetiology
Genetics (clinical)
education.field_of_study
[STAT.AP]Statistics [stat]/Applications [stat.AP]
MESH: Gene-Environment Interaction
Replicate
MESH: European Continental Ancestry Group
Hispanic or Latino
Phenotype
030220 oncology & carcinogenesis
Public Health and Health Services
admixture
[STAT.ME]Statistics [stat]/Methodology [stat.ME]
Genetic genealogy
Population
Black People
Biology
MESH: Phenotype
Article
White People
03 medical and health sciences
Genetic
Genetics
Humans
education
Model organism
Genetic association
MESH: Humans
Models, Genetic
ved/biology
MESH: Hispanic Americans
Human Genome
Epistasis, Genetic
DNA Methylation
Genetic architecture
gene-environment interaction
Black or African American
030104 developmental biology
[SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics
Evolutionary biology
MESH: African Americans
Epistasis
[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie
MESH: African Continental Ancestry Group
[INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM]
gene-gene interactions
Subjects
Details
- ISSN :
- 07410395 and 10982272
- Database :
- OpenAIRE
- Journal :
- Genetic epidemiology, vol 42, iss 1, Genetic Epidemiology, Genetic Epidemiology, Wiley, 2018, 42 (1), pp.49-63. ⟨10.1002/gepi.22087⟩, Genetic epidemiology, 42(1), 49-63. Wiley-Liss Inc.
- Accession number :
- edsair.doi.dedup.....c7299172b967c7c5f6cdc33196441968