Genetic Associations and Epidemiology
Genetic associations and epidemiology investigates how variations in DNA sequence—from single nucleotide changes to broader haplotype patterns—relate to differences in disease risk, traits, and biological function across populations. By combining large-scale genome-wide association studies with tools like Mendelian randomization and polygenic risk scores, researchers can move beyond identifying statistical correlations to asking whether a genetic variant actually causes a health outcome, rather than merely traveling alongside one. A central challenge is untangling the contributions of thousands of small-effect variants that collectively shape complex diseases like diabetes or schizophrenia, where no single gene tells the full story. Active work focuses on improving the predictive accuracy of polygenic scores across diverse ancestral populations and on linking genetic signals to the precise molecular mechanisms—such as altered gene expression—that connect a variant to its observable effect.
- Works
- 95,450
- Total citations
- 2,480,298
- Keywords
- Genome-wide AssociationGenetic VariationHaplotype MappingPopulation GeneticsMendelian RandomizationPolygenic Risk Scores
Top papers in Genetic Associations and Epidemiology
Ordered by total citation count.
- PLINK: A Tool Set for Whole-Genome Association and Population-Based Linkage Analyses↗ 35,773OA
- WGCNA: an R package for weighted correlation network analysis↗ 28,655OA
- A global reference for human genetic variation↗ 19,721OA
- The variant call format and VCFtools↗ 17,452OA
- Arlequin suite ver 3.5: a new series of programs to perform population genetics analyses under Linux and Windows↗ 16,479OA
- DnaSP v5: a software for comprehensive analysis of DNA polymorphism data↗ 16,293OA
- Haploview: analysis and visualization of LD and haplotype maps↗ 14,685OA
- Second-generation PLINK: rising to the challenge of larger and richer datasets↗ 13,711OA
- GenAlEx 6.5: genetic analysis in Excel. Population genetic software for teaching and research—an update↗ 13,122OA
- UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age↗ 13,006OA
- A framework for variation discovery and genotyping using next-generation DNA sequencing data↗ 12,320OA
- Developing and evaluating complex interventions: the new Medical Research Council guidance↗ 11,305OA
Active researchers
Top authors in this area, ranked by h-index.