Genetic Associations and Epidemiology
Genetic associations and epidemiology examines how variation in the human genome—differences in single nucleotides, structural rearrangements, and patterns of inherited variants called haplotypes—correlates with susceptibility to disease and variation in measurable traits across populations. Large-scale genome-wide association studies have linked thousands of genetic loci to conditions ranging from type 2 diabetes to schizophrenia, while methods like Mendelian randomization allow researchers to test whether those associations reflect genuine causal relationships rather than confounding. Polygenic risk scores, which aggregate the small effects of many variants into a single predictive number, are increasingly used in clinical research, though their accuracy varies substantially across ancestry groups—a disparity that reflects both gaps in population representation within genomic databases and genuine biological differences in linkage patterns. A central open challenge is translating statistical associations into mechanistic understanding: identifying which genes a risk variant actually affects, in which tissues, and through what molecular pathways.
- Works
- 96,320
- Total citations
- 2,502,522
- 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↗ 36,094OA
- WGCNA: an R package for weighted correlation network analysis↗ 29,079OA
- A global reference for human genetic variation↗ 19,936OA
- The variant call format and VCFtools↗ 17,723OA
- Arlequin suite ver 3.5: a new series of programs to perform population genetics analyses under Linux and Windows↗ 16,563OA
- DnaSP v5: a software for comprehensive analysis of DNA polymorphism data↗ 16,359OA
- Haploview: analysis and visualization of LD and haplotype maps↗ 14,733OA
- Second-generation PLINK: rising to the challenge of larger and richer datasets↗ 13,944OA
- UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age↗ 13,289OA
- GenAlEx 6.5: genetic analysis in Excel. Population genetic software for teaching and research—an update↗ 13,209OA
- A framework for variation discovery and genotyping using next-generation DNA sequencing data↗ 12,382OA
- Developing and evaluating complex interventions: the new Medical Research Council guidance↗ 11,361OA
Active researchers
Top authors in this area, ranked by h-index.