Genetic association studies involve investigating the relationship between genetic variants (such as single nucleotide polymorphisms) and a particular trait or disease. These studies aim to identify genetic variations that are associated with the trait or disease of interest by comparing the genetic profiles of individuals with and without the trait or disease. Genetic association studies can help identify the underlying genetic factors contributing to the development of various health conditions and inform personalized medicine approaches.