Association studies are research methods used to identify relationships between genetic variations and specific traits or diseases. These studies often focus on single nucleotide polymorphisms (SNPs) to determine if certain genetic markers are more common in individuals with a particular condition compared to those without it. The findings from association studies can help researchers understand the genetic basis of diseases like diabetes or cancer. By identifying these associations, scientists can develop better diagnostic tools and targeted treatments, ultimately improving patient care and outcomes.