This study presents a novel way to utilize GWAS results from multiple disorders to better understand genetic variation shared across comorbid disorders. Classifying SNPs based on their patterns of associations with multiple disorders may enable investigators to identify clusters of genes that impact clusters of behavioral outcomes. Our results suggested that large numbers of genetic variants are collectively associated with multiple disorders, and classification based on association patterns may provide a useful tool to investigate these relationships.