A parsimonious explanation for the presence of many significant associations for a complex trait is that the different associations are part of a higher order grouping of genes55. These could be a biological pathway or a collection of genes with a functional connection. Multiple methods allow evaluation of the connection of major depression GWA results to sets of genes grouped by empirical or predicted function (i.e., pathway or gene set analysis).