THUMPD2 and type 2 diabetes mellitus: In this study, we show the potential of identifying large effect recessive associations by maximizing the use of current reference panels and testing different inheritance models, as exemplified by the associations with type 2 diabetes, cardiovascular disease, and macular degeneration with variants near PELO, CACNB4, and THUMPD2, respectively.