For the rest of the genes with associations only in the cohort with diabetes (ZZEF1 and Chol, ATXN7, PC, HLA-DQA1 and HDL), this study is the first to identify an association and more research will be required to establish a comprehensive understanding of their impact. Here, ZZEF1 is linked to diabetes mellitus.