For example, TULP2—a member of the tubby-like gene family—had the highest PEP correlation with the diabetes pathway gene set (Supplementary Figure 4B; permutation p = 3.0 × 10−4), and it is also a candidate gene for severe obesity, a closely related trait29. This evidence concerns the gene TULP2 and obesity due to melanocortin 4 receptor deficiency.