Gene GBF1, which was associated with the 46 traits (p-value ≤ 6.30 × 10−28), HOMA-B (p-value ≤ 2.91 × 10−17), has been reported to be involved in insulin resistance and type 2 diabetes [78]. Here, GBF1 is linked to type 2 diabetes mellitus.