For instance, we identified the insulin resistance-related gene TIGAR in Europeans and the β-cell dysfunction-related gene TLE1 in East Asians as being associated with the cross-trait shared architecture of T2D and PAD (Additional file 1: Table S9) [110, 111]. The gene discussed is TIGAR; the disease is peripheral arterial disease.