In addition, the cubic spline regression analysis using variables from the model 2 suggested that the relationship between RBP4 and type 2 diabetes risk was linear and the P-nonlinearity value was 0.40 in men and 0.18 in women (Additional file 1: Figure S2). This evidence concerns the gene RBP4 and type 2 diabetes mellitus.