To identify patient profiles, we performed a data-driven cluster analysis based on the k-means method according to six characteristics considered as the most relevant in the literature (age at diabetes diagnosis, body mass index, glycated hemoglobin, glutamate decarboxylase antibodies, insulin resistance and beta-cell function). This evidence concerns the gene INS and diabetes mellitus.