By applying k-means and hierarchical clustering algorithms, they identified five reproducible subgroups of patients: a severe autoimmune form (capturing T1D and LADA), a severe insulin-deficient form, severe insulin-resistant form, mild obesity-related form, and mild age-related form. The gene discussed is INS; the disease is type 1 diabetes mellitus.