For example, the phenotypes defined by Ahlqvist et al., severe insulin-deficient diabetes and severe insulin-resistant diabetes, and by Wagner et al. with a prominence of β-cell failure and insulin resistance, resemble our HRBF and HRIR clusters. This evidence concerns the gene INS and Insulin resistance.