This approach yielded four subgroups that had only some overlap with the five initial clusters regarding clinical, treatment-related and complication profiles: obesity- and age-related (68%), malnutrition-related (18%), body fat-related and insulin-resistant (8%), and ketosis-prone (6%). This evidence concerns the gene INS and Obesity.