In the second approach, we identified four subgroups: cluster 1 (obesity- and age-related, 68%), cluster 2 (malnutrition-related, 8%), cluster 3 (body fat-related and insulin-resistant, 18%), and cluster 4 (ketosis-prone, 6%). Here, INS is linked to obesity disorder.