Moreover, through a detailed study of attributes of the biochemistry-balanced ML model, we were able to demonstrate that those with the highest IR predictive abilities (e.g., leptin/adiponectin ratio) were strongly related to the presence of obesity. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.