The only study to employ a machine learning (ML) approach to identify obesity risk factors in the QBB cohort revealed albumin, uric acid, insulin, and c-peptide as potential risk factors for obesity in Qatar [22]. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.