Correlation and ontology-based analyses identified C1ql3 as a hub gene with high IMC to affect islet function in obesity by modulating secretion, nuclear division, mitotic cell process, and cell division. This evidence concerns the gene C1QL3 and obesity due to melanocortin 4 receptor deficiency.