Enrichment analysis further revealed that these genes are involved in crucial biological pathways, including cortisol synthesis, thyroid hormone synthesis, and insulin secretion.<h4>Conclusions</h4>Our findings support a causal relationship between four specific SBs (LST, television watching, computer use, driving) and obesity. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.