Genes implicated in monogenic obesity include POMC, LEP, LEPR, MC3R, and MC4R, while polygenic obesity involves variants in genes such as FTO, UCP1-3, MC4R, ADRB1-3, and SLC6A14. Here, ADRB1 is linked to obesity due to melanocortin 4 receptor deficiency.