PPI analysis revealed MTNR1B’s strong association with diabetes, obesity, cancer, and circadian rhythm disorders, collectively known as circadian syndrome, and MTNR1B’s close interaction with thermogenic genes (UCP1, PPARG, and PPARGC1A). Here, PPARG is linked to diabetes mellitus.