Collectively, the current study elaborated the expression profile and functional characteristics of obesity-related genes in OLF and revealed SOCS3 associated with immune infiltrates and 5mC/m6A modifiers for the first time, which might provide novel insights into the pathogenesis and treatment strategies of obesity-related OLF. This evidence concerns the gene SOCS3 and obesity due to melanocortin 4 receptor deficiency.