Other studies confirm the protective effect of education and income on the prevalence of depression [48] and suggest that cytokines like IL-1β, TNFα, or the NF-κB pathway, which play a role in both obesity and depression, could explain the link [49]. This evidence concerns the gene IL1B and Obesity.