This review examines macrophage ontogeny, polarization, and functional heterogeneity in ORBC, highlighting how obesity-induced cytokines (e.g. TNF-α, IL-6), reactive oxygen species, and metabolic reprogramming collectively reshape the TME to foster tumor initiation, progression, and metastasis. This evidence concerns the gene TNF and Obesity.