Given the strong link between HFD consumption and tumor progression, interventions targeting lipid metabolism, macrophage polarization, and pro-survival signaling pathways such as PI3K/AKT and STAT3 may offer promising therapeutic avenues to enhance cancer treatment outcomes in obese individuals. This evidence concerns the gene AKT1 and neoplasm.