This aligns with the findings of Sun et al. [21] that noted obesity as a risk factor for kidney cancer, promoting a series of secondary pathologies, such as insulin resistance and abnormal adipokines expression occurs, leading to a persistent inflammatory state that contributes to cancerous development [10, 22]. The gene discussed is INS; the disease is Obesity.