The findings of this study indicated that the surgical technique of choice and the type of operation, tumor size, RNS value, peritumoral fatty tissue thickness, HU values of peritumoral and tumor side fatty tissues, and DRR and SII values can predict pT3a upstaging of patients with cT1 RCC, and that AAPR and DRR values can predict PSM.