RNA sequencing, single-cell analysis, and immune infiltration analysis were performed to explore underlying mechanisms.<h4>Results</h4>TMEM72 was significantly downregulated in RCC and its low expression was associated with poor prognosis. The gene discussed is TMEM72; the disease is renal cell carcinoma.