Subsequently, we performed a multivariate cox regression with these genes and generated a five collagen-related signature containing IL6, FN1, and three genes encoding collagen (COL4A4, COL9A2, COL7A1) to predict the prognosis of ccRCC patients (Figure 1B). The gene discussed is COL4A4; the disease is nonpapillary renal cell carcinoma.