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). Here, COL7A1 is linked to nonpapillary renal cell carcinoma.