In ccRCC, an increasing number of studies have shown that MMP9 promotes tumor invasion and migration (Wu et al., 2019; Wang J. et al., 2020; Zhang et al., 2022). This evidence concerns the gene MMP9 and nonpapillary renal cell carcinoma.