The PPI network prediction analysis using the STRING database showed that there is a potential interaction between LRRK2 and HIF1A (score = 0.941), indicating that LRRK2 may play a vital role in the pathogenesis of ccRCC (Fig. 8d). The gene discussed is LRRK2; the disease is nonpapillary renal cell carcinoma.