NPHP4 and renal fibrosis: In the context of renal fibrosis phenotype ontology (RENAL_FIBROSIS), upregulation was observed in ANTXR1, MUC1, SLC37A4, and NPHP4, while ARL3 and NPHP3 were significantly downregulated (Figure 6b).