As illustrated in Figures 5C–F, the risk score exhibited a positive correlation with the expression of FN1, COL1A2, COL1A1, and ACTA2. These findings collectively validate the effectiveness of the SRS risk score as a means of assessing renal function and the degree of renal fibrosis. This evidence concerns the gene COL1A1 and renal fibrosis.