We constructed an RF-based nomogram that integrated all six key genes (SLC16A1, MRPL44, FLI1, COX16, COG3, and CD46), enabling individualized risk prediction for AF (Figure 6E). This evidence concerns the gene COG3 and atrial fibrillation.