Furthermore, we validated this using a Diagnostic Nomogram, where we assessed the probability of a patient being diagnosed with depression by integrating the scores of the IL1R1 and EPAS1 genes (Figure 2D). The gene discussed is EPAS1; the disease is depressive disorder.