The nomogram prediction model constructed in this study, which incorporates independent risk factors such as diabetes, hemoglobin, serum PAF, IL-17, and CRP, can be integrated into clinical practice through a structured workflow. The gene discussed is IL17A; the disease is diabetes mellitus.