Adiponectin emerged as a significant discriminator, with concentrations ≥ 8.30 μg/mL conferring 4.15-fold higher odds of DKD (OR = 4.154; 95% CI: 1.776–9.718; p = 0.001) (Figure 3, Table 4). The gene discussed is ADIPOQ; the disease is diabetic kidney disease.