Moreover, ROC analysis in our study indicated that ACSL4, VDAC2, and GPX4 have strong predictive abilities for acute gout attacks, with AUC values of 0.771, 0.833, and 0.722, respectively. The gene discussed is VDAC2; the disease is gout.