In summary, our integrated bioinformatics analysis, machine learning approach, and clinical validation have identified SOCS3 as a pivotal diagnostic biomarker for gout, with its regulatory role intricately linked to PANoptosis ‐ related mechanisms. The gene discussed is SOCS3; the disease is gout.