SOCS3 and gout: We identified the hub gene SOCS3 in gout and elucidated its mechanistic roles by integrated bioinformatics analysis, machine learning approach, and clinical validation, providing critical insights for advancing diagnostic biomarkers and therapeutic strategies in gout management.