We assessed the diagnostic performance of IRAK3, TFRC, TNFRSF1A, CX3CR1, and JUNB using the datasets GSE89632_SS, GSE89632_NASH, and GSE15653 for training, followed by plotting ROC curves. The gene discussed is IRAK3; the disease is metabolic dysfunction-associated steatohepatitis.