We identified 8 key genes (LOC100132287, CEACAM5, PRR4, CPA3, POSTN, LYPD2, TCN1, and SCGB3A1) associated with asthma by combining the LASSO regression model and the SVM-RFE method. The gene discussed is POSTN; the disease is asthma.