By integrating the results of random forest, we found that the five genes related to inflammasome, including AXL, MKI67, CDKN3, BCL2 and PTGS2, are important for severe COVID-19 patients, and these molecules are related to the activation of NLRP3 inflammasome. The gene discussed is MKI67; the disease is COVID-19.