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. This evidence concerns the gene AXL and COVID-19.