Expression data and ROC analysis further validated the hub genes in both training data sets and external validation data sets of COVID‐19 and OA, and four genes (MMP9, ATF3, CCL4, RELA) had higher expression in patients than healthy people with great diagnostic values. This evidence concerns the gene CCL4 and COVID-19.