Although our analysis has identified chloroquine as a drug with antiviral and antifibrotic drug, its connection with COVID-19 associated proteins in lung cells was revealed only by text mining compared to EGFR/ErbB inhibitors, that were present in all three databases and had higher antiviral scores than chloroquine. The gene discussed is EGFR; the disease is COVID-19.