Interactions between the five genes shared by all the investigated metals and COVID-19 (CXCL8, IL1B, IL10, IL6, and TNF) are mainly physical, whereas the dominant interaction between the genes affected by individual metals is co-expression. Here, TNF is linked to COVID-19.