Of these genes, CCR6, CD4, CD40LG, CX3CR1, DYRK2, FCRL3, MAN1C1, P2RY10 and TLR7 have been identified as associated with COVID-19 in other research [28–35], however the other genes appear to be novel. Here, CD40LG is linked to COVID-19.