Our results suggest that genes enriched in the in vitro CRISPR screen contribute to COVID-19 risk in humans, and highlight SLC6A20 and CXCR6 as the putative causal genes in the 3p21.31 COVID-19 risk locus. This evidence concerns the gene SLC6A20 and COVID-19.