Together, our SMR analysis and TWAS of COVID-19 identified a total of 14 genes associated with COVID-19, comprising seven genes implicated by the input or previous GWASs and seven novel genes (including three protein-coding genes, CCR5, MAPT, and PIGN). Here, CCR5 is linked to COVID-19.