Our study also replicated a previously reported COVID-19 risk locus at 3p21.31, identifying lead variants in SACM1L and LZTFL1 genes suggestively associated with pneumonia (p = 7.54 × 10−6) and severe COVID-19 (p = 6.88 × 10−7), respectively. This evidence concerns the gene SACM1L and COVID-19.