We have detected a significant signal associated with COVID-19 related pneumonia at locus 13q21.33, with a peak residing upstream of the gene KLHL1 (p = 1.91 × 10−8). The gene discussed is KLHL1; the disease is susceptibility to pneumonia measurement.