Here we report the result of a large-scale GWAS of COVID-19 in Japanese individuals with systemic comparisons to results from Europeans, which identified a population-specific risk allele at the DOCK2 region that confers a risk of severe COVID-19, particularly in individuals below 65 years of age (hereafter referred to as ‘young’). The gene discussed is DOCK2; the disease is COVID-19.