Among the extracted ultra-rare variants there was a group of genes, such as TLR3, TLR7 and TICAM1, already shown to be directly involved in the Mendelian-like forms of COVID-19 (Fig. 2A and Supplementary Table 3a, b). This evidence concerns the gene TICAM1 and COVID-19.