These results suggest that the associations observed with HDL-cholesterol or APOA1 levels are not likely confounded by preexisting conditions known to increase susceptibility to COVID-19, such as obesity and type 2 diabetes, since these factors were used as matching variables. This evidence concerns the gene APOA1 and obesity due to melanocortin 4 receptor deficiency.