Consistent with our findings, observational studies have reported a negative correlation between serum albumin and the risk of severe COVID-19 (Aziz et al., 2020), and elevated direct bilirubin could predict worse prognostics of COVID-19 (Wynants et al., 2020). This evidence concerns the gene ALB and COVID-19.