The present study on critically ill COVID-19 patients with moderate to severe ARDS showed a correlation of serum albumin, IL-6, and D-dimer all together at admission to ICU, accompanied by chest CT severity score, as independent predictors of mortality. This evidence concerns the gene IL6 and acute respiratory distress syndrome.