The highest cystatin C level (≥1.31 mg/L) was an independent risk factor for critically ill COVID-19 and all-cause death in patients without CKD, after adjustment for the underlying confounders (all P values < 0.05, Table 4). This evidence concerns the gene CST3 and chronic kidney disease.