Patients with higher MLR were trend to be male, higher weight and CKD 4 stage; Moreover, these patients had higher SOFA score, potassium, phosphate, creatinine, Bun, ALP and PT; They also had lower sodium and eGFR (all p < 0.05) (Table 1). The gene discussed is F2; the disease is chronic kidney disease.