CRP and Increased total leukocyte count: In univariate logistic analyses, in-hospital mortality was associated with severe acute cholangitis, PTBD as an initial biliary drainage method, positive blood culture, ICU admission, prolonged LOS, high SOFA score, leukocytosis, elevated CRP, prolonged PT-INR, and elevated creatinine levels.