We extracted the following variables from the MIMIC-IV database, including the demographic data [age, gender, ethnicity, marital status, insurance status, admission type, body mass index (BMI, kg/m
2) and patients’ comorbidity]; the vital signs and laboratory data within 48 h after ICU admission [respiratory rate (times/min), systolic blood pressure (SBP, mmHg), diastolic blood pressure (DBP, mmHg), heart rate (times/min), temperature (℃), urine output (mL), partial pressure of carbon dioxide (PCO
2, mmHg), FiO
2, mmHg, bicarbonate (HCO
3−), hemoglobin (g/dL), neutrophil (NEUT), lymphocyte (LYM), platelet (PLT, K/L), white blood cell (WBC, K/L), albumin (ALB), alanine aminotransferase (ALT, U/L), aspartate aminotransferase (AST, U/L), creatinine (mg/dL), blood urea nitrogen (BUN, mg/dL), glucose (mg/dL), C-reactive protein (CRP, mg/L), total cholesterol (TC, mg/dL), triglycerides (TG, mg/dL), low density lipoprotein cholesterol (LDL-C, mg/dL), high density lipoprotein cholesterol (HDL-C, mg/dL)]; severity scoring system [Sequential Organ Failure Assessment (SOFA) score, Simplified Acute Physiology Score (SAPS II)]; medications (heparin, aspirin, antibiotics and vasopressors); treatment [continuous renal replacement therapy (CRRT), mechanical ventilation (MV), red blood cell (RBC) transfusion, PLT transfusion, frozen plasma]. If patients received a laboratory test more than one time during their hospitalization, only the initial test results were included in this study. The diagnosis of ARDS met the Berlin criteria for patients in the MIMIC-IV database [15 (
link)]. The Berlin criteria include: acute onset, PaO2/FiO2 ≤ 300 mmHg, positive end-expiratory pressure (PEEP) ≥ 5 cm H
2O on the first day of ICU admission, bilateral infiltrates on chest radiograph, and absence of heart failure [16 (
link)].
Xu C., Zheng L., Jiang Y, & Jin L. (2023). A prediction model for predicting the risk of acute respiratory distress syndrome in sepsis patients: a retrospective cohort study. BMC Pulmonary Medicine, 23, 78.