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Development and validation of a procedure‐based organ failure assessment model for patients in the intensive care unit: an administrative database study
Author(s) -
Ohbe Hiroyuki,
Yamana Hayato,
Matsui Hiroki,
Yasunaga Hideo
Publication year - 2021
Publication title -
acute medicine and surgery
Language(s) - English
Resource type - Journals
ISSN - 2052-8817
DOI - 10.1002/ams2.719
Subject(s) - medicine , intensive care unit , sofa score , receiver operating characteristic , extracorporeal membrane oxygenation , cohort , emergency medicine , mechanical ventilation , cohort study , risk assessment , intensive care medicine , database , computer science , computer security
Aim To develop a procedure‐based organ failure assessment model for intensive care unit (ICU) patients and to examine the ability of this model to predict in‐hospital mortality, with reference to the Sequential Organ Failure Assessment (SOFA) score. Methods Using the Japanese nationwide Diagnosis Procedure Combination database, we identified patients aged ≥15 years who were admitted to the ICUs April 2018–March 2019. Since April 2018, Japanese health care providers have been required to input ICU patients' SOFA scores into this database. We extracted data on the following procedures on ICU admission: oxygen supplementation, invasive mechanical ventilation, blood transfusions, catecholamines, chest compression, extracorporeal membrane oxygenation, and renal replacement therapy. A procedure‐based organ failure assessment model (Model 1) for in‐hospital mortality was developed using therapeutic procedures for organ failure on the day of ICU admission in the derivation cohort. We also constructed a model using the SOFA score (Model 2). Discriminatory ability was assessed using area under the receiver operating characteristic curve (AUROC) in the validation cohort, and the discriminatory abilities of the models were compared. Results In total, 69,019 patients were included. Overall in‐hospital mortality was 7.2%. The AUROCs for Model 1 (0.810) and Model 2 (0.817) in the validation cohort did not show a statistically significant difference ( P  = 0.20). Conclusion The models established using procedure‐based organ failure assessment showed no statistically significant differences from those using the SOFA score, suggesting that procedure records in administrative databases can be used for risk adjustment in clinical studies on ICU mortality.

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