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Establishment and Validation of a Risk Prediction Model for Sepsis-Associated Liver Injury in ICU Patients: A
Chang Li1, Jinling Ji1, Ting Shi2
1Department of Medical Laboratory, The Affiliated Huaian No.1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu, People's Republic of China.
Purpose:
Sepsis-associated liver injury (SALI) leads to increased mortality in sepsis patients, yet no specialized tools exist for early risk assessment. This study aimed to develop and validate a risk prediction model for early identification of SALI before patients meet full diagnostic criteria.
Patients And Methods:
This retrospective study analyzed 415 sepsis patients admitted to ICU from January 2019 to January 2022. Patients with pre-existing liver conditions were excluded. Using LASSO regression and multivariate logistic analysis, we developed a predictive nomogram incorporating clinical variables. Model performance was evaluated through internal validation using bootstrapping method.
Results:
Among the cohort, 97 patients (23.4%) developed SALI. The final model identified five key predictors: total bilirubin, ALT, γ-GGT, mechanical ventilation, and kidney failure. The model demonstrated good discrimination (AUC=0.841, 95% CI: 0.795-0.887) and calibration. Decision curve analysis showed clinical utility across a threshold probability range of 4-87%. The model outperformed traditional scoring systems (SOFA and SAPS II) in predicting SALI risk.
Conclusion:
This novel nomogram effectively predicts SALI risk in sepsis patients by integrating readily available clinical parameters. While external validation is needed, the model shows promise as a practical tool for early risk stratification, potentially enabling timely interventions in high-risk patients.
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