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Updated: Jul 8, 2026

Generation of a Rat Model of Acute Liver Failure by Combining 70% Partial Hepatectomy and Acetaminophen
Published on: November 27, 2019
Evidence-based incorporation of key parameters into MELD score for acute-on-chronic liver failure
Xia Yu1, Ruoqi Zhou1, Wenting Tan2
1State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, National Medical Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Background:
The model for end-stage liver disease (MELD) score is widely used for the prognostication in end-stage liver disease but has limited performance in acute-on-chronic liver failure (ACLF). In this study, we identified additional predictive parameters and reformed the MELD score to predict ACLF more accurately.
Methods:
A meta-analysis was performed on relevant studies to identify the predictive factors of 28-day/90-day outcomes of ACLF, which were validated in two large prospective cohorts. A prognostic score was developed by incorporating predictive parameters into the MELD score. The model was evaluated with a focus on discrimination and calibration.
Results:
The meta-analysis incorporated 32 cohort studies with a total of 13 939 patients, of which 13 risk factors were identified, and 3 risk factors (age, neutrophil count and hepatic encephalopathy (HE) grade) besides MELD score were validated in 751 patients with ACLF derived from two prospective cohorts. A new model (Chinese Acute-on-Chronic Liver Failure Consortium (CATCH-LIFE)-MELD score) was developed as follows: 0.028×age+0.3×HE grade+0.039×neutrophil count+0.079×MELD score. CATCH-LIFE-MELD score achieved a concordance index of 0.791/0.788 for 28-day/90-day outcomes, which is superior to other traditional scores. Other discrimination indices, including net reclassification improvement, integrated discrimination improvement and probability density function, and calibration including Nagelkerke's R2 and Brier scores confirmed its superiority. Moreover, the accuracy of CATCH-LIFE-MELD score remained stable. It was highest in patients with or without hepatitis B virus infection, cirrhosis, liver failure or under the Chinese Group on the Study of Severe Hepatitis B (COSSH) criteria or European Association for the Study of the Liver (EASL) criteria. All results were substantiated by an evaluation using an external cohort.
Conclusions:
CATCH-LIFE-MELD score, a modified MELD score exhibited improved accuracy in predicting the short-term prognosis of ACLF than other traditional scores.
Insights
A new CATCH-LIFE-MELD score improves prediction of short-term outcomes for acute-on-chronic liver failure (ACLF). This modified score, incorporating age, neutrophil count, and hepatic encephalopathy grade, offers superior accuracy over traditional models for ACLF prognostication.
Area of Science:
- Hepatology
- Prognostic modeling
- Clinical prediction rules
Background:
- The Model for End-Stage Liver Disease (MELD) score is a standard prognostic tool for end-stage liver disease but shows limited accuracy in predicting outcomes for acute-on-chronic liver failure (ACLF).
- There is a critical need for improved prognostic models to guide clinical management and resource allocation in ACLF patients.
Purpose of the Study:
- To identify novel predictive parameters for ACLF outcomes.
- To develop and validate a reformed MELD score for more accurate ACLF prognostication.
Main Methods:
- A meta-analysis of 32 cohort studies (13,939 patients) identified potential predictive factors for 28-day/90-day ACLF outcomes.
- Three factors (age, neutrophil count, hepatic encephalopathy grade) were validated alongside the MELD score in two prospective cohorts (751 ACLF patients).
- A new score, the Chinese Acute-on-Chronic Liver Failure Consortium (CATCH-LIFE)-MELD score, was developed and evaluated for discrimination and calibration.
Main Results:
- The CATCH-LIFE-MELD score (0.028×age + 0.3×HE grade + 0.039×neutrophil count + 0.079×MELD score) demonstrated superior predictive performance (concordance index 0.791/0.788 for 28-day/90-day outcomes) compared to traditional scores.
- Statistical analyses including net reclassification improvement and integrated discrimination improvement confirmed the model's enhanced accuracy.
- The CATCH-LIFE-MELD score's accuracy remained robust across various patient subgroups and was validated in an external cohort.
Conclusions:
- The CATCH-LIFE-MELD score represents a significant advancement in predicting the short-term prognosis of ACLF.
- This modified MELD score offers improved accuracy and clinical utility compared to existing prognostic tools for ACLF.
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