ArticleWorld journal of gastroenterology2024
Development and validation of a new prognostic model for patients with acute-on-chronic liver failure in intensive care unit.
Article in World journal of gastroenterology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.
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Who cites it
5 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Prediction models for mortality in patients with acute on chronic liver failure: systematic review and critical appraisal.Frontiers in medicine · 2026Pooled it
- Impact of albumin infusion on 30-day mortality in ICU patients with acute-on-chronic liver failure: a retrospective cohort using MIMIC-IV database.Clinical and experimental medicine · 2026Article
- Machine learning-based algorithms for the prediction of 90-day survival in patients with liver failure receiving artificial liver therapy.Frontiers in physiology · 2025Article
- Survival of Patients with Alcohol-Related Liver Disease Cirrhosis-Usefulness of the New Liver Mortality Inpatients Prognostic Score.Diagnostics (Basel, Switzerland) · 2024Article
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4 authors.
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Abstract
backgroundCirrhotic patients with acute-on-chronic liver failure (ACLF) in the intensive care unit (ICU) have a poor but variable prognoses. Accurate prognosis evaluation can guide the rational management of patients with ACLF. However, existing prognostic scores for ACLF in the ICU environment lack sufficient accuracy.
aimTo develop a new prognostic model for patients with ACLF in ICU.
methodsData from 938 ACLF patients in the Medical Information Mart for Intensive Care (MIMIC) database were used to develop a new prognostic model (MIMIC ACLF) for ACLF. Discrimination, calibration and clinical utility of MIMIC ACLF were assessed by area under receiver operating characteristic curve (AUROC), calibration curve and decision curve analysis (DCA), respectively. MIMIC ACLF was then externally validated in a multiple-center cohort, the Electronic Intensive Care Collaborative Research Database and a single-center cohort from the Second Hospital of Hebei Medical University in China.
resultsThe MIMIC ACLF score was determined using nine variables: ln (age) × 2.2 + ln (white blood cell count) × 0.22 - ln (mean arterial pressure) × 2.7 + respiratory failure × 0.6 + renal failure × 0.51 + cerebral failure × 0.31 + ln (total bilirubin) × 0.44 + ln (internationalized normal ratio) × 0.59 + ln (serum potassium) × 0.59. In MIMIC cohort, the AUROC (0.81/0.79) for MIMIC ACLF for 28/90-day ACLF mortality were significantly greater than those of Chronic Liver Failure Consortium ACLF (0.76/0.74), Model for End-stage Liver Disease (MELD; 0.73/0.71) and MELD-Na (0.72/0.70) (all
conclusionWe developed and validated a new prognostic model with satisfactory accuracy for cirrhotic patients with ACLF hospitalized in the ICU. The model-based risk stratification and online calculator might facilitate the rational management of patients with ACLF.
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