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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
PERFORMANCE OF SIX PREDICTIVE MODELS OF DEATH OF PATIENTS HOSPITALIZED FOR DECOMPENSATED CIRRHOSIS: A MULTICENTER
Ajácio Bandeira de Mello Brandão1, Isadora Zanotelli Bombassaro1, Gabriela Perdomo Coral1,2
1Universidade Federal de Ciências da Saúde de Porto Alegre, Faculdade de Medicina, Programa de Pós-Graduação em Medicina: Hepatologia, Porto Alegre, RS, Brasil.
Predicting 90-day mortality in decompensated cirrhosis is challenging. Current scoring systems show limited accuracy, with no single model proving superior for predicting patient survival.
Area of Science:
- Hepatology
- Internal Medicine
- Medical Statistics
Background:
- Cirrhosis progresses from compensated to decompensated stages, impacting patient survival.
- Accurate prediction of mortality is vital for clinical decisions, including liver transplantation.
- Several prognostic models exist, but their comparative performance needs evaluation.
Purpose of the Study:
- To compare the predictive performance of six mortality scoring systems for hospitalized patients with decompensated cirrhosis.
- To assess the accuracy of models like MELD 3.0 and MELD-Plus in predicting 90-day mortality.
Main Methods:
- A retrospective, multicenter study included 481 patients with decompensated cirrhosis.
- Six prognostic models (MELD-Na, MELD-Plus, MELD 3.0, ReMELD, Refit MELD, Refit MELD-Na) were calculated on admission.
- Model accuracy was evaluated using the area under the receiver operating characteristic (AUROC) curve and compared using the DeLong test.
Main Results:
- All evaluated scores demonstrated moderate discrimination ability, with AUROC values ranging from 0.703 to 0.758.
- No single scoring system demonstrated unequivocal superiority over the others in predicting 90-day mortality.
- The models showed a good ability to discriminate between survivors and deceased patients.
Conclusions:
- The evaluated scoring systems have limited predictive power for 90-day mortality in decompensated cirrhosis.
- This study could not establish a definitively superior prognostic scoring system for this patient population.
- Further research may be needed to refine or identify more accurate predictive models.
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