Back to Search
Start Over
Joint modeling of liver transplant candidates outperforms the model for end-stage liver disease
- Source :
- American Journal of Transplantation, 21(11), 3583-3592. WILEY, American Journal of Transplantation
- Publication Year :
- 2021
- Publisher :
- WILEY, 2021.
-
Abstract
- Liver function is measured regularly in liver transplantation (LT) candidates. Currently, these previous disease development data are not used for survival prediction. By constructing and validating joint models (JMs), we aimed to predict the outcome based on all available data, using both disease severity and its rate of change over time. Adult LT candidates listed in Eurotransplant between 2007 and 2018 (n = 16 283) and UNOS between 2016 and 2019 (n = 30 533) were included. Patients with acute liver failure, exception points, or priority status were excluded. Longitudinal MELD(-Na) data were modeled using spline-based mixed effects. Waiting list survival was modeled with Cox proportional hazards models. The JMs combined the longitudinal and survival analysis. JM 90-day mortality prediction performance was compared to MELD(-Na) in the validation cohorts. MELD(-Na) score and its rate of change over time significantly influenced patient survival. The JMs significantly outperformed the MELD(-Na) score at baseline and during follow-up. At baseline, MELD-JM AUC and MELD AUC were 0.94 (0.92-0.95) and 0.87 (0.85-0.89), respectively. MELDNa-JM AUC was 0.91 (0.89-0.93) and MELD-Na AUC was 0.84 (0.81-0.87). The JMs were significantly (p
- Subjects :
- medicine.medical_specialty
Cirrhosis
Waiting Lists
medicine.medical_treatment
waitlist management
Disease
Liver transplantation
clinical research/practice
Severity of Illness Index
End Stage Liver Disease
Model for End-Stage Liver Disease
Internal medicine
medicine
Humans
Immunology and Allergy
Pharmacology (medical)
auxiliary
Survival analysis
clinical decision-making
Transplantation
liver transplantation
Proportional hazards model
business.industry
cirrhosis
Sodium
Hepatology
medicine.disease
practice
body regions
clinical research
hepatology
Liver function
business
auxiliary [liver transplantation]
liver transplantation/hepatology
mathematical model
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- American Journal of Transplantation, 21(11), 3583-3592. WILEY, American Journal of Transplantation
- Accession number :
- edsair.doi.dedup.....8e35034385cf65e31e2fb549fbcf25d1