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Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region

BACKGROUND AND AIMS: The United Network for Organ Sharing’s Model for End‐Stage Liver Disease (UNOS‐MELD) score is the basis of liver allocation in the Eurotransplant region. It was constructed 20 years ago in a small US cohort and has remained unchanged ever since. The best boundaries and coefficie...

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Autores principales: Goudsmit, Ben F. J., Putter, Hein, Tushuizen, Maarten E., Vogelaar, Serge, Pirenne, Jacques, Alwayn, Ian P. J., van Hoek, Bart, Braat, Andries E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8359978/
https://www.ncbi.nlm.nih.gov/pubmed/33301607
http://dx.doi.org/10.1002/hep.31677
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author Goudsmit, Ben F. J.
Putter, Hein
Tushuizen, Maarten E.
Vogelaar, Serge
Pirenne, Jacques
Alwayn, Ian P. J.
van Hoek, Bart
Braat, Andries E.
author_facet Goudsmit, Ben F. J.
Putter, Hein
Tushuizen, Maarten E.
Vogelaar, Serge
Pirenne, Jacques
Alwayn, Ian P. J.
van Hoek, Bart
Braat, Andries E.
author_sort Goudsmit, Ben F. J.
collection PubMed
description BACKGROUND AND AIMS: The United Network for Organ Sharing’s Model for End‐Stage Liver Disease (UNOS‐MELD) score is the basis of liver allocation in the Eurotransplant region. It was constructed 20 years ago in a small US cohort and has remained unchanged ever since. The best boundaries and coefficients were never calculated for any region outside the United States. Therefore, this study refits the MELD (reMELD) for the Eurotransplant region. APPROACH AND RESULTS: All adult patients listed for a first liver transplantation between January 1, 2007, and December 31, 2018, were included. Data were randomly split in a training set (70%) and a validation set (30%). In the training data, generalized additive models with splines were plotted for each MELD parameter. The lower and upper bound combinations with the maximum log‐likelihood were chosen for the final models. The refit models were tested in the validation data with C‐indices and Brier scores. Through likelihood ratio tests the refit models were compared to UNOS‐MELD. The correlation between scores and survival of prioritized patients was calculated. A total of 6,684 patients were included. Based on training data, refit parameters were capped at creatinine 0.7‐2.5, bilirubin 0.3‐27, international normalized ratio 0.1‐2.6, and sodium 120‐139. ReMELD and reMELD‐Na showed C‐indices of 0.866 and 0.869, respectively. ReMELD‐Na prioritized patients with 1.6 times higher 90‐day mortality probabilities compared to UNOS‐MELD. CONCLUSIONS: Refitting MELD resulted in new lower and upper bounds for each parameter. The predictive power of reMELD‐Na was significantly higher than UNOS‐MELD. ReMELD prioritized patients with higher 90‐day mortality rates. Thus, reMELD(‐Na) should replace UNOS‐MELD for liver graft allocation in the Eurotransplant region.
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spelling pubmed-83599782021-08-17 Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region Goudsmit, Ben F. J. Putter, Hein Tushuizen, Maarten E. Vogelaar, Serge Pirenne, Jacques Alwayn, Ian P. J. van Hoek, Bart Braat, Andries E. Hepatology Original Articles BACKGROUND AND AIMS: The United Network for Organ Sharing’s Model for End‐Stage Liver Disease (UNOS‐MELD) score is the basis of liver allocation in the Eurotransplant region. It was constructed 20 years ago in a small US cohort and has remained unchanged ever since. The best boundaries and coefficients were never calculated for any region outside the United States. Therefore, this study refits the MELD (reMELD) for the Eurotransplant region. APPROACH AND RESULTS: All adult patients listed for a first liver transplantation between January 1, 2007, and December 31, 2018, were included. Data were randomly split in a training set (70%) and a validation set (30%). In the training data, generalized additive models with splines were plotted for each MELD parameter. The lower and upper bound combinations with the maximum log‐likelihood were chosen for the final models. The refit models were tested in the validation data with C‐indices and Brier scores. Through likelihood ratio tests the refit models were compared to UNOS‐MELD. The correlation between scores and survival of prioritized patients was calculated. A total of 6,684 patients were included. Based on training data, refit parameters were capped at creatinine 0.7‐2.5, bilirubin 0.3‐27, international normalized ratio 0.1‐2.6, and sodium 120‐139. ReMELD and reMELD‐Na showed C‐indices of 0.866 and 0.869, respectively. ReMELD‐Na prioritized patients with 1.6 times higher 90‐day mortality probabilities compared to UNOS‐MELD. CONCLUSIONS: Refitting MELD resulted in new lower and upper bounds for each parameter. The predictive power of reMELD‐Na was significantly higher than UNOS‐MELD. ReMELD prioritized patients with higher 90‐day mortality rates. Thus, reMELD(‐Na) should replace UNOS‐MELD for liver graft allocation in the Eurotransplant region. John Wiley and Sons Inc. 2021-05-09 2021-07 /pmc/articles/PMC8359978/ /pubmed/33301607 http://dx.doi.org/10.1002/hep.31677 Text en © 2020 The Authors. Hepatology published by Wiley Periodicals LLC on behalf of American Association for the Study of Liver Diseases. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Original Articles
Goudsmit, Ben F. J.
Putter, Hein
Tushuizen, Maarten E.
Vogelaar, Serge
Pirenne, Jacques
Alwayn, Ian P. J.
van Hoek, Bart
Braat, Andries E.
Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title_full Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title_fullStr Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title_full_unstemmed Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title_short Refitting the Model for End‐Stage Liver Disease for the Eurotransplant Region
title_sort refitting the model for end‐stage liver disease for the eurotransplant region
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8359978/
https://www.ncbi.nlm.nih.gov/pubmed/33301607
http://dx.doi.org/10.1002/hep.31677
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