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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-8359978 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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