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Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation

IMPORTANCE: Liver allocation is determined by the model for end-stage liver disease (MELD), a scoring system based on 4 laboratory measurements. During the MELD era, sex disparities in liver transplant have increased and there are no modifications to MELD based on sex. OBJECTIVE: To use laboratory v...

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Autores principales: Sealock, Julia M., Ziogas, Ioannis A., Zhao, Zhiguo, Ye, Fei, Alexopoulos, Sophoclis P., Matsuoka, Lea, Chen, Guanhua, Davis, Lea K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9118088/
https://www.ncbi.nlm.nih.gov/pubmed/35583884
http://dx.doi.org/10.1001/jamasurg.2022.1548
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author Sealock, Julia M.
Ziogas, Ioannis A.
Zhao, Zhiguo
Ye, Fei
Alexopoulos, Sophoclis P.
Matsuoka, Lea
Chen, Guanhua
Davis, Lea K.
author_facet Sealock, Julia M.
Ziogas, Ioannis A.
Zhao, Zhiguo
Ye, Fei
Alexopoulos, Sophoclis P.
Matsuoka, Lea
Chen, Guanhua
Davis, Lea K.
author_sort Sealock, Julia M.
collection PubMed
description IMPORTANCE: Liver allocation is determined by the model for end-stage liver disease (MELD), a scoring system based on 4 laboratory measurements. During the MELD era, sex disparities in liver transplant have increased and there are no modifications to MELD based on sex. OBJECTIVE: To use laboratory values stored in electronic health records to describe population-level sex differences in all MELD laboratory values (in healthy individuals and patients with liver disease) and propose a sex adjustment. DESIGN, SETTING, AND PARTICIPANTS: A retrospective cohort study was conducted from March 2019 to April 2020 to evaluate sex differences in laboratory values in liver transplant patients, patients with liver disease who did not undergo transplant, and healthy controls. Primary analyses were conducted in Vanderbilt University Medical Center (VUMC)’s deidentified electronic health record system. Replication analyses were conducted in the All of Us Research Program. Simulations of a sex-adjusted sodium-adjusted MELD (MELDNa) score were completed using liver transplant waiting list data from the liver simulated allocation modeling system. Patients who regularly used VUMC with measurements for any MELDNa component laboratory were included in the analyses. Analysis took place from November 2019 to March 2021. EXPOSURES: Electronic health record–reported sex. MAIN OUTCOMES AND MEASURE: Creatinine, bilirubin, international normalized ratio, and sodium levels. RESULTS: The VUMC sample was composed of 623 931 individuals (359 976 [57.7%] female) with a median (IQR) age of 44 (23-61) years. All component MELDNa laboratory values and calculated MELDNa scores yielded significant sex differences within VUMC (mean [SD] creatinine: male, 0.99 [0.39] mg/dL; female, 0.79 [0.30] mg/dL; P < .001; bilirubin: male, 0.76 [0.83] mg/dL; female, 0.58 [0.64] mg/dL; P < .001; international normalized ratio of prothrombin rate: male, 1.24 [0.42]; female, 1.20 [0.40]; P < .001; sodium: male, 139.00 [2.36] mEq/L; female, 139.03 [2.28] mEq/L; P < .001), resulting in MELDNa scoring that disadvantaged female individuals. This pattern persisted when the sample was divided into healthy controls, individuals with liver disease who did not undergo transplant, and patients who did undergo liver transplant. Female transplant patients had a greater number of decompensation traits (mean [SD]: male, 1.34 [1.11]; female, 1.60 [1.09]; P = .005), despite having lower MELDNa scores (mean [SD]: male, 21.72 [6.11]; female, 20.21 [6.15]; P = .005), indicating MELDNa scores are not accurately representing disease severity in female individuals. In simulations, the sex-adjusted MELDNa score modestly increased female transplant rate and decreased overall death. CONCLUSIONS AND RELEVANCE: These results demonstrate pervasive sex differences in all laboratory values used in MELDNa scoring and highlight the need and utility of a sex-adjustment to the MELDNa protocol.
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spelling pubmed-91180882022-06-04 Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation Sealock, Julia M. Ziogas, Ioannis A. Zhao, Zhiguo Ye, Fei Alexopoulos, Sophoclis P. Matsuoka, Lea Chen, Guanhua Davis, Lea K. JAMA Surg Original Investigation IMPORTANCE: Liver allocation is determined by the model for end-stage liver disease (MELD), a scoring system based on 4 laboratory measurements. During the MELD era, sex disparities in liver transplant have increased and there are no modifications to MELD based on sex. OBJECTIVE: To use laboratory values stored in electronic health records to describe population-level sex differences in all MELD laboratory values (in healthy individuals and patients with liver disease) and propose a sex adjustment. DESIGN, SETTING, AND PARTICIPANTS: A retrospective cohort study was conducted from March 2019 to April 2020 to evaluate sex differences in laboratory values in liver transplant patients, patients with liver disease who did not undergo transplant, and healthy controls. Primary analyses were conducted in Vanderbilt University Medical Center (VUMC)’s deidentified electronic health record system. Replication analyses were conducted in the All of Us Research Program. Simulations of a sex-adjusted sodium-adjusted MELD (MELDNa) score were completed using liver transplant waiting list data from the liver simulated allocation modeling system. Patients who regularly used VUMC with measurements for any MELDNa component laboratory were included in the analyses. Analysis took place from November 2019 to March 2021. EXPOSURES: Electronic health record–reported sex. MAIN OUTCOMES AND MEASURE: Creatinine, bilirubin, international normalized ratio, and sodium levels. RESULTS: The VUMC sample was composed of 623 931 individuals (359 976 [57.7%] female) with a median (IQR) age of 44 (23-61) years. All component MELDNa laboratory values and calculated MELDNa scores yielded significant sex differences within VUMC (mean [SD] creatinine: male, 0.99 [0.39] mg/dL; female, 0.79 [0.30] mg/dL; P < .001; bilirubin: male, 0.76 [0.83] mg/dL; female, 0.58 [0.64] mg/dL; P < .001; international normalized ratio of prothrombin rate: male, 1.24 [0.42]; female, 1.20 [0.40]; P < .001; sodium: male, 139.00 [2.36] mEq/L; female, 139.03 [2.28] mEq/L; P < .001), resulting in MELDNa scoring that disadvantaged female individuals. This pattern persisted when the sample was divided into healthy controls, individuals with liver disease who did not undergo transplant, and patients who did undergo liver transplant. Female transplant patients had a greater number of decompensation traits (mean [SD]: male, 1.34 [1.11]; female, 1.60 [1.09]; P = .005), despite having lower MELDNa scores (mean [SD]: male, 21.72 [6.11]; female, 20.21 [6.15]; P = .005), indicating MELDNa scores are not accurately representing disease severity in female individuals. In simulations, the sex-adjusted MELDNa score modestly increased female transplant rate and decreased overall death. CONCLUSIONS AND RELEVANCE: These results demonstrate pervasive sex differences in all laboratory values used in MELDNa scoring and highlight the need and utility of a sex-adjustment to the MELDNa protocol. American Medical Association 2022-05-18 2022-07 /pmc/articles/PMC9118088/ /pubmed/35583884 http://dx.doi.org/10.1001/jamasurg.2022.1548 Text en Copyright 2022 Sealock JM et al. JAMA Surgery. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the CC-BY License.
spellingShingle Original Investigation
Sealock, Julia M.
Ziogas, Ioannis A.
Zhao, Zhiguo
Ye, Fei
Alexopoulos, Sophoclis P.
Matsuoka, Lea
Chen, Guanhua
Davis, Lea K.
Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title_full Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title_fullStr Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title_full_unstemmed Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title_short Proposing a Sex-Adjusted Sodium-Adjusted MELD Score for Liver Transplant Allocation
title_sort proposing a sex-adjusted sodium-adjusted meld score for liver transplant allocation
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9118088/
https://www.ncbi.nlm.nih.gov/pubmed/35583884
http://dx.doi.org/10.1001/jamasurg.2022.1548
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