Evidence map›Paper›PMID 35583884›Full record

ArticleJAMA surgery2022

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

Julia M Sealock, Ioannis A Ziogas, Zhiguo Zhao, Fei Ye, Sophoclis P Alexopoulos, Lea Matsuoka, Guanhua Chen, Lea K Davis

Open access · hybridAbstract read
In one paragraph

Article in JAMA surgery, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
4.3field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 1 synthesis or guideline pooled it, 32 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Review
  4. Sex-Specific Genetic Architecture and Comorbidities of Alcohol Use Behaviors.medRxiv : the preprint server for health sciences · 2025
    Article
  5. Article
  6. Article
  7. Review
  8. Review
  9. Article
  10. The BAR Score Predicts and Stratifies Outcomes Following Liver Retransplantation: Insights From a Retrospective Cohort Study.Transplant international : official journal of the European Society for Organ Transplantation · 2024
    Article
  11. Article
  12. Review
  13. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 2 institutions in 1 country.

Julia M SealockDivision of Hepatobiliary Surgery and Liver Transplantation, Vanderbilt University Medical Center, Nashville, Tennessee.
Ioannis A ZiogasDivision of Hepatobiliary Surgery and Liver Transplantation, Vanderbilt University Medical Center, Nashville, Tennessee.
Zhiguo ZhaoDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee.
Fei YeDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee.
Sophoclis P AlexopoulosDivision of Hepatobiliary Surgery and Liver Transplantation, Vanderbilt University Medical Center, Nashville, Tennessee.
Lea MatsuokaDivision of Hepatobiliary Surgery and Liver Transplantation, Vanderbilt University Medical Center, Nashville, Tennessee.
Guanhua ChenDepartment of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison.
Lea K DavisDivision of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Vanderbilt University Medical Center · USUniversity of Wisconsin–Madison · US

Funding

Elucidating the phenome-wide impact of sex and gender on diseaseR01HG011405 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI DAVIS, LEA K, STRANGER, BARBARA E · 2021 to 2024
$1.9M
NHGRI NIH HHS R01 HG011405
6 · The paper itself

Abstract

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.

Indexed as

End Stage Liver DiseaseLiver TransplantationPopulation HealthAdultBilirubinCreatinineFemaleHumansMaleMiddle AgedRetrospective StudiesSeverity of Illness IndexSodiumWaiting ListsBilirubinCreatinineSodium

Identifiers

PMID35583884
PMCPMC9118088
OpenAlexW4280541509

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.