Maria Mironova, Zachary Zaiman, Mathew C Samuel, Judy Wawira Gichoya, Andre L Holder, Leo Anthony Celi, Daniel J Stein
{"title":"终末期肝病评分模型在不同种族和民族中的实际表现。","authors":"Maria Mironova, Zachary Zaiman, Mathew C Samuel, Judy Wawira Gichoya, Andre L Holder, Leo Anthony Celi, Daniel J Stein","doi":"10.1007/s10620-025-09362-8","DOIUrl":null,"url":null,"abstract":"<p><strong>Background and aims: </strong>The MELD score assesses liver disease severity and guides liver allocation in the United States. This study aims to address the knowledge gap regarding potential disparities in the performance of MELD-Na and MELD 3.0 scores across races and ethnicities.</p><p><strong>Methods: </strong>A retrospective cohort study of Asian, White, African American, and Hispanic patients with cirrhosis from MIMIC-IV (Beth Israel Deaconess Medical Center) and Emory University databases. The performance of the MELD scores in predicting a composite outcome of death or liver transplant (LT) during the hospital stay or within 90 days was analyzed using AUROC for discrimination, and calibration curves for calibration.</p><p><strong>Results: </strong>A total of 4,306 patients with cirrhosis from MIMIC-IV and 5801 patients from Emory were included. Across both datasets, no significant differences were found in the discriminative ability of both scores to predict in-hospital death or LT across races and ethnicities (p > 0.05). A small group of Asian patients influenced score performance differences at 90 days in MIMIC-IV. Calibration plots showed both scores tend to overpredict outcomes at higher values, particularly MELD-Na in MIMIC-IV among African Americans.</p><p><strong>Conclusions: </strong>Both scores demonstrated consistent discriminative ability across major ethnic/racial groups. Both scores predicted outcomes better in Emory, a high-volume LT center, than in MIMIC-IV, suggesting site-specific differences and the Emory cohort's closer resemblance to populations used for MELD derivation. These findings suggest disparities in cirrhosis care may relate to socioeconomic factors rather than score performance.</p>","PeriodicalId":11378,"journal":{"name":"Digestive Diseases and Sciences","volume":" ","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Real World Performance of the Model for End-Stage Liver Disease Score Across Different Races and Ethnicities.\",\"authors\":\"Maria Mironova, Zachary Zaiman, Mathew C Samuel, Judy Wawira Gichoya, Andre L Holder, Leo Anthony Celi, Daniel J Stein\",\"doi\":\"10.1007/s10620-025-09362-8\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background and aims: </strong>The MELD score assesses liver disease severity and guides liver allocation in the United States. This study aims to address the knowledge gap regarding potential disparities in the performance of MELD-Na and MELD 3.0 scores across races and ethnicities.</p><p><strong>Methods: </strong>A retrospective cohort study of Asian, White, African American, and Hispanic patients with cirrhosis from MIMIC-IV (Beth Israel Deaconess Medical Center) and Emory University databases. The performance of the MELD scores in predicting a composite outcome of death or liver transplant (LT) during the hospital stay or within 90 days was analyzed using AUROC for discrimination, and calibration curves for calibration.</p><p><strong>Results: </strong>A total of 4,306 patients with cirrhosis from MIMIC-IV and 5801 patients from Emory were included. Across both datasets, no significant differences were found in the discriminative ability of both scores to predict in-hospital death or LT across races and ethnicities (p > 0.05). A small group of Asian patients influenced score performance differences at 90 days in MIMIC-IV. Calibration plots showed both scores tend to overpredict outcomes at higher values, particularly MELD-Na in MIMIC-IV among African Americans.</p><p><strong>Conclusions: </strong>Both scores demonstrated consistent discriminative ability across major ethnic/racial groups. Both scores predicted outcomes better in Emory, a high-volume LT center, than in MIMIC-IV, suggesting site-specific differences and the Emory cohort's closer resemblance to populations used for MELD derivation. These findings suggest disparities in cirrhosis care may relate to socioeconomic factors rather than score performance.</p>\",\"PeriodicalId\":11378,\"journal\":{\"name\":\"Digestive Diseases and Sciences\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-09-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Digestive Diseases and Sciences\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s10620-025-09362-8\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digestive Diseases and Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10620-025-09362-8","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
背景和目的:在美国,MELD评分评估肝脏疾病的严重程度并指导肝脏分配。本研究旨在解决关于MELD- na和MELD 3.0分数在种族和民族之间表现的潜在差异的知识差距。方法:对来自MIMIC-IV (Beth Israel Deaconess Medical Center)和Emory大学数据库的亚洲、白人、非裔美国人和西班牙裔肝硬化患者进行回顾性队列研究。MELD评分在预测住院期间或90天内死亡或肝移植(LT)的综合结局方面的表现使用AUROC进行区分,并使用校准曲线进行校准。结果:共纳入4306例MIMIC-IV肝硬化患者和5801例Emory患者。在两个数据集中,两种评分预测院内死亡或LT的判别能力在种族和民族之间没有显著差异(p < 0.05)。一小部分亚洲患者影响了MIMIC-IV治疗90天的评分表现差异。校正图显示,在较高的数值下,这两个分数都倾向于高估结果,特别是在非裔美国人的MIMIC-IV中的MELD-Na。结论:这两个分数显示了在主要民族/种族群体中一致的歧视能力。这两个评分都比MIMIC-IV更好地预测了Emory(一个大容量LT中心)的结果,这表明位点特异性差异和Emory队列与用于MELD衍生的人群更接近。这些发现表明肝硬化护理的差异可能与社会经济因素有关,而不是与评分表现有关。
Real World Performance of the Model for End-Stage Liver Disease Score Across Different Races and Ethnicities.
Background and aims: The MELD score assesses liver disease severity and guides liver allocation in the United States. This study aims to address the knowledge gap regarding potential disparities in the performance of MELD-Na and MELD 3.0 scores across races and ethnicities.
Methods: A retrospective cohort study of Asian, White, African American, and Hispanic patients with cirrhosis from MIMIC-IV (Beth Israel Deaconess Medical Center) and Emory University databases. The performance of the MELD scores in predicting a composite outcome of death or liver transplant (LT) during the hospital stay or within 90 days was analyzed using AUROC for discrimination, and calibration curves for calibration.
Results: A total of 4,306 patients with cirrhosis from MIMIC-IV and 5801 patients from Emory were included. Across both datasets, no significant differences were found in the discriminative ability of both scores to predict in-hospital death or LT across races and ethnicities (p > 0.05). A small group of Asian patients influenced score performance differences at 90 days in MIMIC-IV. Calibration plots showed both scores tend to overpredict outcomes at higher values, particularly MELD-Na in MIMIC-IV among African Americans.
Conclusions: Both scores demonstrated consistent discriminative ability across major ethnic/racial groups. Both scores predicted outcomes better in Emory, a high-volume LT center, than in MIMIC-IV, suggesting site-specific differences and the Emory cohort's closer resemblance to populations used for MELD derivation. These findings suggest disparities in cirrhosis care may relate to socioeconomic factors rather than score performance.
期刊介绍:
Digestive Diseases and Sciences publishes high-quality, peer-reviewed, original papers addressing aspects of basic/translational and clinical research in gastroenterology, hepatology, and related fields. This well-illustrated journal features comprehensive coverage of basic pathophysiology, new technological advances, and clinical breakthroughs; insights from prominent academicians and practitioners concerning new scientific developments and practical medical issues; and discussions focusing on the latest changes in local and worldwide social, economic, and governmental policies that affect the delivery of care within the disciplines of gastroenterology and hepatology.