MASH Resolution Index: development and validation of a non-invasive score to detect histological resolution of MASH.

IF 25.8 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Gut Pub Date : 2024-07-11 DOI:10.1136/gutjnl-2023-331401
Rohit Loomba, Maral Amangurbanova, Ricki Bettencourt, Egbert Madamba, Harris Siddiqi, Lisa Richards, Cynthia Behling, Claude B Sirlin, Mildred D Gottwald, Shibao Feng, Maya Margalit, Daniel Q Huang
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引用次数: 0

Abstract

Background: Dynamic changes in non-invasive tests, such as changes in alanine aminotransferase (ALT) and MRI proton-density-fat-fraction (MRI-PDFF), may help to detect metabolic dysfunction-associated steatohepatitis (MASH) resolution, but a combination of non-invasive tests may be more accurate than either alone. We developed a novel non-invasive score, the MASH Resolution Index, to detect the histological resolution of MASH.

Methods: This study included a derivation cohort of 95 well-characterised adult participants (67% female) with biopsy-confirmed MASH who underwent contemporaneous laboratory testing, MRI-PDFF and liver biopsy at two time points. The primary objective was to develop a non-invasive score to detect MASH resolution with no worsening of fibrosis. The most predictive logistic regression model was selected based on the highest area under the receiver operating curve (AUC), and the lowest Akaike information criterion and Bayesian information criterion. The model was then externally validated in a distinct cohort of 163 participants with MASH from a clinical trial.

Results: The median (IQR) age and body mass index were 55 (45-62) years and 32.0 (30-37) kg/m2, respectively, in the derivation cohort. The most accurate model (MASH Resolution Index) included MRI-PDFF, ALT and aspartate aminotransferase. The index had an AUC of 0.81 (95% CI 0.69 to 0.93) for detecting MASH resolution in the derivation cohort. The score calibrated well and performed robustly in a distinct external validation cohort (AUC 0.83, 95% CI 0.76 to 0.91), and outperformed changes in ALT and MRI-PDFF.

Conclusion: The MASH Resolution Index may be a useful score to non-invasively identify MASH resolution.

MASH 分辨率指数:开发并验证用于检测 MASH 组织学分辨率的无创评分。
背景:丙氨酸氨基转移酶(ALT)和核磁共振质子密度脂肪分数(MRI-PDFF)等无创检查的动态变化可能有助于检测代谢功能障碍相关性脂肪性肝炎(MASH)的缓解,但综合使用无创检查可能比单独使用其中一种更准确。我们开发了一种新型无创评分方法--MASH 分辨率指数,用于检测 MASH 的组织学分辨率:这项研究包括一个衍生队列,其中有 95 名特征明确的成年参与者(67% 为女性),他们都是活检证实的 MASH 患者,在两个时间点接受了同期实验室检测、核磁共振成像-PDFF 和肝脏活检。研究的主要目的是开发一种无创评分方法,用于检测纤维化未恶化的MASH缓解情况。根据最高的接收者操作曲线下面积(AUC)、最低的阿凯克信息准则和贝叶斯信息准则,选出了最具预测性的逻辑回归模型。随后,该模型在来自临床试验的 163 名 MASH 患者中进行了外部验证:结果:在推导队列中,年龄和体重指数的中位数(IQR)分别为 55 (45-62) 岁和 32.0 (30-37) kg/m2。最准确的模型(MASH Resolution Index)包括 MRI-PDFF、ALT 和天冬氨酸氨基转移酶。该指数的 AUC 为 0.81(95% CI 0.69 至 0.93),用于检测衍生队列中的 MASH 分辨率。在一个独特的外部验证队列中,该评分校准良好,表现稳健(AUC 0.83,95% CI 0.76 至 0.91),并且优于 ALT 和 MRI-PDFF 的变化:结论:MASH 分辨率指数可能是无创识别 MASH 分辨率的有用评分。
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来源期刊
Gut
Gut 医学-胃肠肝病学
CiteScore
45.70
自引率
2.40%
发文量
284
审稿时长
1.5 months
期刊介绍: Gut is a renowned international journal specializing in gastroenterology and hepatology, known for its high-quality clinical research covering the alimentary tract, liver, biliary tree, and pancreas. It offers authoritative and current coverage across all aspects of gastroenterology and hepatology, featuring articles on emerging disease mechanisms and innovative diagnostic and therapeutic approaches authored by leading experts. As the flagship journal of BMJ's gastroenterology portfolio, Gut is accompanied by two companion journals: Frontline Gastroenterology, focusing on education and practice-oriented papers, and BMJ Open Gastroenterology for open access original research.
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