Serum protein risk stratification score for diagnostic evaluation of metabolic dysfunction-associated steatohepatitis

被引:0
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作者
Lai, Michelle [1 ,2 ]
Dillon, Simon T. [1 ,2 ,3 ,4 ]
Gu, Xuesong [1 ,2 ,3 ,4 ]
Morhardt, Tina L. [3 ,4 ]
Xu, Yuyan [3 ,4 ]
Chan, Noel Y. [3 ,4 ]
Xiong, Beibei [5 ]
Can, Handan [5 ]
Ngo, Long H. [2 ,6 ]
Jin, Lina [2 ,7 ]
Zhang, Xuehong [2 ,8 ]
Moreira, Claudia C. [9 ]
Leite, Nathalie C. [9 ]
Villela-Nogueira, Cristiane A. [9 ]
Otu, Hasan H. [5 ]
Schattenberg, Joern M. [10 ,11 ,12 ]
Schuppan, Detlef [1 ,2 ,13 ,14 ]
Afdhal, Nezam H. [1 ,2 ]
Libermann, Towia A. [1 ,2 ,3 ,4 ,15 ]
机构
[1] Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA USA
[2] Harvard Med Sch, Boston, MA USA
[3] Beth Israel Deaconess Med Ctr, Dept Med, Div Interdisciplinary Med & Biotechnol, Boston, MA USA
[4] Beth Israel Deaconess Med Ctr, Genom Prote Bioinformat & Syst Biol Ctr, Boston, MA USA
[5] Univ Nebraska Lincoln, Dept Elect & Comp Engn, Lincoln, NE USA
[6] Beth Israel Deaconess Med Ctr, Dept Med, Div Gen Med & Primary Care, Boston, MA USA
[7] Brigham & Womens Hosp, Channing Div Network Med, Boston, MA USA
[8] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA USA
[9] Univ Fed Rio de Janeiro, Sch Med, Dept Internal Med, Div Hepatol, Rio De Janeiro, Brazil
[10] Univ Med Ctr, Dept Med, Metab Liver Res Program, Mainz, Germany
[11] Dept Internal Med 2, Homburg, Germany
[12] Univ Saarland, Univ Med Ctr Homburg, Homburg, Germany
[13] Johannes Gutenberg Univ Mainz, Univ Med Ctr, Res Ctr Immunotherapy, Mainz, Germany
[14] Johannes Gutenberg Univ Mainz, Univ Med Ctr, Res Ctr Immunotherapy, Mainz, Germany
[15] Harvard Med Sch, BIDMC Genom Prote Bioinformat & Syst Biol Ctr, Beth Israel Deaconess Med Ctr, Dept Med, Res North Bldg, Room 380C, 99 Brookline Ave, Boston, MA 02115 USA
基金
美国国家卫生研究院; 欧盟地平线“2020”;
关键词
biomarkers; diagnostic; fibrosis; MASH; MASLD; noninvasive test; predictor; proteomics; risk stratification; FATTY LIVER-DISEASE; NONALCOHOLIC STEATOHEPATITIS; PROSPECTIVE DERIVATION; FIBROSIS; DISCOVERY; NAFLD;
D O I
10.1097/HC9.0000000000000586
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background: Reliable, noninvasive tools to diagnose at-risk metabolic dysfunction-associated steatohepatitis (MASH) are urgently needed to improve management. We developed a risk stratification score incorporating proteomics-derived serum markers with clinical variables to identify high-risk patients with MASH (NAFLD activity score >4 and fibrosis score >2). Methods: In this 3-phase proteomic study of biopsy-proven metabolic dysfunction-associated steatotic fatty liver disease, we first developed a multi-protein predictor for discriminating NAFLD activity score >4 based on SOMAscan proteomics quantifying 1305 serum proteins from 57 US patients. Four key predictor proteins were verified by ELISA in the expanded US cohort (N = 168) and enhanced by adding clinical variables to create the 9-feature MASH Dx score, which predicted MASH and also high-risk MASH (F2+). The MASH Dx score was validated in 2 independent, external cohorts from Germany (N = 139) and Brazil (N = 177). Results: The discovery phase identified a 6-protein classifier that achieved an AUC of 0.93 for identifying MASH. Significant elevation of 4 proteins (THBS2, GDF15, SELE, and IGFBP7) was verified by ELISA in the expanded discovery and independently in the 2 external cohorts. MASH Dx score incorporated these proteins with established MASH risk factors (age, body mass index, ALT, diabetes, and hypertension) to achieve good discrimination between MASH and metabolic dysfunction-associated steatotic fatty liver disease without MASH (AUC: 0.87-discovery; 0.83-pooled external validation cohorts), with similar performance when evaluating high-risk MASH F2-4 (vs. MASH F0-1 and metabolic dysfunction-associated steatotic fatty liver disease without MASH). Conclusions: The MASH Dx score offers the first reliable noninvasive approach combining novel, biologically plausible ELISA-based fibrosis markers and clinical parameters to detect high-risk MASH in patient cohorts from the United States, Brazil, and Europe.
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页数:19
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