Ratna Budhi Pebriana, Ting Chen, Rico J E Derks, Niek Blomberg, Aldo Grefhorst, Yassene Mohammed, Max Nieuwdorp, Joanne Verheij, Michail Doukas, Patrick C N Rensen, Adriaan G Holleboom, Maarten E Tushuizen, Martin Giera
{"title":"Non-invasive identification of steatohepatitis in patients with MASLD using a sterol and lipidomic signature.","authors":"Ratna Budhi Pebriana, Ting Chen, Rico J E Derks, Niek Blomberg, Aldo Grefhorst, Yassene Mohammed, Max Nieuwdorp, Joanne Verheij, Michail Doukas, Patrick C N Rensen, Adriaan G Holleboom, Maarten E Tushuizen, Martin Giera","doi":"10.1016/j.jlr.2025.100845","DOIUrl":null,"url":null,"abstract":"<p><p>The accumulation of cholesterol and other lipids leading to hepatic lipotoxicity drives the progression of metabolic dysfunction-associated steatotic liver (MASL) to metabolic dysfunction-associated steatohepatitis (MASH), the advanced progressive stage of metabolic dysfunction-associated steatotic liver disease (MASLD). For MASH diagnosis, liver biopsy remains the reference standard, despite its invasiveness and limitations. Thus, this study aimed to find blood-derived lipid markers for MASH. We investigated serum samples from 86 patients with histologically characterized MASLD, spanning the disease spectrum (i.e. 62 patients with MASL (Fibrosis grade 0-4) and 24 patients with MASH (Fibrosis grade 2-4) with a balanced distribution of hepatocellular carcinoma) and analyzed sterol composition and lipidome. To identify the presence of MASH, logistic regression was performed on each candidate either in a single or combination with various clinical parameters. Serum levels of desmosterol and phosphatidylcholine are increased in patients with MASH compared to those with MASL. After exclusion of patients using lipid lowering drugs, an increase was also found in serum levels of cholesterol, cholesterol ester, lysophosphatidylcholine, lysophosphatidylethanolamine, phosphatidylethanolamine, and several individual lipid species. The ROC curve of each lipid candidate show the potential use of desmosterol, phosphatidylcholine, and a panel of lipid species in combination with alanine aminotransferase as potential diagnostic markers, characterized by a respective AUROC of 0.79 (95% CI 0.66-0.92), 0.80 (95% CI 0.64-0.97), and 0.91 (95% CI 0.82-1.00). Serum sterol and lipidome markers are characterized by strong AUROC results to distinguish with high accuracy MASH from MASL, potentially paving the way for future MASH biomarker development.</p>","PeriodicalId":16209,"journal":{"name":"Journal of Lipid Research","volume":" ","pages":"100845"},"PeriodicalIF":5.0000,"publicationDate":"2025-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Lipid Research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1016/j.jlr.2025.100845","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
The accumulation of cholesterol and other lipids leading to hepatic lipotoxicity drives the progression of metabolic dysfunction-associated steatotic liver (MASL) to metabolic dysfunction-associated steatohepatitis (MASH), the advanced progressive stage of metabolic dysfunction-associated steatotic liver disease (MASLD). For MASH diagnosis, liver biopsy remains the reference standard, despite its invasiveness and limitations. Thus, this study aimed to find blood-derived lipid markers for MASH. We investigated serum samples from 86 patients with histologically characterized MASLD, spanning the disease spectrum (i.e. 62 patients with MASL (Fibrosis grade 0-4) and 24 patients with MASH (Fibrosis grade 2-4) with a balanced distribution of hepatocellular carcinoma) and analyzed sterol composition and lipidome. To identify the presence of MASH, logistic regression was performed on each candidate either in a single or combination with various clinical parameters. Serum levels of desmosterol and phosphatidylcholine are increased in patients with MASH compared to those with MASL. After exclusion of patients using lipid lowering drugs, an increase was also found in serum levels of cholesterol, cholesterol ester, lysophosphatidylcholine, lysophosphatidylethanolamine, phosphatidylethanolamine, and several individual lipid species. The ROC curve of each lipid candidate show the potential use of desmosterol, phosphatidylcholine, and a panel of lipid species in combination with alanine aminotransferase as potential diagnostic markers, characterized by a respective AUROC of 0.79 (95% CI 0.66-0.92), 0.80 (95% CI 0.64-0.97), and 0.91 (95% CI 0.82-1.00). Serum sterol and lipidome markers are characterized by strong AUROC results to distinguish with high accuracy MASH from MASL, potentially paving the way for future MASH biomarker development.
胆固醇和其他脂质的积累导致肝脂毒性,推动代谢功能障碍相关脂肪性肝(MASL)向代谢功能障碍相关脂肪性肝炎(MASH)发展,这是代谢功能障碍相关脂肪性肝病(MASLD)的晚期进展阶段。对于MASH的诊断,肝活检仍然是参考标准,尽管它的侵入性和局限性。因此,本研究旨在寻找与MASH相关的血源性脂质标志物。我们研究了86例具有组织学特征的MASLD患者的血清样本,这些患者跨越了疾病谱系(即62例MASL患者(纤维化等级0-4)和24例MASH患者(纤维化等级2-4),肝细胞癌分布均衡),并分析了甾醇成分和脂质组。为了确定MASH的存在,对每个候选人进行了逻辑回归,无论是单一的还是与各种临床参数的组合。与MASL患者相比,MASH患者血清去氨甾醇和磷脂酰胆碱水平升高。在排除使用降脂药物的患者后,还发现血清胆固醇、胆固醇酯、溶血磷脂酰胆碱、溶血磷脂酰乙醇胺、磷脂酰乙醇胺和几种单个脂类水平升高。每种脂类候选物的ROC曲线显示了去氨甾醇、磷脂酰胆碱和一组脂类与丙氨酸转氨酶联合作为潜在诊断标志物的潜在用途,其AUROC分别为0.79 (95% CI 0.66-0.92)、0.80 (95% CI 0.64-0.97)和0.91 (95% CI 0.82-1.00)。血清固醇和脂质组标记物具有很强的AUROC结果,可以高精度地区分MASH和MASL,这可能为未来MASH生物标记物的开发铺平道路。
期刊介绍:
The Journal of Lipid Research (JLR) publishes original articles and reviews in the broadly defined area of biological lipids. We encourage the submission of manuscripts relating to lipids, including those addressing problems in biochemistry, molecular biology, structural biology, cell biology, genetics, molecular medicine, clinical medicine and metabolism. Major criteria for acceptance of articles are new insights into mechanisms of lipid function and metabolism and/or genes regulating lipid metabolism along with sound primary experimental data. Interpretation of the data is the authors’ responsibility, and speculation should be labeled as such. Manuscripts that provide new ways of purifying, identifying and quantifying lipids are invited for the Methods section of the Journal. JLR encourages contributions from investigators in all countries, but articles must be submitted in clear and concise English.