Translational strategy in NASH diversity: learning from mouse models

Cristina Alonso , Marta Iruarrizaga-Lejarreta , Laura dela Cruz-Villar , Itziar Mincholé , Ibon Martínez-Arranz , José M Mato
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Abstract

Objectives

Nonalcoholic steatohepatitis (NASH) is a histological definition that groups together defects in diverse biochemical processes causing hepatic fat accumulation, inflammation, necrosis and fibrosis. Increasing evidence points to different subtypes of nonalcoholic fatty liver disease (NAFLD) which progress to NASH and fibrosis at different rates and may respond differently to treatment. The identification of the types of mechanisms leading to NASH and the discovery of non-invasive biomarkers of NASH subtypes are central for the development of effective treatments and precise diagnosis. This study aims to capture the metabolic signature of different NASH subtypes through a translational research.

Method

We undertook metabolomic serum analysis in a mouse model that spontaneously develops NASH, methionine adenosyltransferase 1a knockout (Mat/a-KO), and compared with WT mice. Top fifty metabolites that more significantly differentiated between genotypes were selected and translated to a human cohort: 535 biopsied patients (353 steatosis, 182 NASH). For that, we performed a Silhouette cluster analysis and validate the process in 1000-fold repetition of a random partition (50/50) of samples into two cohorts with equal proportional representation of steatosis/NASH. The frequency distribution of NAFLD patients into subtypes and of metabolites that significantly differentiated between NASH and steatosis per subtype was calculated.

Results

Silhouette cluster analysis revealed that Mat/a-KO signature sub-classified the patients into two clusters, one showing a serum metabolic profile similar to that observed in Mat/a-KO mice (M-subtype) and other showing a different profile (non-M-subtype). Following the criteria based on 2:70% reproducibility of the frequency distribution, 262 patients were classified as M-subtype and 171 as non-M-subtype. The remaining 102 patients showed a reproducibility of less than 70%. A NASH biomarkers list per subtype was generated based on the frequency distribution (2:70% reproducibility) of the metabolites that significantly differentiated between NASH and steatosis: 54 and 6 metabolites for M- and non-M-subtypes, respectively.

Conclusions

We identified a serum specific metabolomic signature characteristic of Mat1a-KO mice and found that about half of NAFLD patients share it, suggesting that in these patients SAMe synthesis may be impaired. Interestingly, this phenotype was observed in patients with steatosis and NASH, which suggests that impaired SAMe synthesis may occur early in the development of NAFLD in a subgroup of patients. This translational strategy can be applied to different mouse models with diverse mechanisms leading to NASH. These results also indicate that the traditional, mainly pathology-driven classification of NAFLD/NASH, can be refined and perhaps represented by metabolomics classification.

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NASH多样性的翻译策略:从小鼠模型中学习
目的非酒精性脂肪性肝炎(NASH)是一种组织学定义,将多种生化过程中的缺陷组合在一起,导致肝脏脂肪堆积、炎症、坏死和纤维化。越来越多的证据表明,不同亚型的非酒精性脂肪性肝病(NAFLD)以不同的速率进展为NASH和纤维化,对治疗的反应可能不同。确定导致NASH的机制类型和发现NASH亚型的非侵入性生物标志物是开发有效治疗和精确诊断的核心。本研究旨在通过转化研究捕捉不同NASH亚型的代谢特征。方法我们对自发发生NASH的小鼠模型进行了代谢组学血清分析,蛋氨酸腺苷转移酶1a敲除(Mat/a- ko),并与WT小鼠进行了比较。研究人员选择了在基因型之间有显著差异的前50种代谢物,并将其转化为人类队列:535名活检患者(353名脂肪变性患者,182名NASH患者)。为此,我们进行了Silhouette聚类分析,并在1000倍重复的随机划分(50/50)样本中验证了这一过程,这些样本被分为两个具有相同比例代表性的脂肪变性/NASH队列。计算NAFLD患者各亚型的频率分布,以及每个亚型在NASH和脂肪变性之间具有显著差异的代谢物。结果聚类分析显示,Mat/a- ko特征将患者分为两类,一类显示与Mat/a- ko小鼠相似的血清代谢谱(m亚型),另一类显示不同的血清代谢谱(非m亚型)。按照2:70%的频率分布可重复性标准,262例患者归为m亚型,171例为非m亚型。其余102例患者的重现性低于70%。根据显著区分NASH和脂肪变性的代谢物的频率分布(2:70%可重复性),生成了每个亚型的NASH生物标志物列表:M亚型和非M亚型分别有54种和6种代谢物。我们发现了mat1 - ko小鼠的血清特异性代谢组学特征,并发现大约一半的NAFLD患者具有这种特征,这表明这些患者的SAMe合成可能受损。有趣的是,这种表型在脂肪变性和NASH患者中观察到,这表明SAMe合成受损可能发生在NAFLD发展的早期。这种转化策略可以应用于具有不同机制导致NASH的不同小鼠模型。这些结果还表明,传统的主要由病理驱动的NAFLD/NASH分类可以改进,也许可以用代谢组学分类来代表。
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