人类非酒精性脂肪肝的基因组学研究:数据缺乏可重复性和患者间药物靶点表达的高度差异性是药物治疗失败的主要原因。

IF 12.9 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Hepatology Pub Date : 2024-10-01 Epub Date: 2024-02-15 DOI:10.1097/HEP.0000000000000780
Shifang Tang, Jürgen Borlak
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引用次数: 0

摘要

背景目的:非酒精性脂肪肝(NAFLD)是一种主要的疾病负担,也是慢性肝病的首要病因。目前,近 300 项试验对 20 多种药物的疗效进行了评估。值得注意的是,大多数药物都以失败告终。为了更好地理解药物失败的原因,我们调查了418例肝脏活检中脂肪肝基因组数据的可重复性,并评估了18个药物靶点的患者间变异性:除了我们自己的数据外,我们还从公共资料库中检索了非酒精性脂肪肝活检基因组数据集,并考虑了患者的人口统计学特征。我们将数据分为测试集和验证集,评估了差异表达基因(DEG)的重现性,并进行了基因富集分析。我们根据疾病活动评分、纤维化等级和性别对患者进行了分层,并在418份非酒精性脂肪肝活检样本(其中278份为NASH病例)中调查了18个药物靶点的调控情况。我们在 9 项独立研究中观察到 DEGs 的重现性很差。平均而言,只有 4% 的 DEGs 受相同性别的基因调控,2% 的 DEGs 受相同 NAS 疾病评分和纤维化分级的基因调控。此外,我们还观察到性别特异性基因调控,对女性而言,我们注意到炎症反应、抗原递呈和处理基因的诱导表达。相反,男性的 ECM 受体相互作用上调,这些数据与临床发现一致。令人震惊的是,除了硬脂酰-CoA 去饱和酶外,大多数药物靶点在超过 80% 的患者中没有受到调节:结论:缺乏数据可重复性、患者间差异大以及缺乏与疾病相关的药物靶点调节可能是导致 NASH 药物临床试验失败的原因。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Genomics of human NAFLD: Lack of data reproducibility and high interpatient variability in drug target expression as major causes of drug failures.

Background and aims: NAFLD is a major disease burden and a foremost cause of chronic liver disease. Presently, nearly 300 trials evaluate the therapeutic efficacy of > 20 drugs. Remarkably, the majority of drugs fail. To better comprehend drug failures, we investigated the reproducibility of fatty liver genomic data across 418 liver biopsies and evaluated the interpatient variability of 18 drug targets.

Approach and results: Apart from our own data, we retrieved NAFLD biopsy genomic data sets from public repositories and considered patient demographics. We divided the data into test and validation sets, assessed the reproducibility of differentially expressed genes and performed gene enrichment analysis. Patients were stratified by disease activity score, fibrosis grades and sex, and we investigated the regulation of 18 drug targets across 418 NAFLD biopsies of which 278 are NASH cases. We observed poor reproducibility of differentially expressed genes across 9 independent studies. On average, only 4% of differentially expressed genes are commonly regulated based on identical sex and 2% based on identical NAS disease score and fibrosis grade. Furthermore, we observed sex-specific gene regulations, and for females, we noticed induced expression of genes coding for inflammatory response, Ag presentation, and processing. Conversely, extracellular matrix receptor interactions are upregulated in males, and the data agree with clinical findings. Strikingly, and with the exception of stearoyl-CoA desaturase, most drug targets are not regulated in > 80% of patients.

Conclusions: Lack of data reproducibility, high interpatient variability, and the absence of disease-dependent drug target regulations are likely causes of NASH drug failures in clinical trials.

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来源期刊
Hepatology
Hepatology 医学-胃肠肝病学
CiteScore
27.50
自引率
3.70%
发文量
609
审稿时长
1 months
期刊介绍: HEPATOLOGY is recognized as the leading publication in the field of liver disease. It features original, peer-reviewed articles covering various aspects of liver structure, function, and disease. The journal's distinguished Editorial Board carefully selects the best articles each month, focusing on topics including immunology, chronic hepatitis, viral hepatitis, cirrhosis, genetic and metabolic liver diseases, liver cancer, and drug metabolism.
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