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非酒精性脂肪性肝病中果糖代谢与发展的计算模型

Computational Modeling of Fructose Metabolism and Development in NAFLD.

作者信息

Liao Yunjie, Davies Nathan A, Bogle I David L

机构信息

Department of Chemical Engineering, Center for Process Systems Engineering, University College London, London, United Kingdom.

Division of Medicine, Institute for Liver and Digestive Health, University College London, London, United Kingdom.

出版信息

Front Bioeng Biotechnol. 2020 Jul 22;8:762. doi: 10.3389/fbioe.2020.00762. eCollection 2020.

Abstract

Non-alcohol fatty liver disease (NAFLD) is a common disorder that has increased in prevalence 20-fold over the last three decades. It covers a spectrum of conditions resulting from excess lipid accumulation in the liver without alcohol abuse. Among all the risk factors, over-consumption of fructose has been repeatedly reported in both clinical and experimental studies to be highly associated with the development of NAFLD. However, studying systems is complicated, time consuming and expensive. A detailed kinetic model of fructose metabolism was constructed to investigate the metabolic mechanisms whereby fructose consumption can induce dyslipidaemia associated with NAFLD and to explore whether the pathological conditions can be reversed during the early stages of disease. The model contains biochemical components and reactions identified from the literature, including ~120 parameters, 25 variables, and 25 first order differential equations. Three scenarios were presented to demonstrate the behavior of the model. Scenario one predicts the acute effects of a change in carbohydrate input in lipid profiles. The results present progressive triglyceride accumulations in the liver and plasma for three diets. The rate of accumulation was greater in the fructose diet than that of the mixed or glucose only models. Scenario two explores the variability of metabolic reaction rate within the general population. Sensitivity analysis reveals that hepatic triglyceride concentration is most sensitive to the rate constant of pyruvate kinase and fructokinase. Scenario three tests the effect of one specific inhibitor that might be potentially administered. The simulations of fructokinase suppression provide a good model for potentially reversing simple steatosis induced by high fructose consumption, which can be corroborated by experimental studies. The predictions in these three scenarios suggest that the model is robust and it has sufficient detail to present the kinetic relationship between fructose and lipid in the liver.

摘要

非酒精性脂肪性肝病(NAFLD)是一种常见疾病,在过去三十年中患病率增长了20倍。它涵盖了一系列因肝脏中脂质过度积累而无酒精滥用导致的病症。在所有风险因素中,临床和实验研究均反复报道果糖摄入过量与NAFLD的发生高度相关。然而,研究系统复杂、耗时且昂贵。构建了一个详细的果糖代谢动力学模型,以研究果糖摄入可诱发与NAFLD相关的血脂异常的代谢机制,并探讨在疾病早期病理状况是否可以逆转。该模型包含从文献中确定的生化成分和反应,包括约120个参数、25个变量和25个一阶微分方程。提出了三种情况来展示模型的行为。情况一预测碳水化合物输入变化对脂质谱的急性影响。结果显示三种饮食在肝脏和血浆中甘油三酯呈渐进性积累。果糖饮食中的积累速率高于混合饮食或仅葡萄糖饮食模型。情况二探讨了普通人群中代谢反应速率的变异性。敏感性分析表明,肝甘油三酯浓度对丙酮酸激酶和果糖激酶的速率常数最为敏感。情况三测试了一种可能潜在给药的特定抑制剂的效果。果糖激酶抑制的模拟为潜在逆转高果糖摄入诱导的单纯性脂肪变性提供了一个良好模型,这可以通过实验研究得到证实。这三种情况的预测表明该模型是稳健的,并且具有足够的细节来呈现肝脏中果糖与脂质之间的动力学关系。

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