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大规模建模方法揭示肝分化过程中的功能代谢转变。

Large-Scale Modeling Approach Reveals Functional Metabolic Shifts during Hepatic Differentiation.

机构信息

UMR1331 Toxalim (Research Centre in Food Toxicology) , Université de Toulouse, INRA, ENVT, INP-Purpan, UPS , 31027 Toulouse , France.

Université Rennes, INSERM, INRA, Institut NUMECAN (Nutrition Metabolisms and Cancer), UMR_A 1341, UMR_S 1241 , F-35000 Rennes , France.

出版信息

J Proteome Res. 2019 Jan 4;18(1):204-216. doi: 10.1021/acs.jproteome.8b00524. Epub 2018 Nov 19.

Abstract

Being able to explore the metabolism of broad metabolizing cells is of critical importance in many research fields. This article presents an original modeling solution combining metabolic network and omics data to identify modulated metabolic pathways and changes in metabolic functions occurring during differentiation of a human hepatic cell line (HepaRG). Our results confirm the activation of hepato-specific functionalities and newly evidence modulation of other metabolic pathways, which could not be evidenced from transcriptomic data alone. Our method takes advantage of the network structure to detect changes in metabolic pathways that do not have gene annotations and exploits flux analyses techniques to identify activated metabolic functions. Compared to the usual cell-specific metabolic network reconstruction approaches, it limits false predictions by considering several possible network configurations to represent one phenotype rather than one arbitrarily selected network. Our approach significantly enhances the comprehensive and functional assessment of cell metabolism, opening further perspectives to investigate metabolic shifts occurring within various biological contexts.

摘要

能够探索广泛代谢细胞的代谢对于许多研究领域至关重要。本文提出了一种原始的建模解决方案,将代谢网络和组学数据相结合,以鉴定在人肝实质细胞系(HepaRG)分化过程中发生的调节代谢途径和代谢功能的变化。我们的结果证实了肝特异性功能的激活,并新证据表明其他代谢途径的调节,这是仅从转录组数据无法证明的。我们的方法利用网络结构来检测没有基因注释的代谢途径的变化,并利用通量分析技术来识别激活的代谢功能。与通常的细胞特异性代谢网络重建方法相比,它通过考虑几种可能的网络配置来代表一种表型而不是任意选择一个网络,从而限制了错误预测。我们的方法显著增强了对细胞代谢的全面和功能评估,为研究各种生物背景下发生的代谢变化开辟了进一步的前景。

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