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Metabolite profiling identifies a key role for glycine in rapid cancer cell proliferation.代谢物分析揭示甘氨酸在癌细胞快速增殖中的关键作用。
Science. 2012 May 25;336(6084):1040-4. doi: 10.1126/science.1218595.
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Computer programs for modeling mammalian cell batch and fed-batch cultures using logistic equations.使用逻辑方程对哺乳动物细胞分批培养和补料分批培养进行建模的计算机程序。
Cytotechnology. 2012 Aug;64(4):465-75. doi: 10.1007/s10616-011-9425-y. Epub 2012 Jan 13.
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Reductive carboxylation supports growth in tumour cells with defective mitochondria.还原羧化作用为线粒体功能缺陷的肿瘤细胞生长提供支持。
Nature. 2011 Nov 20;481(7381):385-8. doi: 10.1038/nature10642.
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Dynamic metabolic flux analysis (DMFA): a framework for determining fluxes at metabolic non-steady state.动态代谢通量分析(DMFA):一种在代谢非稳态下确定通量的方法。
Metab Eng. 2011 Nov;13(6):745-55. doi: 10.1016/j.ymben.2011.09.010. Epub 2011 Oct 6.
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Quantitative characterization of metabolism and metabolic shifts during growth of the new human cell line AGE1.HN using time resolved metabolic flux analysis.采用时间分辨代谢通量分析定量描述新型人细胞系 AGE1.HN 生长过程中的代谢及代谢转变。
Bioprocess Biosyst Eng. 2011 Jun;34(5):533-45. doi: 10.1007/s00449-010-0502-y. Epub 2010 Dec 25.
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Induction of ectopic Myc target gene JAG2 augments hypoxic growth and tumorigenesis in a human B-cell model.诱导异位 Myc 靶基因 JAG2 增强了人 B 细胞模型的低氧生长和致瘤性。
Proc Natl Acad Sci U S A. 2010 Feb 23;107(8):3534-9. doi: 10.1073/pnas.0901230107. Epub 2010 Feb 2.
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Akt and c-Myc differentially activate cellular metabolic programs and prime cells to bioenergetic inhibition.Akt 和 c-Myc 分别激活细胞代谢程序,并使细胞对生物能量抑制作用产生易感性。
J Biol Chem. 2010 Mar 5;285(10):7324-33. doi: 10.1074/jbc.M109.035584. Epub 2009 Dec 17.
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Metabolic flux analysis in mammalian cell culture.哺乳动物细胞培养中的代谢通量分析。
Metab Eng. 2010 Mar;12(2):161-71. doi: 10.1016/j.ymben.2009.09.002. Epub 2009 Oct 13.
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Error propagation from prime variables into specific rates and metabolic fluxes for mammalian cells in perfusion culture.从主要变量到灌注培养中哺乳动物细胞的特定速率和代谢通量的误差传播。
Biotechnol Prog. 2009 Jul-Aug;25(4):986-98. doi: 10.1002/btpr.155.
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Understanding the Warburg effect: the metabolic requirements of cell proliferation.理解瓦伯格效应:细胞增殖的代谢需求。
Science. 2009 May 22;324(5930):1029-33. doi: 10.1126/science.1160809.

ETA:用于从细胞外时间过程中确定细胞特异性速率的强大软件。

ETA: robust software for determination of cell specific rates from extracellular time courses.

机构信息

Department of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA.

出版信息

Biotechnol Bioeng. 2013 Jun;110(6):1748-58. doi: 10.1002/bit.24836. Epub 2013 Jan 21.

DOI:10.1002/bit.24836
PMID:23296385
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3863648/
Abstract

Accurate quantification of cell specific rates and their uncertainties is of critical importance for assessing metabolic phenotypes of cultured cells. We applied two different methods of regression and error analysis to estimate specific metabolic rates from time-course measurements obtained in exponentially growing cell cultures. Using simulated data sets to compute specific rates of growth, glucose uptake, and lactate excretion, we found that Gaussian error propagation from prime variables to the final calculated rates was the most accurate method for estimating parameter uncertainty. We incorporated this method into a MATLAB-based software package called Extracellular Time-Course Analysis (ETA), which automates the analysis workflow required to (i) compute cell specific metabolic rates and their uncertainties; (ii) test the goodness-of-fit of the experimental data to the regression model; and (iii) rapidly compare the results across multiple experiments. ETA was used to estimate the uptake or excretion rate of glucose, lactate, and 18 different amino acids in a B-cell model of c-Myc-driven cancer. We found that P493-6 cells with High Myc expression increased their specific uptake of glutamine, arginine, serine, lysine, and branched-chain amino acids by two- to threefold in comparison to low Myc cells, but exhibited only modest increases in glucose uptake and lactate excretion. By making the ETA software package freely available to the scientific community, we expect that it will become an important tool for rigorous estimation of specific rates required for metabolic flux analysis and other quantitative metabolic studies.

摘要

准确量化细胞特定速率及其不确定性对于评估培养细胞的代谢表型至关重要。我们应用了两种不同的回归和误差分析方法,从指数生长细胞培养中获得的时程测量值来估计特定的代谢速率。使用模拟数据集计算生长、葡萄糖摄取和乳酸排泄的特定速率,我们发现从主要变量到最终计算出的速率的高斯误差传播是估计参数不确定性的最准确方法。我们将这种方法纳入了一个名为细胞外时程分析(Extracellular Time-Course Analysis,ETA)的基于 MATLAB 的软件包中,该软件包自动执行分析工作流程,包括:(i)计算细胞特定代谢速率及其不确定性;(ii)测试实验数据对回归模型的拟合程度;以及(iii)快速比较多个实验的结果。ETA 用于估计 c-Myc 驱动的癌症中 B 细胞模型的葡萄糖、乳酸和 18 种不同氨基酸的摄取或排泄速率。我们发现,与低 Myc 细胞相比,高 Myc 表达的 P493-6 细胞的谷氨酰胺、精氨酸、丝氨酸、赖氨酸和支链氨基酸的特定摄取量增加了两倍至三倍,但葡萄糖摄取和乳酸排泄仅略有增加。通过向科学界免费提供 ETA 软件包,我们希望它将成为代谢通量分析和其他定量代谢研究中严格估计特定速率所需的重要工具。