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验证的. 人群计算机模型

Validated In Silico Population Model of .

机构信息

Bugworks Research India Private Limited, C-CAMP, National Center for Biological Sciences (TIFR), Bangalore 560065, India.

Biomoneta Research Private Limited, C-CAMP, National Center for Biological Sciences (TIFR), Bangalore 560092, India.

出版信息

ACS Synth Biol. 2022 Aug 19;11(8):2672-2684. doi: 10.1021/acssynbio.2c00097. Epub 2022 Jul 8.

DOI:10.1021/acssynbio.2c00097
PMID:35801944
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9397402/
Abstract

Flux balance analysis (FBA) and ordinary differential equation models have been instrumental in depicting the metabolic functioning of a cell. Nevertheless, they demonstrate a population's average behavior (summation of individuals), thereby portraying homogeneity. However, living organisms such as contain more biochemical reactions than engaging metabolites, making them an underdetermined and degenerate system. This results in a heterogeneous population with varying metabolic patterns. We have formulated a population systems biology model that predicts this degeneracy by emulating a diverse metabolic makeup with unique biochemical signatures. The model mimics the universally accepted experimental view that a subpopulation of bacteria, even under normal growth conditions, renders a unique biochemical state, leading to the synthesis of metabolites and persister progenitors of antibiotic resistance and biofilms. We validate the platform's predictions by producing commercially important heterologous (isobutanol) and homologous (shikimate) metabolites. The predicted fluxes are tested in vitro resulting in 32- and 42-fold increased product of isobutanol and shikimate, respectively. Moreover, we authenticate the platform by mimicking a bacterial population in the presence of glyphosate, a metabolic pathway inhibitor. Here, we observe a fraction of subsisting persisters despite inhibition, thus affirming the signature of a heterogeneous populace. The platform has multiple uses based on the disposition of the user.

摘要

通量平衡分析(FBA)和常微分方程模型在描绘细胞代谢功能方面发挥了重要作用。然而,它们仅能表现出群体的平均行为(个体的总和),从而描绘出同质性。然而,像 这样的活生物体包含的生化反应比参与的代谢物更多,这使得它们成为一个欠定和退化的系统。这导致了具有不同代谢模式的异质群体。我们已经制定了一个群体系统生物学模型,通过模拟具有独特生化特征的多样化代谢组成来预测这种退化。该模型模拟了一个普遍接受的实验观点,即即使在正常生长条件下,细菌的一个亚群也会呈现出独特的生化状态,导致抗生素耐药性和生物膜的代谢物和持久性前体的合成。我们通过生产具有商业重要性的异源(异丁醇)和同源(莽草酸)代谢物来验证该平台的预测。在体外测试预测的通量,导致异丁醇和莽草酸的产物分别增加了 32 倍和 42 倍。此外,我们通过模拟存在代谢途径抑制剂草甘膦的细菌群体来验证该平台。在这里,我们观察到尽管存在抑制作用,但仍有一部分存活的持久性细菌,从而证实了异质群体的特征。该平台基于用户的处置方式有多种用途。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/0418d4c1d3c1/sb2c00097_0008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/ecd8a0604b15/sb2c00097_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/e7ad8b9f3d30/sb2c00097_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/2e3e74dffd7b/sb2c00097_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/afe109496787/sb2c00097_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/6af0895493a6/sb2c00097_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/b66afb93b81a/sb2c00097_0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/0418d4c1d3c1/sb2c00097_0008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/ecd8a0604b15/sb2c00097_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/e7ad8b9f3d30/sb2c00097_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/2e3e74dffd7b/sb2c00097_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/afe109496787/sb2c00097_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/6af0895493a6/sb2c00097_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/b66afb93b81a/sb2c00097_0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/269b/9397402/0418d4c1d3c1/sb2c00097_0008.jpg

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本文引用的文献

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Flux sampling is a powerful tool to study metabolism under changing environmental conditions.通量采样是研究环境条件变化下代谢的有力工具。
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利用通量平衡分析对大肠杆菌中的溢流代谢进行建模,该分析纳入了能量途径的差异蛋白质组学效率。
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A Review of Dynamic Modeling Approaches and Their Application in Computational Strain Optimization for Metabolic Engineering.动态建模方法及其在代谢工程计算菌株优化中的应用综述
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Population FBA predicts metabolic phenotypes in yeast.群体通量平衡分析预测酵母中的代谢表型。
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Integrating Kinetic Model of E. coli with Genome Scale Metabolic Fluxes Overcomes Its Open System Problem and Reveals Bistability in Central Metabolism.整合大肠杆菌动力学模型与基因组规模代谢通量可克服其开放系统问题并揭示中心代谢中的双稳态。
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