• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

动态应变扫描优化:一种用于平衡产率、滴度和生产力的高效应变设计策略。应变设计的 DySScO 策略。

Dynamic strain scanning optimization: an efficient strain design strategy for balanced yield, titer, and productivity. DySScO strategy for strain design.

机构信息

Department of Chemical Engineering and Applied Chemistry, University of Toronto, 200 College Street, Toronto, ON, M5S 3E5, Canada.

出版信息

BMC Biotechnol. 2013 Feb 6;13:8. doi: 10.1186/1472-6750-13-8.

DOI:10.1186/1472-6750-13-8
PMID:23388063
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3574860/
Abstract

BACKGROUND

In recent years, constraint-based metabolic models have emerged as an important tool for metabolic engineering; a number of computational algorithms have been developed for identifying metabolic engineering strategies where the production of the desired chemical is coupled with the growth of the organism. A caveat of the existing algorithms is that they do not take the bioprocess into consideration; as a result, while the product yield can be optimized using these algorithms, the product titer and productivity cannot be optimized. In order to address this issue, we developed the Dynamic Strain Scanning Optimization (DySScO) strategy, which integrates the Dynamic Flux Balance Analysis (dFBA) method with existing strain algorithms.

RESULTS

In order to demonstrate the effective of the DySScO strategy, we applied this strategy to the design of Escherichia coli strains targeted for succinate and 1,4-butanediol production respectively. We evaluated consequences of the tradeoff between growth yield and product yield with respect to titer and productivity, and showed that the DySScO strategy is capable of producing strains that balance the product yield, titer, and productivity. In addition, we evaluated the economic viability of the designed strain, and showed that the economic performance of a strain can be strongly affected by the price difference between the product and the feedstock.

CONCLUSION

Our study demonstrated that the DySScO strategy is a useful computational tool for designing microbial strains with balanced yield, titer, and productivity, and has potential applications in evaluating the economic performance of the design strains.

摘要

背景

近年来,基于约束的代谢模型已成为代谢工程的重要工具;已经开发了许多计算算法来确定代谢工程策略,其中期望化学物质的生产与生物体的生长相耦合。现有算法的一个警告是它们没有考虑生物过程;因此,虽然可以使用这些算法优化产物得率,但不能优化产物滴度和生产率。为了解决这个问题,我们开发了动态应变扫描优化(DySScO)策略,该策略将动态通量平衡分析(dFBA)方法与现有菌株算法集成在一起。

结果

为了证明 DySScO 策略的有效性,我们分别将该策略应用于设计产琥珀酸和 1,4-丁二醇的大肠杆菌菌株。我们评估了生长产率与产物产率之间的权衡对滴度和生产率的影响,并表明 DySScO 策略能够产生平衡产物产率、滴度和生产率的菌株。此外,我们评估了设计菌株的经济可行性,并表明菌株的经济性能可能会受到产物和原料之间的价格差异的强烈影响。

结论

我们的研究表明,DySScO 策略是一种用于设计具有平衡产率、滴度和生产率的微生物菌株的有用计算工具,并且在评估设计菌株的经济性能方面具有潜在的应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/dad532728f18/1472-6750-13-8-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/df9cf2ff6cf0/1472-6750-13-8-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/880841bf9a99/1472-6750-13-8-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/14841e97d44c/1472-6750-13-8-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/089660947504/1472-6750-13-8-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/658276e9a6e2/1472-6750-13-8-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/dad532728f18/1472-6750-13-8-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/df9cf2ff6cf0/1472-6750-13-8-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/880841bf9a99/1472-6750-13-8-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/14841e97d44c/1472-6750-13-8-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/089660947504/1472-6750-13-8-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/658276e9a6e2/1472-6750-13-8-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3fe/3574860/dad532728f18/1472-6750-13-8-6.jpg

相似文献

1
Dynamic strain scanning optimization: an efficient strain design strategy for balanced yield, titer, and productivity. DySScO strategy for strain design.动态应变扫描优化:一种用于平衡产率、滴度和生产力的高效应变设计策略。应变设计的 DySScO 策略。
BMC Biotechnol. 2013 Feb 6;13:8. doi: 10.1186/1472-6750-13-8.
2
Metabolic engineering of Escherichia coli and in silico comparing of carboxylation pathways for high succinate productivity under aerobic conditions.大肠杆菌的代谢工程和有氧条件下高琥珀酸生产力的羧化途径的计算机比较。
Microbiol Res. 2014 May-Jun;169(5-6):432-40. doi: 10.1016/j.micres.2013.09.002. Epub 2013 Oct 6.
3
Engineered E. coli W enables efficient 2,3-butanediol production from glucose and sugar beet molasses using defined minimal medium as economic basis.利用葡萄糖和糖蜜作为经济基础,工程化的大肠杆菌 W 可在定义的最小培养基中实现高效的 2,3-丁二醇生产。
Microb Cell Fact. 2018 Nov 30;17(1):190. doi: 10.1186/s12934-018-1038-0.
4
CASOP: a computational approach for strain optimization aiming at high productivity.CASOP:一种旨在提高生产力的应变优化计算方法。
J Biotechnol. 2010 May 17;147(2):88-101. doi: 10.1016/j.jbiotec.2010.03.006. Epub 2010 Mar 18.
5
Increasing ATP turnover boosts productivity of 2,3-butanediol synthesis in Escherichia coli.提高 ATP 周转率可提高大肠杆菌中 2,3-丁二醇合成的生产力。
Microb Cell Fact. 2021 Mar 9;20(1):63. doi: 10.1186/s12934-021-01554-x.
6
SSDesign: Computational metabolic pathway design based on flux variability using elementary flux modes.SSDesign:基于基本通量模式的通量变异性的计算代谢途径设计。
Biotechnol Bioeng. 2015 Apr;112(4):759-68. doi: 10.1002/bit.25498. Epub 2014 Dec 23.
7
Systematic metabolic engineering of Methylomicrobium alcaliphilum 20Z for 2,3-butanediol production from methane.从甲烷生产 2,3-丁二醇的产甲烷甲基微菌 20Z 的系统代谢工程改造。
Metab Eng. 2018 May;47:323-333. doi: 10.1016/j.ymben.2018.04.010. Epub 2018 Apr 16.
8
OptRAM: In-silico strain design via integrative regulatory-metabolic network modeling.OptRAM:通过整合调控代谢网络建模进行虚拟应变设计。
PLoS Comput Biol. 2019 Mar 8;15(3):e1006835. doi: 10.1371/journal.pcbi.1006835. eCollection 2019 Mar.
9
Succinate production in Escherichia coli.大肠杆菌中琥珀酸的生成。
Biotechnol J. 2012 Feb;7(2):213-24. doi: 10.1002/biot.201100061. Epub 2011 Sep 20.
10
Inhibition of acetate accumulation leads to enhanced production of (R,R)-2,3-butanediol from glycerol in Escherichia coli.抑制乙酸盐积累可导致大肠杆菌中甘油生产(R,R)-2,3-丁二醇的产量提高。
J Ind Microbiol Biotechnol. 2012 Nov;39(11):1725-9. doi: 10.1007/s10295-012-1171-4. Epub 2012 Jul 26.

引用本文的文献

1
Analysis of Poly-3-Hydroxybutyrate Production with Different Microorganisms Using the Dynamic Simulations for Evaluation of Economic Potential Approach.使用动态模拟评估经济潜力方法分析不同微生物生产聚-3-羟基丁酸酯的情况。
ACS Omega. 2025 Jun 11;10(26):27756-27774. doi: 10.1021/acsomega.4c11178. eCollection 2025 Jul 8.
2
Optimizing bioprocessing efficiency with OptFed: Dynamic nonlinear modeling improves product-to-biomass yield.使用OptFed优化生物加工效率:动态非线性建模提高产物与生物量产量。
Comput Struct Biotechnol J. 2024 Oct 11;23:3651-3661. doi: 10.1016/j.csbj.2024.09.024. eCollection 2024 Dec.
3

本文引用的文献

1
Systems metabolic engineering of microorganisms for natural and non-natural chemicals.微生物的系统代谢工程用于天然和非天然化学品。
Nat Chem Biol. 2012 May 17;8(6):536-46. doi: 10.1038/nchembio.970.
2
Multidimensional optimality of microbial metabolism.微生物代谢的多维最优性。
Science. 2012 May 4;336(6081):601-4. doi: 10.1126/science.1216882.
3
Integrating flux balance analysis into kinetic models to decipher the dynamic metabolism of Shewanella oneidensis MR-1.将通量平衡分析整合到动力学模型中,以破译希瓦氏菌 MR-1 的动态代谢。
Predictive dynamic control accurately maps the design space for 2,3-butanediol production.
预测动态控制精确地描绘了2,3-丁二醇生产的设计空间。
Comput Struct Biotechnol J. 2024 Oct 28;23:3850-3858. doi: 10.1016/j.csbj.2024.10.016. eCollection 2024 Dec.
4
Systems biology approach for enhancing limonene yield by re-engineering Escherichia coli.通过重新设计大肠杆菌来提高柠檬烯产量的系统生物学方法。
NPJ Syst Biol Appl. 2024 Oct 1;10(1):109. doi: 10.1038/s41540-024-00440-7.
5
FastKnock: an efficient next-generation approach to identify all knockout strategies for strain optimization.FastKnock:一种高效的下一代方法,用于确定所有用于菌株优化的敲除策略。
Microb Cell Fact. 2024 Jan 29;23(1):37. doi: 10.1186/s12934-023-02277-x.
6
Advances in flux balance analysis by integrating machine learning and mechanism-based models.通过整合机器学习和基于机制的模型实现通量平衡分析的进展。
Comput Struct Biotechnol J. 2021 Aug 5;19:4626-4640. doi: 10.1016/j.csbj.2021.08.004. eCollection 2021.
7
Co-evolution of strain design methods based on flux balance and elementary mode analysis.基于通量平衡和基本模式分析的菌株设计方法的共同进化。
Metab Eng Commun. 2015 May 21;2:85-92. doi: 10.1016/j.meteno.2015.04.001. eCollection 2015 Dec.
8
Opportunities and Challenges for Microbial Synthesis of Fatty Acid-Derived Chemicals (FACs).微生物合成脂肪酸衍生化学品(FACs)的机遇与挑战
Front Bioeng Biotechnol. 2021 Jan 26;9:613322. doi: 10.3389/fbioe.2021.613322. eCollection 2021.
9
Dynamic control in metabolic engineering: Theories, tools, and applications.动态控制在代谢工程中的应用:理论、工具与应用。
Metab Eng. 2021 Jan;63:126-140. doi: 10.1016/j.ymben.2020.08.015. Epub 2020 Sep 11.
10
Characterizing and ranking computed metabolic engineering strategies.表征和排序计算代谢工程策略。
Bioinformatics. 2019 Sep 1;35(17):3063-3072. doi: 10.1093/bioinformatics/bty1065.
PLoS Comput Biol. 2012 Feb;8(2):e1002376. doi: 10.1371/journal.pcbi.1002376. Epub 2012 Feb 2.
4
Genome-scale consequences of cofactor balancing in engineered pentose utilization pathways in Saccharomyces cerevisiae.工程化戊糖利用途径中辅助因子平衡对酿酒酵母全基因组水平的影响。
PLoS One. 2011;6(11):e27316. doi: 10.1371/journal.pone.0027316. Epub 2011 Nov 4.
5
Dynamic flux balance modeling of S. cerevisiae and E. coli co-cultures for efficient consumption of glucose/xylose mixtures.用于高效消耗葡萄糖/木糖混合物的酿酒酵母和大肠杆菌共培养物的动态通量平衡建模。
Appl Microbiol Biotechnol. 2012 Mar;93(6):2529-41. doi: 10.1007/s00253-011-3628-1. Epub 2011 Oct 18.
6
In silico characterization of microbial electrosynthesis for metabolic engineering of biochemicals.微生物电合成的计算分析在生物化学代谢工程中的应用
Microb Cell Fact. 2011 Oct 3;10:76. doi: 10.1186/1475-2859-10-76.
7
Economics of membrane occupancy and respiro-fermentation.膜占有率和呼吸发酵的经济学。
Mol Syst Biol. 2011 Jun 21;7:500. doi: 10.1038/msb.2011.34.
8
Metabolic engineering of Escherichia coli for direct production of 1,4-butanediol.大肠杆菌代谢工程直接生产 1,4-丁二醇。
Nat Chem Biol. 2011 May 22;7(7):445-52. doi: 10.1038/nchembio.580.
9
EMILiO: a fast algorithm for genome-scale strain design.EMILiO:一种用于基因组规模菌株设计的快速算法。
Metab Eng. 2011 May;13(3):272-81. doi: 10.1016/j.ymben.2011.03.002. Epub 2011 Mar 21.
10
Improved vanillin production in baker's yeast through in silico design.通过计算机辅助设计提高面包酵母中香兰素的产量。
Microb Cell Fact. 2010 Nov 8;9:84. doi: 10.1186/1475-2859-9-84.