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Correia DM, Sargo CR, Silva AJ, Santos ST, Giordano RC, Ferreira EC, Zangirolami TC, Ribeiro MPA, Rocha I. Mapping Salmonella typhimurium pathways using 13C metabolic flux analysis. Metab Eng 2019; 52:303-314. [PMID: 30529284 DOI: 10.1016/j.ymben.2018.11.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Revised: 11/26/2018] [Accepted: 11/28/2018] [Indexed: 12/20/2022]
Abstract
In the last years, Salmonella has been extensively studied not only due to its importance as a pathogen, but also as a host to produce pharmaceutical compounds. However, the full exploitation of Salmonella as a platform for bioproduct delivery has been hampered by the lack of information about its metabolism. Genome-scale metabolic models can be valuable tools to delineate metabolic engineering strategies as long as they closely represent the actual metabolism of the target organism. In the present study, a 13C-MFA approach was applied to map the fluxes at the central carbon pathways of S. typhimurium LT2 growing at glucose-limited chemostat cultures. The experiments were carried out in a 2L bioreactor, using defined medium enriched with 20% 13C-labeled glucose. Metabolic flux distributions in central carbon pathways of S. typhimurium LT2 were estimated using OpenFLUX2 based on the labeling pattern of biomass protein hydrolysates together with biomass composition. The results suggested that pentose phosphate is used to catabolize glucose, with minor fluxes through glycolysis. In silico simulations, using Optflux and pFBA as simulation method, allowed to study the performance of the genome-scale metabolic model. In general, the accuracy of in silico simulations was improved by the superimposition of estimated intracellular fluxes to the existing genome-scale metabolic model, showing a better fitting to the experimental extracellular fluxes, whereas the intracellular fluxes of pentose phosphate and anaplerotic reactions were poorly described.
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Affiliation(s)
- Daniela M Correia
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Cintia R Sargo
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Adilson J Silva
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Sophia T Santos
- CEB-Centre of Biological Engineering, University of Minho, Campus De Gualtar, Braga 4710-057, Portugal
| | - Roberto C Giordano
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Eugénio C Ferreira
- CEB-Centre of Biological Engineering, University of Minho, Campus De Gualtar, Braga 4710-057, Portugal
| | - Teresa C Zangirolami
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Marcelo P A Ribeiro
- Graduate Program of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luís, Km 235, São Carlos, SP 13565-905, Brazil
| | - Isabel Rocha
- CEB-Centre of Biological Engineering, University of Minho, Campus De Gualtar, Braga 4710-057, Portugal; Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa (ITQB-NOVA), Oeiras, Portugal.
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Comparative transcriptomic and proteomic analysis of Arthrobacter sp. CGMCC 3584 responding to dissolved oxygen for cAMP production. Sci Rep 2018; 8:1246. [PMID: 29352122 PMCID: PMC5775200 DOI: 10.1038/s41598-017-18889-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2017] [Accepted: 12/18/2017] [Indexed: 01/09/2023] Open
Abstract
Arthrobacter sp. CGMCC 3584 is able to produce high yields of extracellular cyclic adenosine monophosphate (cAMP), which plays a vital role in the field of treatment of disease and animal food, during aerobic fermentation. However, the molecular basis of cAMP production in Arthrobacter species is rarely explored. Here, for the first time, we report the comparative transcriptomic and proteomic study of Arthrobacter cells to elucidate the higher productivity of cAMP under high oxygen supply. We finally obtained 14.1% and 19.3% of the Arthrobacter genome genes which were up-regulated and down-regulated notably, respectively, with high oxygen supply, and identified 54 differently expressed proteins. Our results revealed that high oxygen supply had two major effects on metabolism: inhibition of glycolysis, pyruvate metabolism, nitrogen metabolism, and amino acid metabolism (histidine, branched-chain amino acids and glutamate metabolism); enhancement of the tricarboxylic acid cycle and purine metabolism. We also found that regulation of adenylate cyclase and phosphodiesterase was not significant under high oxygen supply, suggesting efficient cAMP export might be important in cAMP production. These findings may contribute to further understanding of capacities of Arthrobacter species and would be highly useful in genetic regulation for desirable production.
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Niu H, Yang W, Zhuang K, Chen X, Chen Y, Liu D, Wu J, Zhu C, Ying H. Screening of promoters from Arthrobacter sp. CGMCC 3584 using a green fluorescent protein reporter system. World J Microbiol Biotechnol 2017; 33:208. [DOI: 10.1007/s11274-017-2375-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2017] [Accepted: 10/29/2017] [Indexed: 11/29/2022]
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Zhu C, Tang C, Cao Z, He W, Chen Y, Chen X, Guo K, Ying H. Fully Automated Continuous Meso-flow Synthesis of 5′-Nucleotides and Deoxynucleotides. Org Process Res Dev 2014. [DOI: 10.1021/op5002066] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Chenjie Zhu
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
| | - Chenglun Tang
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
| | - Zhi Cao
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
| | - Wei He
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
| | - Yong Chen
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
| | - Xiaochun Chen
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
| | - Kai Guo
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
| | - Hanjie Ying
- College
of Biotechnology and Pharmaceutical Engineering, Nanjing University of Technology, Nanjing 210009, China
- National Engineering Technique Research Center for Biotechnology, Nanjing 211816, China
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Yang P, Wen Q, Wu J, Zhuang W, Zhang Y, Ying H. Determination of Solubility of cAMPNa in Water + (Ethanol, Methanol, and Acetone) within 293.15–313.15 K. Ind Eng Chem Res 2014. [DOI: 10.1021/ie501000k] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Pengpeng Yang
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
| | - Qingshi Wen
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
| | - Jinglan Wu
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
| | - Wei Zhuang
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
| | - Yuehui Zhang
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
| | - Hanjie Ying
- National Engineering Technique
Research Center for Biotechnology, State Key Laboratory of Materials-Oriented
Chemical Engineering, College of Biotechnology and Pharmaceutical
Engineering, Nanjing Tech University, Nanjing 210009, PR China
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