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Yu J, Wang X, Yuan Q, Shi J, Cai J, Li Z, Ma H. Elucidating the impact of in vitro cultivation on Nicotiana tabacum metabolism through combined in silico modeling and multiomics analysis. FRONTIERS IN PLANT SCIENCE 2023; 14:1281348. [PMID: 38023876 PMCID: PMC10655011 DOI: 10.3389/fpls.2023.1281348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 10/16/2023] [Indexed: 12/01/2023]
Abstract
The systematical characterization and understanding of the metabolic behaviors are the basis of the efficient plant metabolic engineering and synthetic biology. Genome-scale metabolic networks (GSMNs) are indispensable tools for the comprehensive characterization of overall metabolic profile. Here we first constructed a GSMN of tobacco, which is one of the most widely used plant chassis, and then combined the tobacco GSMN and multiomics analysis to systematically elucidate the impact of in-vitro cultivation on the tobacco metabolic network. In-vitro cultivation is a widely used technique for plant cultivation, not only in the field of basic research but also for the rapid propagation of valuable horticultural and pharmaceutical plants. However, the systemic effects of in-vitro cultivation on overall plant metabolism could easily be overlooked and are still poorly understood. We found that in-vitro tobacco showed slower growth, less biomass and suppressed photosynthesis than soil-grown tobacco. Many changes of metabolites and metabolic pathways between in-vitro and soil-grown tobacco plants were identified, which notably revealed a significant increase of the amino acids content under in-vitro condition. The in silico investigation showed that in-vitro tobacco downregulated photosynthesis and primary carbon metabolism, while significantly upregulated the GS/GOGAT cycle, as well as producing more energy and less NADH/NADPH to acclimate in-vitro growth demands. Altogether, the combination of experimental and in silico analyses offers an unprecedented view of tobacco metabolism, with valuable insights into the impact of in-vitro cultivation, enabling more efficient utilization of in-vitro techniques for plant propagation and metabolic engineering.
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Affiliation(s)
- Jing Yu
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Biodesign Center, Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Xiaowei Wang
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Qianqian Yuan
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Biodesign Center, Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Jiaxin Shi
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Jingyi Cai
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Biodesign Center, Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Zhichao Li
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Hongwu Ma
- National Technology Innovation Center of Synthetic Biology, Tianjin, China
- Biodesign Center, Key Laboratory of Systems Microbial Biotechnology, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
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Schriever K, Saenz-Mendez P, Rudraraju RS, Hendrikse NM, Hudson EP, Biundo A, Schnell R, Syrén PO. Engineering of Ancestors as a Tool to Elucidate Structure, Mechanism, and Specificity of Extant Terpene Cyclase. J Am Chem Soc 2021; 143:3794-3807. [PMID: 33496585 PMCID: PMC8023661 DOI: 10.1021/jacs.0c10214] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Indexed: 12/21/2022]
Abstract
Structural information is crucial for understanding catalytic mechanisms and to guide enzyme engineering efforts of biocatalysts, such as terpene cyclases. However, low sequence similarity can impede homology modeling, and inherent protein instability presents challenges for structural studies. We hypothesized that X-ray crystallography of engineered thermostable ancestral enzymes can enable access to reliable homology models of extant biocatalysts. We have applied this concept in concert with molecular modeling and enzymatic assays to understand the structure activity relationship of spiroviolene synthase, a class I terpene cyclase, aiming to engineer its specificity. Engineering a surface patch in the reconstructed ancestor afforded a template structure for generation of a high-confidence homology model of the extant enzyme. On the basis of structural considerations, we designed and crystallized ancestral variants with single residue exchanges that exhibited tailored substrate specificity and preserved thermostability. We show how the two single amino acid alterations identified in the ancestral scaffold can be transferred to the extant enzyme, conferring a specificity switch that impacts the extant enzyme's specificity for formation of the diterpene spiroviolene over formation of sesquiterpenes hedycaryol and farnesol by up to 25-fold. This study emphasizes the value of ancestral sequence reconstruction combined with enzyme engineering as a versatile tool in chemical biology.
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Affiliation(s)
- Karen Schriever
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Fibre and Polymer Technology, KTH Royal
Institute of Technology, 114 28 Stockholm, Sweden
| | - Patricia Saenz-Mendez
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Fibre and Polymer Technology, KTH Royal
Institute of Technology, 114 28 Stockholm, Sweden
| | | | - Natalie M. Hendrikse
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Fibre and Polymer Technology, KTH Royal
Institute of Technology, 114 28 Stockholm, Sweden
- Swedish
Orphan Biovitrum AB, 112
76 Stockholm, Sweden
| | - Elton P. Hudson
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Protein Science, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
| | - Antonino Biundo
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Fibre and Polymer Technology, KTH Royal
Institute of Technology, 114 28 Stockholm, Sweden
| | - Robert Schnell
- Department
of Medical Biochemistry and Biophysics, Karolinska Institutet, 17 165 Stockholm, Sweden
| | - Per-Olof Syrén
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Science
for Life Laboratory, KTH Royal Institute
of Technology, 114 28 Stockholm, Sweden
- School
of Engineering Sciences in Chemistry, Biotechnology and Health, Department
of Fibre and Polymer Technology, KTH Royal
Institute of Technology, 114 28 Stockholm, Sweden
- Wallenberg
Wood Science Center, Teknikringen 56−58, 100 44 Stockholm, Sweden
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Kempinski C, Jiang Z, Zinck G, Sato SJ, Ge Z, Clemente TE, Chappell J. Engineering linear, branched-chain triterpene metabolism in monocots. PLANT BIOTECHNOLOGY JOURNAL 2019; 17:373-385. [PMID: 29979490 PMCID: PMC6335073 DOI: 10.1111/pbi.12983] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Revised: 06/20/2018] [Accepted: 06/22/2018] [Indexed: 05/09/2023]
Abstract
Triterpenes are thirty-carbon compounds derived from the universal five-carbon prenyl precursors isopentenyl diphosphate (IPP) and dimethylallyl diphosphate (DMAPP). Normally, triterpenes are synthesized via the mevalonate (MVA) pathway operating in the cytoplasm of eukaryotes where DMAPP is condensed with two IPPs to yield farnesyl diphosphate (FPP), catalyzed by FPP synthase (FPS). Squalene synthase (SQS) condenses two molecules of FPP to generate the symmetrical product squalene, the first committed precursor to sterols and most other triterpenes. In the green algae Botryococcus braunii, two FPP molecules can also be condensed in an asymmetric manner yielding the more highly branched triterpene, botryococcene. Botryococcene is an attractive molecule because of its potential as a biofuel and petrochemical feedstock. Because B. braunii, the only native host for botryococcene biosynthesis, is difficult to grow, there have been efforts to move botryococcene biosynthesis into organisms more amenable to large-scale production. Here, we report the genetic engineering of the model monocot, Brachypodium distachyon, for botryococcene biosynthesis and accumulation. A subcellular targeting strategy was used, directing the enzymes (botryococcene synthase [BS] and FPS) to either the cytosol or the plastid. High titres of botryococcene (>1 mg/g FW in T0 mature plants) were obtained using the cytosolic-targeting strategy. Plastid-targeted BS + FPS lines accumulated botryococcene (albeit in lesser amounts than the cytosolic BS + FPS lines), but they showed a detrimental phenotype dependent on plastid-targeted FPS, and could not proliferate and survive to set seed under phototrophic conditions. These results highlight intriguing differences in isoprenoid metabolism between dicots and monocots.
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Affiliation(s)
- Chase Kempinski
- Plant Biology ProgramUniversity of KentuckyLexingtonKYUSA
- Department of Pharmaceutical SciencesUniversity of KentuckyLexingtonKYUSA
| | - Zuodong Jiang
- Plant Biology ProgramUniversity of KentuckyLexingtonKYUSA
- Department of Pharmaceutical SciencesUniversity of KentuckyLexingtonKYUSA
- Present address:
Department of Soil and Crop SciencesTexas A&M UniversityCollege StationTX77843USA
| | - Garrett Zinck
- Department of Pharmaceutical SciencesUniversity of KentuckyLexingtonKYUSA
| | - Shirley J. Sato
- Center for BiotechnologyUniversity of Nebraska‐LincolnLincolnNEUSA
| | - Zhengxiang Ge
- Center for BiotechnologyUniversity of Nebraska‐LincolnLincolnNEUSA
| | | | - Joe Chappell
- Plant Biology ProgramUniversity of KentuckyLexingtonKYUSA
- Department of Pharmaceutical SciencesUniversity of KentuckyLexingtonKYUSA
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