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Hessler T, Huddy RJ, Sachdeva R, Lei S, Harrison STL, Diamond S, Banfield JF. Vitamin interdependencies predicted by metagenomics-informed network analyses and validated in microbial community microcosms. Nat Commun 2023; 14:4768. [PMID: 37553333 PMCID: PMC10409787 DOI: 10.1038/s41467-023-40360-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 07/20/2023] [Indexed: 08/10/2023] Open
Abstract
Metagenomic or metabarcoding data are often used to predict microbial interactions in complex communities, but these predictions are rarely explored experimentally. Here, we use an organism abundance correlation network to investigate factors that control community organization in mine tailings-derived laboratory microbial consortia grown under dozens of conditions. The network is overlaid with metagenomic information about functional capacities to generate testable hypotheses. We develop a metric to predict the importance of each node within its local network environments relative to correlated vitamin auxotrophs, and predict that a Variovorax species is a hub as an important source of thiamine. Quantification of thiamine during the growth of Variovorax in minimal media show high levels of thiamine production, up to 100 mg/L. A few of the correlated thiamine auxotrophs are predicted to produce pantothenate, which we show is required for growth of Variovorax, supporting that a subset of vitamin-dependent interactions are mutualistic. A Cryptococcus yeast produces the B-vitamin pantothenate, and co-culturing with Variovorax leads to a 90-130-fold fitness increase for both organisms. Our study demonstrates the predictive power of metagenome-informed, microbial consortia-based network analyses for identifying microbial interactions that underpin the structure and functioning of microbial communities.
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Affiliation(s)
- Tomas Hessler
- The Innovative Genomics Institute at the University of California, Berkeley, CA, USA
- The Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Robert J Huddy
- Reasearch Office, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Rohan Sachdeva
- The Innovative Genomics Institute at the University of California, Berkeley, CA, USA
- The Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Shufei Lei
- The Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Susan T L Harrison
- The Center for Bioprocess Engineering Research, University of Cape Town, Cape Town, South Africa
- The Future Water Institute, University of Cape Town, Cape Town, South Africa
- Department of Chemical Engineering, University of Cape Town, Cape Town, South Africa
| | - Spencer Diamond
- The Innovative Genomics Institute at the University of California, Berkeley, CA, USA
- The Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Jillian F Banfield
- The Innovative Genomics Institute at the University of California, Berkeley, CA, USA.
- The Department of Earth and Planetary Science, University of California, Berkeley, CA, USA.
- The Department of Environmental Science, Policy and Management, University of California, Berkeley, CA, USA.
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Wang Y, Liu L, Jin Z, Zhang D. Microbial Cell Factories for Green Production of Vitamins. Front Bioeng Biotechnol 2021; 9:661562. [PMID: 34222212 PMCID: PMC8247775 DOI: 10.3389/fbioe.2021.661562] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 05/12/2021] [Indexed: 11/13/2022] Open
Abstract
Vitamins are a group of essential nutrients that are necessary to maintain normal metabolic activities and optimal health. There are wide applications of different vitamins in food, cosmetics, feed, medicine, and other areas. The increase in the global demand for vitamins has inspired great interest in novel production strategies. Chemical synthesis methods often require high temperatures or pressurized reactors and use non-renewable chemicals or toxic solvents that cause product safety concerns, pollution, and hazardous waste. Microbial cell factories for the production of vitamins are green and sustainable from both environmental and economic standpoints. In this review, we summarized the vitamins which can potentially be produced using microbial cell factories or are already being produced in commercial fermentation processes. They include water-soluble vitamins (vitamin B complex and vitamin C) as well as fat-soluble vitamins (vitamin A/D/E and vitamin K). Furthermore, metabolic engineering is discussed to provide a reference for the construction of microbial cell factories. We also highlight the current state and problems encountered in the fermentative production of vitamins.
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Affiliation(s)
- Yanyan Wang
- School of Biological Engineering, Dalian Polytechnic University, Dalian, China.,Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Linxia Liu
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China
| | - Zhaoxia Jin
- School of Biological Engineering, Dalian Polytechnic University, Dalian, China
| | - Dawei Zhang
- Key Laboratory of Systems Microbial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China.,National Technology Innovation Center of Synthetic Biology, Tianjin, China.,University of Chinese Academy of Sciences, Beijing, China
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Dikkala PK, Usmani Z, Kumar S, Gupta VK, Bhargava A, Sharma M. Fungal Production of Vitamins and Their Food Industrial Applications. Fungal Biol 2021. [DOI: 10.1007/978-3-030-85603-8_16] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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Microbial cell factories for the sustainable manufacturing of B vitamins. Curr Opin Biotechnol 2018; 56:18-29. [PMID: 30138794 DOI: 10.1016/j.copbio.2018.07.006] [Citation(s) in RCA: 67] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2018] [Revised: 07/20/2018] [Accepted: 07/23/2018] [Indexed: 12/16/2022]
Abstract
Vitamins are essential compounds in human and animal diets. Their demand is increasing globally in food, feed, cosmetics, chemical and pharmaceutical industries. Most current production methods are unsustainable because they use non-renewable sources and often generate hazardous waste. Many microorganisms produce vitamins naturally, but their corresponding metabolic pathways are tightly regulated since vitamins are needed only in catalytic amounts. Metabolic engineering is accelerating the development of microbial cell factories for vitamins that could compete with chemical methods that have been optimized over decades, but scientific hurdles remain. Additional technological and regulatory issues need to be overcome for innovative bioprocesses to reach the market. Here, we review the current state of development and challenges for fermentative processes for the B vitamin group.
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Takahashi H, Kaniwa N, Saito Y, Sai K, Hamaguchi T, Shirao K, Shimada Y, Matsumura Y, Ohtsu A, Yoshino T, Takahashi A, Odaka Y, Okuyama M, Sawada JI, Sakamoto H, Yoshida T. Identification of a candidate single-nucleotide polymorphism related to chemotherapeutic response through a combination of knowledge-based algorithm and hypothesis-free genomic data. J Biosci Bioeng 2013; 116:768-73. [PMID: 23816762 DOI: 10.1016/j.jbiosc.2013.05.021] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2013] [Revised: 05/02/2013] [Accepted: 05/13/2013] [Indexed: 01/06/2023]
Abstract
Inter-individual variations in drug responses among patients are known to cause serious problems in medicine. Genome-wide association study (GWAS) is powerful for examining single-nucleotide polymorphisms (SNPs) and their relationships with drug response variations. However, no significant SNP has been identified using GWAS due to multiple testing problems. Therefore, we propose a combination method consisting of knowledge-based algorithm, two stages of screening, and permutation test for identifying SNPs in the present study. We applied this method to a genome-wide pharmacogenomics study for which 109,365 SNPs had been genotyped using Illumina Human-1 BeadChip for 119 gastric cancer patients treated with fluoropyrimidine. We identified rs2293347 in epidermal growth factor receptor (EGFR) is as a candidate SNP related to chemotherapeutic response. The p value for the rs2293347 was 2.19 × 10(-5) for Fisher's exact test, and the p value was 0.00360 for the permutation test (multiple testing problems are corrected). Additionally, rs2293347 was clearly superior to clinical parameters and showed a sensitivity value of 55.0% and specificity value of 94.4% in the evaluation by using multiple regression models. Recent studies have shown that combination chemotherapy of fluoropyrimidine and EGFR-targeting agents is effective for gastric cancer patients highly expressing EGFR. These results suggest that rs2293347 is a potential predictive factor for selecting chemotherapies, such as fluoropyrimidine alone or combination chemotherapies.
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Affiliation(s)
- Hiro Takahashi
- Graduate School of Horticulture, Chiba University, 648 Matsudo, Matsudo, Chiba 271-8510, Japan; Plant Biology Research Center, Chubu University, Matsumoto-cho 1200, Kasugai, Aichi 487-8501, Japan; Division of Genetics, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan.
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Trausch JJ, Ceres P, Reyes FE, Batey RT. The structure of a tetrahydrofolate-sensing riboswitch reveals two ligand binding sites in a single aptamer. Structure 2011; 19:1413-23. [PMID: 21906956 DOI: 10.1016/j.str.2011.06.019] [Citation(s) in RCA: 109] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2011] [Revised: 06/14/2011] [Accepted: 06/15/2011] [Indexed: 12/16/2022]
Abstract
Transport and biosynthesis of folate and its derivatives are frequently controlled by the tetrahydrofolate (THF) riboswitch in Firmicutes. We have solved the crystal structure of the THF riboswitch aptamer in complex with folinic acid, a THF analog. Uniquely, this structure reveals two molecules of folinic acid binding to a single structured domain. These two sites interact with ligand in a similar fashion, primarily through recognition of the reduced pterin moiety. 7-deazaguanine, a soluble analog of guanine, binds the riboswitch with nearly the same affinity as its natural effector. However, 7-deazaguanine effects transcriptional termination to a substantially lesser degree than folinic acid, suggesting that the cellular guanine pool does not act upon the THF riboswitch. Under physiological conditions the ligands display strong cooperative binding, with one of the two sites playing a greater role in eliciting the regulatory response, which suggests that the second site may play another functional role.
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Affiliation(s)
- Jeremiah J Trausch
- Department of Chemistry and Biochemistry, University of Colorado, UCB 215, Boulder, CO 80309-0215, USA
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