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Ha K, Ryu S, Trinh CT. Alpha-ketoacid decarboxylases: Diversity, structures, reaction mechanisms, and applications for biomanufacturing of platform chemicals and fuels. Biotechnol Adv 2025; 81:108531. [PMID: 39955038 DOI: 10.1016/j.biotechadv.2025.108531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Revised: 02/05/2025] [Accepted: 02/05/2025] [Indexed: 02/17/2025]
Abstract
In living cells, alpha-ketoacid decarboxylases (KDCs, EC 4.1.1.-) are a class of enzymes that convert alpha-ketoacids into aldehydes through decarboxylation. These aldehydes serve as either drop-in chemicals or precursors for the biosynthesis of alcohols, carboxylic acids, esters, and alkanes. These compounds play crucial roles in cellular metabolism and fitness and the bioeconomy, facilitating the sustainable and renewable biomanufacturing of platform chemicals and fuels. This review explores the diversity and classification of KDCs, detailing their structures, mechanisms, and functions. We highlight recent advancements in repurposing KDCs to enhance their efficiency and robustness for biomanufacturing. Additionally, we present modular KDC-dependent metabolic pathways for the microbial biosynthesis of aldehydes, alcohols, carboxylic acids, esters, and alkanes. Finally, we discuss recent developments in the modular cell engineering technology that can potentially be applied to harness the diversity of KDC-dependent pathways for biomanufacturing platform chemicals and fuels.
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Affiliation(s)
- Khanh Ha
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, USA; Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Seunghyun Ryu
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, USA; Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Cong T Trinh
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, USA; Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA.
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2
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Sheppard TJ, Specht DA, Barstow B. Upper limit efficiency estimates for electromicrobial production of drop-in jet fuels. Bioelectrochemistry 2023; 154:108506. [PMID: 37473694 DOI: 10.1016/j.bioelechem.2023.108506] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 07/07/2023] [Accepted: 07/08/2023] [Indexed: 07/22/2023]
Abstract
Microbes which participate in extracellular electron uptake (EEU) or H2 oxidation have the ability to manufacture organic compounds using electricity as the primary source of metabolic energy. So-called electromicrobial production could be valuable to efficiently synthesize drop-in jet fuels using renewable energy. Here, we calculate the upper limit electrical-to-fuel conversion efficiency for a model jet fuel blend containing 85% straight-chain alkanes and 15% terpenoids. When using the Calvin cycle for carbon-fixation, the energy conversion efficiency is 37.8-4.3+1.8% when using EEU for electron delivery and 40.1-4.6+0.7% when using H2 oxidation. The production efficiency can be raised to 44.2-3.7+0.5% when using the Formolase formate-assimilation pathway, and to 49.2-2.1+0.3% with the Wood-Ljungdahl pathway. This efficiency can be further raised by swapping the well-known Aldehyde Deformolating Oxygenase (ADO) termination pathway with the recently discovered Fatty Acid Photodecarboxylase (FAP) pathway. If these systems were supplied with electricity from a maximally-efficient silicon solar photovoltaic, even the least efficient pathway exceeds the maximum solar-to-fuel efficiency of all known forms of photosynthesis.
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Affiliation(s)
- Timothy J Sheppard
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - David A Specht
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Buz Barstow
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA.
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3
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Lobato MR, Cazarolli JC, Rios RDF, D' Alessandro EB, Lutterbach MTS, Filho NRA, Pasa VMD, Aranda D, Scorza PR, Bento FM. Behavior of deteriogenic fungi in aviation fuels (fossil and biofuel) during simulated storage. Braz J Microbiol 2023; 54:1603-1621. [PMID: 37584891 PMCID: PMC10484884 DOI: 10.1007/s42770-023-01055-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 06/28/2023] [Indexed: 08/17/2023] Open
Abstract
Biofuels are expected to play a major role in reducing carbon emissions in the aviation sector globally. Farnesane ("2,6,10-trimethyldodecane") is a biofuel derived from the synthesized iso-paraffin route wich can be blended with jet fuel; however, the microbial behavior in farnesane/jet fuel blends remains unknown. The chemical and biological stability of blends should be investigated to ensure they meet the quality requirements for aviation fuels. This work aimed at evaluating the behavior of two fungi Hormoconis resinae (F089) and Exophiala phaeomuriformis (UFRGS Q4.2) in jet fuel, farnesane, and in 10% farnesane blend during simulated storage. Microcosms (150-mL flasks) were assembled with and without fungi containing Bushnell & Haas mineral medium for 28 days at a temperature of 20±2°C. The fungal growth (biomass), pH, surface tension, and changes in the fuel's hydrocarbon chains were evaluated. This study revealed thatthe treatment containing H. resinae showed a biomass of 19 mg, 12 mg, and 2 mg for jet fuel, blend, and farnesane respectively. The pH was reduced from 7.2 to 4.3 observed in jet fuel treatment The degradation results showed that compounds with carbon chains between C9 and C11, in jet fuel, and blend treatments were preferably degraded. The highest biomass (70.9 mg) produced by E. phaeomuriformis was in 10% farnesane blend, after 21 days. However, no significant decrease was observed on pH and surface tension measurements across the treatments as well as on the hydrocarbons when compared to the controls. This study revealed that farnesane neither inhibited nor promoted greater growth on both microorganisms.
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Affiliation(s)
- Mariane Rodrigues Lobato
- Fuels and Biofuels Biodeterioration Laboratory (LAB-BIO), Department of Microbiology, Immunology and Parasitology, Federal University of Rio Grande do Sul, Ramiro Barcelos Street # 2600, Building, Porto Alegre, Rio Grande do Sul, 21116, Brazil
| | - Juciana Clarice Cazarolli
- Fuels and Biofuels Biodeterioration Laboratory (LAB-BIO), Department of Microbiology, Immunology and Parasitology, Federal University of Rio Grande do Sul, Ramiro Barcelos Street # 2600, Building, Porto Alegre, Rio Grande do Sul, 21116, Brazil
| | - Regiane Débora Fernandes Rios
- Fuel Testing Laboratory (LEC), Department of Chemistry, Federal University of Minas Gerais, Presidente Antônio Carlos Avenue #6627, Belo Horizonte, Minas Gerais, Brazil
| | - Emmanuel Bezerra D' Alessandro
- Laboratory of Extraction and Separation Methods (LAMES), Institute of Chemistry, Federal University of Goias, Esperança Avenue, IQ-1 Block, Goiânia, Goiás, Goiânia, Brasil
| | - Marcia T S Lutterbach
- Laboratory of Biocorrosion and Biodegradation (LABIO), National Institute of Technology (INT), Venezuela Avenue # 82, Rio de Janeiro, Brazil
| | - Nelson Roberto Antoniosi Filho
- Laboratory of Extraction and Separation Methods (LAMES), Institute of Chemistry, Federal University of Goias, Esperança Avenue, IQ-1 Block, Goiânia, Goiás, Goiânia, Brasil
| | - Vânya Márcia Duarte Pasa
- Fuel Testing Laboratory (LEC), Department of Chemistry, Federal University of Minas Gerais, Presidente Antônio Carlos Avenue #6627, Belo Horizonte, Minas Gerais, Brazil
| | - Donato Aranda
- GREENTEC- School of Chemistry, Department of Chemical Engineering, Horácio Macedo, Federal University of Rio de Janeiro, Avenue # 2030. Block E, office 211, Rio de Janeiro, Brazil
| | - Pedro Rodrigo Scorza
- Brazilian Union of Biodiesel and Biojetfuel UBRABIO-SHIS QL12, Conjunto 07, Casa 05, Brasilia, Brasilia, Brazil
| | - Fátima Menezes Bento
- Fuels and Biofuels Biodeterioration Laboratory (LAB-BIO), Department of Microbiology, Immunology and Parasitology, Federal University of Rio Grande do Sul, Ramiro Barcelos Street # 2600, Building, Porto Alegre, Rio Grande do Sul, 21116, Brazil.
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Yalcin YS, Aydin B, Chen H, Gichuki S, Sitther V. Lipid production and cellular changes in Fremyella diplosiphon exposed to nanoscale zerovalent iron nanoparticles and ampicillin. Microb Cell Fact 2023; 22:108. [PMID: 37280676 DOI: 10.1186/s12934-023-02113-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 05/07/2023] [Indexed: 06/08/2023] Open
Abstract
With the dramatic decrease in fossil fuel stocks and their detrimental effects on the environment, renewable energy sources have gained imminent importance in the mitigation of emissions. As lipid-enriched energy stocks, cyanobacteria are the leading group of microorganisms contributing to the advent of a new energy era. In the present study, the impact of Nanofer 25 s nanoscale zero-valent iron nanoparticles (nZVIs) and ampicillin on lipid production and cellular structural changes in Fremyella diplosiphon strain B481-SD were investigated. Total lipid abundance, fatty acid methyl ester (FAME) compositions, and alkene production as detected by high-resolution two-dimensional gas chromatography with time-of-flight mass spectrometry (GC × GC/TOF-MS) was significantly higher (p < 0.05) in the individual application of 0.8 mg/L ampicillin, 3.2 mg/L nZVIs, and a combined regimen of 0.8 mg/L ampicillin and 3.2 mg/L nZVIs compared to the untreated control. In addition, we identified significant increases (p < 0.05) in monounsaturated fatty acids (MUFAs) in F. diplosiphon treated with the combination regimen compared to the untreated control, 0.8 mg/L of ampicillin, and 3.2 mg/L of nZVIs. Furthermore, individual treatment with 0.8 mg/L ampicillin and the combination regimen (0.8 mg/L ampicillin + 3.2 mg/L nZVIs) significantly increased (p < 0.05) Nile red fluorescence compared to the untreated control, indicating neutral membrane lipids to be the main target of ampicillin added treatments. Transmission electron microscopy studies revealed the presence of single-layered thylakoid membranes in the untreated control, while complex stacked membranes of 5-8 layers were visualized in ampicillin and nZVI-treated F. diplosiphon. Our results indicate that nZVIs in combination with ampicillin significantly enhanced total lipids, essential FAMEs, and alkenes in F. diplosiphon. These findings offer a promising approach to augment the potential of using the strain as a large-scale biofuel agent.
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Affiliation(s)
- Yavuz S Yalcin
- Department of Biology, Morgan State University, Baltimore, MD, 21251, USA
| | - Busra Aydin
- Department of Biology, Morgan State University, Baltimore, MD, 21251, USA
| | - Huan Chen
- National High Magnetic Field Laboratory, Ion Cyclotron Resonance Facility, Florida State University, 1800 East Paul Dirac Dr, Tallahassee, FL, 32310-4005, USA
| | - Samson Gichuki
- Department of Biology, Morgan State University, Baltimore, MD, 21251, USA
| | - Viji Sitther
- Department of Biology, Morgan State University, Baltimore, MD, 21251, USA.
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Maurya R, Gohil N, Nixon S, Kumar N, Noronha SB, Dhali D, Trabelsi H, Alzahrani KJ, Reshamwala SMS, Awasthi MK, Ramakrishna S, Singh V. Rewiring of metabolic pathways in yeasts for sustainable production of biofuels. BIORESOURCE TECHNOLOGY 2023; 372:128668. [PMID: 36693507 DOI: 10.1016/j.biortech.2023.128668] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 01/19/2023] [Accepted: 01/20/2023] [Indexed: 06/17/2023]
Abstract
The ever-increasing global energy demand has led world towards negative repercussions such as depletion of fossil fuels, pollution, global warming and climate change. Designing microbial cell factories for the sustainable production of biofuels is therefore an active area of research. Different yeast cells have been successfully engineered using synthetic biology and metabolic engineering approaches for the production of various biofuels. In the present article, recent advancements in genetic engineering strategies for production of bioalcohols, isoprenoid-based biofuels and biodiesels in different yeast chassis designs are reviewed, along with challenges that must be overcome for efficient and high titre production of biofuels.
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Affiliation(s)
- Rupesh Maurya
- Department of Biosciences, School of Science, Indrashil University, Rajpur, Mehsana 382715, Gujarat, India
| | - Nisarg Gohil
- Department of Biosciences, School of Science, Indrashil University, Rajpur, Mehsana 382715, Gujarat, India
| | - Snovia Nixon
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Nilesh Kumar
- M.Tech. Programme in Bioprocess Engineering, Institute of Chemical Technology, Mumbai, India; DBT-ICT Centre for Energy Biosciences, Institute of Chemical Technology, Mumbai, India
| | - Santosh B Noronha
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Debarun Dhali
- EV Biotech BV, Zernikelaan 8, 9747 AA Groningen, The Netherlands
| | - Heykel Trabelsi
- Carbocode GmbH, Byk-Gulden-Strasse 2, 78467 Konstanz, Germany
| | - Khalid J Alzahrani
- Department of Clinical Laboratories Sciences, College of Applied Medical Sciences, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | | | - Mukesh Kumar Awasthi
- College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, China
| | - Suresh Ramakrishna
- College of Medicine, Hanyang University, Seoul, South Korea; Graduate School of Biomedical Science and Engineering, Hanyang University, Seoul, South Korea
| | - Vijai Singh
- Department of Biosciences, School of Science, Indrashil University, Rajpur, Mehsana 382715, Gujarat, India.
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Wang J, Singer SD, Souto BA, Asomaning J, Ullah A, Bressler DC, Chen G. Current progress in lipid-based biofuels: Feedstocks and production technologies. BIORESOURCE TECHNOLOGY 2022; 351:127020. [PMID: 35307524 DOI: 10.1016/j.biortech.2022.127020] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 03/11/2022] [Accepted: 03/13/2022] [Indexed: 06/14/2023]
Abstract
The expanding use of fossil fuels has caused concern in terms of both energy security and environmental issues. Therefore, attempts have been made worldwide to promote the development of renewable energy sources, among which biofuel is especially attractive. Compared to other biofuels, lipid-derived biofuels have a higher energy density and better compatibility with existing infrastructure, and their performance can be readily improved by adjusting the chemical composition of lipid feedstocks. This review thus addresses the intrinsic interactions between lipid feedstocks and lipid-based biofuels, including biodiesel, and renewable equivalents to conventional gasoline, diesel, and jet fuel. Advancements in lipid-associated biofuel technology, as well as the properties and applicability of various lipid sources in terms of biofuel production, are also discussed. Furthermore, current progress in lipid production and profile optimization in the context of plant lipids, microbial lipids, and animal fats are presented to provide a wider context of lipid-based biofuel technology.
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Affiliation(s)
- Juli Wang
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada
| | - Stacy D Singer
- Agriculture and Agri-Food Canada, Lethbridge Research and Development Centre, Lethbridge, Alberta T1J 4B1, Canada
| | - Bernardo A Souto
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada
| | - Justice Asomaning
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada
| | - Aman Ullah
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada
| | - David C Bressler
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada
| | - Guanqun Chen
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta T6G 2P5, Canada.
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Parveen H, Yazdani SS. Insights into cyanobacterial alkane biosynthesis. J Ind Microbiol Biotechnol 2022; 49:kuab075. [PMID: 34718648 PMCID: PMC9118987 DOI: 10.1093/jimb/kuab075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 09/09/2021] [Indexed: 11/12/2022]
Abstract
Alkanes are high-energy molecules that are compatible with enduring liquid fuel infrastructures, which make them highly suitable for being next-generation biofuels. Though biological production of alkanes has been reported in various microorganisms, the reports citing photosynthetic cyanobacteria as natural producers have been the most consistent for the long-chain alkanes and alkenes (C15-C19). However, the production of alkane in cyanobacteria is low, leading to its extraction being uneconomical for commercial purposes. In order to make alkane production economically feasible from cyanobacteria, the titre and yield need to be increased by several orders of magnitude. In the recent past, efforts have been made to enhance alkane production, although with a little gain in yield, leaving space for much improvement. Genetic manipulation in cyanobacteria is considered challenging, but recent advancements in genetic engineering tools may assist in manipulating the genome in order to enhance alkane production. Further, advancement in a basic understanding of metabolic pathways and gene functioning will guide future research for harvesting the potential of these tiny photosynthetically efficient factories. In this review, our focus would be to highlight the current knowledge available on cyanobacterial alkane production, and the potential aspects of developing cyanobacterium as an economical source of biofuel. Further insights into different metabolic pathways and hosts explored so far, and possible challenges in scaling up the production of alkanes will also be discussed.
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Affiliation(s)
- Humaira Parveen
- Microbial Engineering Group, International Centre for Genetic Engineering and Biotechnology, New Delhi 110067 India
| | - Syed Shams Yazdani
- Microbial Engineering Group, International Centre for Genetic Engineering and Biotechnology, New Delhi 110067 India
- DBT-ICGEB Centre for Advanced Bioenergy Research, International Centre for Genetic Engineering and Biotechnology, New Delhi 110067, India
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8
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Milaković L, Liu Y, Baráth E, Lercher JA. Dehydration of fatty alcohols on zirconia supported tungstate catalysts. Catal Sci Technol 2022. [DOI: 10.1039/d2cy00785a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Zirconia supported tungstates catalyze octadecanol dehydration, an important step in the carbon preserving conversion of triglycerides to fuels.
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Affiliation(s)
- Lara Milaković
- Technische Universität München, Department of Chemistry and Catalysis Research Center, Lichtenbergstraβe 4, 85748 Garching, Germany
| | - Yue Liu
- Technische Universität München, Department of Chemistry and Catalysis Research Center, Lichtenbergstraβe 4, 85748 Garching, Germany
| | - Eszter Baráth
- Technische Universität München, Department of Chemistry and Catalysis Research Center, Lichtenbergstraβe 4, 85748 Garching, Germany
| | - Johannes A. Lercher
- Technische Universität München, Department of Chemistry and Catalysis Research Center, Lichtenbergstraβe 4, 85748 Garching, Germany
- Institute for Integrated Catalysis, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA 99352, USA
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Aselmeyer C, Légeret B, Bénarouche A, Sorigué D, Parsiegla G, Beisson F, Carrière F. Fatty Acid Photodecarboxylase Is an Interfacial Enzyme That Binds to Lipid-Water Interfaces to Access Its Insoluble Substrate. Biochemistry 2021; 60:3200-3212. [PMID: 34633183 DOI: 10.1021/acs.biochem.1c00317] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Fatty acid photodecarboxylase (FAP), one of the few natural photoenzymes characterized so far, is a promising biocatalyst for lipid-to-hydrocarbon conversion using light. However, the optimum supramolecular organization under which the fatty acid (FA) substrate should be presented to FAP has not been addressed. Using palmitic acid embedded in phospholipid liposomes, phospholipid-stabilized microemulsions, and mixed micelles, we show that FAP displays a preference for FAs present in liposomes and at the surface of microemulsions. The kinetics of adsorption onto phospholipid and galactolipid monomolecular films further suggests the ability of FAP to bind to and penetrate into membranes, with a higher affinity in the presence of FAs. The FAP structure reveals a potential interfacial recognition site with clusters of hydrophobic and basic residues surrounding the active site entrance. The resulting dipolar moment suggests the orientation of FAP at negatively charged interfaces. These findings provide important clues about the mode of action of FAP and the development of FAP-based bioconversion processes.
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Affiliation(s)
- Cyril Aselmeyer
- Aix Marseille Université, CNRS, UMR 7281 Bioénergétique et Ingénierie des Protéines, 13009 Marseille, France.,CEA, CNRS, Aix Marseille Université, Biosciences and Biotechnologies Institute of Aix-Marseille (BIAM), UMR 7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Bertrand Légeret
- CEA, CNRS, Aix Marseille Université, Biosciences and Biotechnologies Institute of Aix-Marseille (BIAM), UMR 7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Anaïs Bénarouche
- Aix Marseille Université, CNRS, UMR 7281 Bioénergétique et Ingénierie des Protéines, 13009 Marseille, France
| | - Damien Sorigué
- CEA, CNRS, Aix Marseille Université, Biosciences and Biotechnologies Institute of Aix-Marseille (BIAM), UMR 7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Goetz Parsiegla
- Aix Marseille Université, CNRS, UMR 7281 Bioénergétique et Ingénierie des Protéines, 13009 Marseille, France
| | - Fred Beisson
- CEA, CNRS, Aix Marseille Université, Biosciences and Biotechnologies Institute of Aix-Marseille (BIAM), UMR 7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Frédéric Carrière
- Aix Marseille Université, CNRS, UMR 7281 Bioénergétique et Ingénierie des Protéines, 13009 Marseille, France
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Abstract
An accelerating global energy demand, paired with the harmful environmental effects of fossil fuels, has triggered the search for alternative, renewable energy sources. Biofuels are arguably a potential renewable energy source in the transportation industry as they can be used within current infrastructures and require less technological advances than other renewable alternatives, such as electric vehicles and nuclear power. The literature suggests biofuels can negatively impact food security and production; however, this is dependent on the type of feedstock used in biofuel production. Advanced biofuels, derived from inedible biomass, are heavily favoured but require further research and development to reach their full commercial potential. Replacing fossil fuels by biofuels can substantially reduce particulate matter (PM), carbon monoxide (CO) emissions, but simultaneously increase emissions of nitrogen oxides (NOx), acetaldehyde (CH3CHO) and peroxyacetyl nitrate (PAN), resulting in debates concerning the way biofuels should be implemented. The potential biofuel blends (FT-SPK, HEFA-SPK, ATJ-SPK and HFS-SIP) and their use as an alternative to kerosene-type fuels in the aviation industry have also been assessed. Although these fuels are currently more costly than conventional aviation fuels, possible reduction in production costs has been reported as a potential solution. A preliminary study shows that i-butanol emissions (1.8 Tg/year) as a biofuel can increase ozone levels by up to 6% in the upper troposphere, highlighting a potential climate impact. However, a larger number of studies will be needed to assess the practicalities and associated cost of using the biofuel in existing vehicles, particularly in terms of identifying any modifications to existing engine infrastructure, the impact of biofuel emissions, and their chemistry on the climate and human health, to fully determine their suitability as a potential renewable energy source.
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11
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Recent Progress and Trends in the Development of Microbial Biofuels from Solid Waste—A Review. ENERGIES 2021. [DOI: 10.3390/en14196011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
This review covers the recent progress in the design and application of microbial biofuels, assessing the advancement of genetic engineering undertakings and their marketability, and lignocellulosic biomass pretreatment issues. Municipal solid waste (MSW) is a promising sustainable biofuel feedstock due to its high content of lignocellulosic fiber. In this review, we compared the production of fatty alcohols, alkanes, and n-butanol from residual biogenic waste and the environmental/economic parameters to that of conventional biofuels. New synthetic biology tools can be used to engineer fermentation pathways within micro-organisms to produce long-chain alcohols, isoprenoids, long-chain fatty acids, and esters, along with alkanes, as substitutes to petroleum-derived fuels. Biotechnological advances have struggled to address problems with bioethanol, such as lower energy density compared to gasoline and high corrosive and hygroscopic qualities that restrict its application in present infrastructure. Biofuels derived from the organic fraction of municipal solid waste (OFMSW) may have less environmental impacts compared to traditional fuel production, with the added benefit of lower production costs. Unfortunately, current advanced biofuel production suffers low production rates, which hinders commercial scaling-up efforts. Microbial-produced biofuels can address low productivity while increasing the spectrum of produced bioenergy molecules.
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Moulin SLY, Beyly-Adriano A, Cuiné S, Blangy S, Légeret B, Floriani M, Burlacot A, Sorigué D, Samire PP, Li-Beisson Y, Peltier G, Beisson F. Fatty acid photodecarboxylase is an ancient photoenzyme that forms hydrocarbons in the thylakoids of algae. PLANT PHYSIOLOGY 2021; 186:1455-1472. [PMID: 33856460 PMCID: PMC8260138 DOI: 10.1093/plphys/kiab168] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 03/07/2021] [Indexed: 05/11/2023]
Abstract
Fatty acid photodecarboxylase (FAP) is one of the few enzymes that require light for their catalytic cycle (photoenzymes). FAP was first identified in the microalga Chlorella variabilis NC64A, and belongs to an algae-specific subgroup of the glucose-methanol-choline oxidoreductase family. While the FAP from C. variabilis and its Chlamydomonas reinhardtii homolog CrFAP have demonstrated in vitro activities, their activities and physiological functions have not been studied in vivo. Furthermore, the conservation of FAP activity beyond green microalgae remains hypothetical. Here, using a C. reinhardtii FAP knockout line (fap), we showed that CrFAP is responsible for the formation of 7-heptadecene, the only hydrocarbon of this alga. We further showed that CrFAP was predominantly membrane-associated and that >90% of 7-heptadecene was recovered in the thylakoid fraction. In the fap mutant, photosynthetic activity was not affected under standard growth conditions, but was reduced after cold acclimation when light intensity varied. A phylogenetic analysis that included sequences from Tara Ocean identified almost 200 putative FAPs and indicated that FAP was acquired early after primary endosymbiosis. Within Bikonta, FAP was retained in secondary photosynthetic endosymbiosis lineages but absent from those that lost the plastid. Characterization of recombinant FAPs from various algal genera (Nannochloropsis, Ectocarpus, Galdieria, Chondrus) provided experimental evidence that FAP photochemical activity was present in red and brown algae, and was not limited to unicellular species. These results thus indicate that FAP was conserved during the evolution of most algal lineages where photosynthesis was retained, and suggest that its function is linked to photosynthetic membranes.
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Affiliation(s)
- Solène L Y Moulin
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
- Present address: Stanford University, 279 Campus Dr, Stanford, CA 94305
| | - Audrey Beyly-Adriano
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Stéphan Cuiné
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Stéphanie Blangy
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Bertrand Légeret
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Magali Floriani
- Institut de Radioprotection et de Sûreté Nucléaire (IRSN), PRP-ENV/SRTE/LECO, Cadarache, 13108 Saint-Paul-Lez-Durance, France
| | - Adrien Burlacot
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
- Present address: Howard Hughes Medical Institute, Department of Plant and Microbial Biology, 111 Koshland Hall, University of California, Berkeley, CA 94720-3102, USA
| | - Damien Sorigué
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Poutoum-Palakiyem Samire
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Yonghua Li-Beisson
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Gilles Peltier
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
| | - Fred Beisson
- CEA, CNRS, Aix-Marseille University, Institute of Biosciences and Biotechnologies of Aix-Marseille (BIAM), UMR7265, CEA Cadarache, 13108 Saint-Paul-lez-Durance, France
- Author for communication:
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Giachino A, Focarelli F, Marles-Wright J, Waldron KJ. Synthetic biology approaches to copper remediation: bioleaching, accumulation and recycling. FEMS Microbiol Ecol 2021; 97:6021318. [PMID: 33501489 DOI: 10.1093/femsec/fiaa249] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 12/02/2020] [Indexed: 12/20/2022] Open
Abstract
One of the current aims of synthetic biology is the development of novel microorganisms that can mine economically important elements from the environment or remediate toxic waste compounds. Copper, in particular, is a high-priority target for bioremediation owing to its extensive use in the food, metal and electronic industries and its resulting common presence as an environmental pollutant. Even though microbe-aided copper biomining is a mature technology, its application to waste treatment and remediation of contaminated sites still requires further research and development. Crucially, any engineered copper-remediating chassis must survive in copper-rich environments and adapt to copper toxicity; they also require bespoke adaptations to specifically extract copper and safely accumulate it as a human-recoverable deposit to enable biorecycling. Here, we review current strategies in copper bioremediation, biomining and biorecycling, as well as strategies that extant bacteria use to enhance copper tolerance, accumulation and mineralization in the native environment. By describing the existing toolbox of copper homeostasis proteins from naturally occurring bacteria, we show how these modular systems can be exploited through synthetic biology to enhance the properties of engineered microbes for biotechnological copper recovery applications.
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Affiliation(s)
- Andrea Giachino
- Faculty of Medical Sciences, Biosciences Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, United Kingdom
| | - Francesca Focarelli
- Faculty of Medical Sciences, Biosciences Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, United Kingdom
| | - Jon Marles-Wright
- School of Natural and Environmental Sciences, Newcastle University, Newcastle upon Tyne, NE1 7RU, United Kingdom
| | - Kevin J Waldron
- Faculty of Medical Sciences, Biosciences Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, United Kingdom
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Synthesis of high-titer alka(e)nes in Yarrowia lipolytica is enabled by a discovered mechanism. Nat Commun 2020; 11:6198. [PMID: 33273473 PMCID: PMC7713262 DOI: 10.1038/s41467-020-19995-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Accepted: 11/08/2020] [Indexed: 12/12/2022] Open
Abstract
Alka(e)nes are ideal fuel components for aviation, long-distance transport, and shipping. They are typically derived from fossil fuels and accounting for 24% of difficult-to-eliminate greenhouse gas emissions. The synthesis of alka(e)nes in Yarrowia lipolytica from CO2-neutral feedstocks represents an attractive alternative. Here we report that the high-titer synthesis of alka(e)nes in Yarrowia lipolytica harboring a fatty acid photodecarboxylase (CvFAP) is enabled by a discovered pathway. We find that acyl-CoAs, rather than free fatty acids (FFAs), are the preferred substrate for CvFAP. This finding allows us to debottleneck the pathway and optimize fermentation conditions so that we are able to redirect 89% of acyl-CoAs from the synthesis of neutral lipids to alka(e)nes and reach titers of 1.47 g/L from glucose. Two other CO2-derived substrates, wheat straw and acetate, are also demonstrated to be effective in producing alka(e)nes. Overall, our technology could advance net-zero emissions by providing CO2-neutral and energy-dense liquid biofuels. Alka(e)nes with chain lengths in C5-C23 range are ideal fuel components. Here, the authors report that high-titer production of alak(e)nes in pathway engineered Yarrowia lipolytica, which is enabled by the finding that acyl-CoA is another substrate of fatty acid photodecarboxylase (FAP).
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15
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Walls LE, Rios-Solis L. Sustainable Production of Microbial Isoprenoid Derived Advanced Biojet Fuels Using Different Generation Feedstocks: A Review. Front Bioeng Biotechnol 2020; 8:599560. [PMID: 33195174 PMCID: PMC7661957 DOI: 10.3389/fbioe.2020.599560] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Accepted: 10/09/2020] [Indexed: 01/17/2023] Open
Abstract
As the fastest mode of transport, the aircraft is a major driver for globalization and economic growth. The development of alternative advanced liquid fuels is critical to sustainable development within the sector. Such fuels should be compatible with existing infrastructure and derived from second generation feedstocks to avoid competition with food markets. With properties similar to petroleum based fuels, isoprenoid derived compounds such as limonene, bisabolane, farnesane, and pinene dimers are of increasing interest as "drop-in" replacement jet fuels. In this review potential isoprenoid derived jet fuels and progress toward their microbial production was discussed in detail. Although substantial advancements have been achieved, the use of first generation feedstocks remains ubiquitous. Lignocellulosic biomass is the most abundant raw material available for biofuel production, however, technological constraints associated with its pretreatment and saccharification hinder its economic feasibility for low-value commodity production. Non-conventional microbes with novel characteristics including cellulolytic bacteria and fungi capable of highly efficient lignocellulose degradation and xylose fermenting oleaginous yeast with enhanced lignin-associated inhibitor tolerance were investigated as alternatives to traditional model hosts. Finally, innovative bioprocessing methods including consolidated bioprocessing and sequential bioreactor approaches, with potential to capitalize on such unique natural capabilities were considered.
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Affiliation(s)
- Laura Ellen Walls
- Institute for Bioengineering, School of Engineering, The University of Edinburgh, Edinburgh, United Kingdom
- Centre for Synthetic and Systems Biology (SynthSys), The University of Edinburgh, Edinburgh, United Kingdom
| | - Leonardo Rios-Solis
- Institute for Bioengineering, School of Engineering, The University of Edinburgh, Edinburgh, United Kingdom
- Centre for Synthetic and Systems Biology (SynthSys), The University of Edinburgh, Edinburgh, United Kingdom
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16
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Passarini MRZ, E Silva TR, Bernal SPF, Cecchet NL, Sartoratto A, Boroski M, Duarte AWF, Ottoni JR, Rosa LH, de Oliveira VM. Undecane production by cold-adapted bacteria from Antarctica. Extremophiles 2020; 24:863-873. [PMID: 32944821 DOI: 10.1007/s00792-020-01200-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 09/03/2020] [Indexed: 11/27/2022]
Abstract
In the last decades, efforts to reduce the use of fossil fuels have increased the search for alternative sustainable sources of renewable energy. In this scenario, hydrocarbons derived from fatty acids are among the compounds that have been drawing attention. The intracellular production of hydrocarbons by bacteria derived from cold environments such as the Antarctic continent is currently poorly investigated, as extremophilic microorganisms provide a great range of metabolic capabilities and may represent a key tool in the production of biofuels. The aim of this study was to explore the ability of bacterial cells derived from extreme environments to produce hydrocarbons with potential for further use as biofuels. Seven bacteria isolated from Antarctic samples were evaluated for hydrocarbon production using GC-MS approaches. Two isolates, identified as Arthrobacter livingstonensis 593 and Pseudoalteromonas arctica 628, were able to produce the hydrocarbon undecane (CH3-(CH2)9-CH3) in concentrations of 1.39 mg L-1 and 1.81 mg L-1, respectively. Results from the present work encourage further research focusing on the optimization of hydrocarbon production by the isolates identified as producers, which may be used in further aircraft biofuel production. This is the first report on the production of the undecane compound by bacteria isolated from waterlogged soil and sponge from Antarctica.
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Affiliation(s)
- Michel Rodrigo Zambrano Passarini
- UNILA-Universidade Federal da Integração Latino-Americana. Laboratório de Biotecnologia Ambiental, Av. Tarquínio Joslin dos Santos, 1000-Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil.
| | - Tiago Rodrigues E Silva
- CPQBA/UNICAMP-Divisão de Recursos Microbianos, Rua Alexandre Caselatto 999, Vila Betel, CP 6171, Campinas, SP, 13083-970, Brazil
| | - Suzan Prado Fernandes Bernal
- UNILA-Universidade Federal da Integração Latino-Americana. Laboratório de Biotecnologia Ambiental, Av. Tarquínio Joslin dos Santos, 1000-Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil
| | - Nathália Luana Cecchet
- UNILA-Universidade Federal da Integração Latino-Americana. Laboratório de Biotecnologia Ambiental, Av. Tarquínio Joslin dos Santos, 1000-Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil
| | - Adilson Sartoratto
- CPQBA/UNICAMP-Divisão de Química Orgânica e Farmacêutica, Rua Alexandre Caselatto 999, Vila Betel, CP 6171, Campinas, SP, 13083-970, Brazil
| | - Marcela Boroski
- UNILA-Universidade Federal da Integração Latino-Americana. Laboratório de Química, Av. Tancredo Neves 6731- Conjunto B, Foz do Iguaçu, PR, 85867-970, Brazil
| | - Alysson Wagner Fernandes Duarte
- UFAL-Universidade Federal de Alagoas, Av. Manoel Severino Barbosa-Rodovia AL-115, Bom Sucesso, Arapiraca, AL, 57309-005, Brazil
| | - Júlia Ronzella Ottoni
- UDC-Centro Universitário Dinâmica das Cataratas, Rua Castelo Branco, 349, Centro, Foz do Iguaçu, PR, Brazil
| | - Luiz Henrique Rosa
- UFMG-Departamento de Microbiologia, Universidade Federal de Minas Gerais, Instituto de Ciências Biológicas, Av. Antônio Carlos, 6627, Pampulha, Belo Horizonte, MG, 31270-901, Brazil
| | - Valéria Maia de Oliveira
- CPQBA/UNICAMP-Divisão de Recursos Microbianos, Rua Alexandre Caselatto 999, Vila Betel, CP 6171, Campinas, SP, 13083-970, Brazil
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17
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Arias DB, Gomez Pinto KA, Cooper KK, Summers ML. Transcriptomic analysis of cyanobacterial alkane overproduction reveals stress-related genes and inhibitors of lipid droplet formation. Microb Genom 2020; 6. [PMID: 32941127 PMCID: PMC7660261 DOI: 10.1099/mgen.0.000432] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
The cyanobacterium Nostoc punctiforme can form lipid droplets (LDs), internal inclusions containing triacylglycerols, carotenoids and alkanes. LDs are enriched for a 17 carbon-long alkane in N. punctiforme, and it has been shown that the overexpression of the aar and ado genes results in increased LD and alkane production. To identify transcriptional adaptations associated with increased alkane production, we performed comparative transcriptomic analysis of an alkane overproduction strain. RNA-seq data identified a large number of highly upregulated genes in the overproduction strain, including genes potentially involved in rRNA processing, mycosporine-glycine production and synthesis of non-ribosomal peptides, including nostopeptolide A. Other genes encoding helical carotenoid proteins, stress-induced proteins and those for microviridin synthesis were also upregulated. Construction of N. punctiforme strains with several upregulated genes or operons on multi-copy plasmids resulted in reduced alkane accumulation, indicating possible negative regulators of alkane production. A strain containing four genes for microviridin biosynthesis completely lost the ability to synthesize LDs. This strain exhibited wild-type growth and lag phase recovery under standard conditions, and slightly faster growth under high light. The transcriptional changes associated with increased alkane production identified in this work will provide the basis for future experiments designed to use cyanobacteria as a production platform for biofuel or high-value hydrophobic products.
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Affiliation(s)
- Daisy B. Arias
- California State University Northridge, 18111 Nordhoff St, Northridge, CA 91330, USA
| | - Kevin A. Gomez Pinto
- California State University Northridge, 18111 Nordhoff St, Northridge, CA 91330, USA
| | - Kerry K. Cooper
- University of Arizona, 1117 E. Lowell St, Tucson, AZ 85721, USA
| | - Michael L. Summers
- California State University Northridge, 18111 Nordhoff St, Northridge, CA 91330, USA
- *Correspondence: Michael L. Summers,
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Niche Partitioning between Coastal and Offshore Shelf Waters Results in Differential Expression of Alkane and Polycyclic Aromatic Hydrocarbon Catabolic Pathways. mSystems 2020; 5:5/4/e00668-20. [PMID: 32843540 PMCID: PMC7449609 DOI: 10.1128/msystems.00668-20] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
In the wake of the Deepwater Horizon oil spill, the taxonomic response of marine microbial communities to oil and dispersants has been extensively studied. However, relatively few studies on the functional response of these microbial communities have been reported, especially in a longitudinal fashion. Moreover, despite the fact that marine oil spills typically impact thousands of square kilometers of both coastal and offshore marine environments, little information is available on how the microbial response to oil and dispersants might differ between these biomes. The results of this study help fill this critical knowledge gap and provide valuable insight into how oil spill response efforts, such as chemically dispersing oil, may have differing effects in neighboring coastal and offshore marine environments. Marine oil spills can impact both coastal and offshore marine environments, but little information is available on how the microbial response to oil and dispersants might differ between these biomes. Here, we describe the compositional and functional response of microbial communities to different concentrations of oil and chemically dispersed oil in coastal and offshore surface waters from the Texas-Louisiana continental shelf. Using a combination of analytical chemistry and 16S rRNA amplicon and metatranscriptomic sequencing, we provide a broad, comparative overview of the ecological response of hydrocarbon-degrading bacteria and their expression of hydrocarbon-degrading genes in marine surface waters over time between two oceanic biomes. We found evidence for the existence of different ecotypes of several commonly described hydrocarbon-degrading bacterial taxa which behaved differentially in coastal and offshore shelf waters despite being exposed to similar concentrations of oil, dispersants, and nutrients. This resulted in the differential expression of catabolic pathways for n-alkanes and polycyclic aromatic hydrocarbons (PAHs)—the two major categories of compounds found in crude oil—with preferential expression of n-alkane degradation genes in coastal waters while offshore microbial communities trended more toward the expression of PAH degradation genes. This was unexpected as it contrasts with the generally held view that n-alkanes, being more labile, are attacked before the more refractory PAHs. Collectively, our results provide new insights into the existence and potential consequences of niche partitioning of hydrocarbon-degrading taxa between neighboring marine environments. IMPORTANCE In the wake of the Deepwater Horizon oil spill, the taxonomic response of marine microbial communities to oil and dispersants has been extensively studied. However, relatively few studies on the functional response of these microbial communities have been reported, especially in a longitudinal fashion. Moreover, despite the fact that marine oil spills typically impact thousands of square kilometers of both coastal and offshore marine environments, little information is available on how the microbial response to oil and dispersants might differ between these biomes. The results of this study help fill this critical knowledge gap and provide valuable insight into how oil spill response efforts, such as chemically dispersing oil, may have differing effects in neighboring coastal and offshore marine environments.
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Zhu D, Adebisi WA, Ahmad F, Sethupathy S, Danso B, Sun J. Recent Development of Extremophilic Bacteria and Their Application in Biorefinery. Front Bioeng Biotechnol 2020; 8:483. [PMID: 32596215 PMCID: PMC7303364 DOI: 10.3389/fbioe.2020.00483] [Citation(s) in RCA: 70] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Accepted: 04/27/2020] [Indexed: 12/22/2022] Open
Abstract
The biorefining technology for biofuels and chemicals from lignocellulosic biomass has made great progress in the world. However, mobilization of laboratory research toward industrial setup needs to meet a series of criteria, including the selection of appropriate pretreatment technology, breakthrough in enzyme screening, pathway optimization, and production technology, etc. Extremophiles play an important role in biorefinery by providing novel metabolic pathways and catalytically stable/robust enzymes that are able to act as biocatalysts under harsh industrial conditions on their own. This review summarizes the potential application of thermophilic, psychrophilic alkaliphilic, acidophilic, and halophilic bacteria and extremozymes in the pretreatment, saccharification, fermentation, and lignin valorization process. Besides, the latest studies on the engineering bacteria of extremophiles using metabolic engineering and synthetic biology technologies for high-efficiency biofuel production are also introduced. Furthermore, this review explores the comprehensive application potential of extremophiles and extremozymes in biorefinery, which is partly due to their specificity and efficiency, and points out the necessity of accelerating the commercialization of extremozymes.
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Affiliation(s)
- Daochen Zhu
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
- State Key Laboratory of Applied Microbiology Southern China, Guangdong Provincial Key Laboratory of Microbial Culture Collection and Application, Guangdong Open Laboratory of Applied Microbiology, Guangdong Institute of Microbiology, Guangzhou, China
| | - Wasiu Adewale Adebisi
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
| | - Fiaz Ahmad
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
| | - Sivasamy Sethupathy
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
| | - Blessing Danso
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
| | - Jianzhong Sun
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, China
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20
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Dornau A, Robson JF, Thomas GH, McQueen-Mason SJ. Robust microorganisms for biofuel and chemical production from municipal solid waste. Microb Cell Fact 2020; 19:68. [PMID: 32178677 PMCID: PMC7077162 DOI: 10.1186/s12934-020-01325-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2020] [Accepted: 03/06/2020] [Indexed: 01/30/2023] Open
Abstract
Background Worldwide 3.4 billion tonnes of municipal solid waste (MSW) will be produced annually by 2050, however, current approaches to MSW management predominantly involve unsustainable practices like landfilling and incineration. The organic fraction of MSW (OMSW) typically comprises ~ 50% lignocellulose-rich material but is underexplored as a biomanufacturing feedstock due to its highly inconsistent and heterogeneous composition. This study sought to overcome the limitations associated with studying MSW-derived feedstocks by using OMSW produced from a realistic and reproducible MSW mixture on a commercial autoclave system. The resulting OMSW fibre was enzymatically hydrolysed and used to screen diverse microorganisms of biotechnological interest to identify robust species capable of fermenting this complex feedstock. Results The autoclave pre-treated OMSW fibre contained a polysaccharide fraction comprising 38% cellulose and 4% hemicellulose. Enzymatic hydrolysate of OMSW fibre was high in d-glucose (5.5% w/v) and d-xylose (1.8%w/v) but deficient in nitrogen and phosphate. Although relatively low levels of levulinic acid (30 mM) and vanillin (2 mM) were detected and furfural and 5-hydroxymethylfurfural were absent, the hydrolysate contained an abundance of potentially toxic metals (0.6% w/v). Hydrolysate supplemented with 1% yeast extract to alleviate nutrient limitation was used in a substrate-oriented shake-flask screen with eight biotechnologically useful microorganisms (Clostridium saccharoperbutylacetonicum, Escherichia coli, Geobacillus thermoglucosidasius, Pseudomonas putida, Rhodococcus opacus, Saccharomyces cerevisiae, Schizosaccharomyces pombe and Zymomonas mobilis). Each species’ growth and productivity were characterised and three species were identified that robustly and efficiently fermented OMSW fibre hydrolysate without significant substrate inhibition: Z. mobilis, S. cerevisiae and R. opacus, respectively produced product to 69%, 70% and 72% of the maximum theoretical fermentation yield and could theoretically produce 136 kg and 139 kg of ethanol and 91 kg of triacylglycerol (TAG) per tonne of OMSW. Conclusions Developing an integrated biorefinery around MSW has the potential to significantly alleviate the environmental burden of current waste management practices. Substrate-oriented screening of a representative and reproducible OMSW-derived fibre identified microorganisms intrinsically suited to growth on OMSW hydrolysates. These species are promising candidates for developing an MSW biorefining platform and provide a foundation for future studies aiming to valorise this underexplored feedstock.
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Affiliation(s)
- Aritha Dornau
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, Heslington, YO10 5DD, York, UK
| | - James F Robson
- Department of Biology, University of York, Heslington, YO10 5DD, York, UK
| | - Gavin H Thomas
- Department of Biology, University of York, Heslington, YO10 5DD, York, UK
| | - Simon J McQueen-Mason
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, Heslington, YO10 5DD, York, UK.
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21
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Wichmann J, Lauersen KJ, Kruse O. Green algal hydrocarbon metabolism is an exceptional source of sustainable chemicals. Curr Opin Biotechnol 2020; 61:28-37. [DOI: 10.1016/j.copbio.2019.09.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Accepted: 09/25/2019] [Indexed: 10/25/2022]
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22
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Jaroensuk J, Intasian P, Wattanasuepsin W, Akeratchatapan N, Kesornpun C, Kittipanukul N, Chaiyen P. Enzymatic reactions and pathway engineering for the production of renewable hydrocarbons. J Biotechnol 2020; 309:1-19. [DOI: 10.1016/j.jbiotec.2019.12.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Revised: 12/14/2019] [Accepted: 12/15/2019] [Indexed: 01/23/2023]
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23
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Kruis AJ, Bohnenkamp AC, Patinios C, van Nuland YM, Levisson M, Mars AE, van den Berg C, Kengen SW, Weusthuis RA. Microbial production of short and medium chain esters: Enzymes, pathways, and applications. Biotechnol Adv 2019; 37:107407. [DOI: 10.1016/j.biotechadv.2019.06.006] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Revised: 05/24/2019] [Accepted: 06/09/2019] [Indexed: 12/12/2022]
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24
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Araújo PM, Maia AS, Cordeiro AMTM, Gondim AD, Santos NA. Catalytic Deoxygenation of the Oil and Biodiesel of Licuri ( Syagrus coronata) To Obtain n-Alkanes with Chains in the Range of Biojet Fuels. ACS OMEGA 2019; 4:15849-15855. [PMID: 31592170 PMCID: PMC6776966 DOI: 10.1021/acsomega.9b01737] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Accepted: 08/14/2019] [Indexed: 05/31/2023]
Abstract
Aviation industry has the challenge of halving CO2 emissions by 2050, as compared to 2005. An alternative are drop-in biofuels, which are sustainable and fully compatible with aircraft engines and also can be mixed with fossil jet fuel. Among the feedstock for biojet fuel production, licuri (Syagrus coronata) can be highlighted as most of its fatty acids are in the jet fuel range. Thereby, this work investigated the composition and physicochemical characterization of licuri oil and licuri biodiesel, both with satisfactory results according to international standards, with the purpose of obtaining hydrocarbons in the range of jet fuel from these feedstock, by catalytic deoxygenation. The semi-batch reaction, using a 5% Pd/C catalyst at 300 °C and 207 psi, produced n-alkanes with a conversion of up to 39.2%. The n-alkane selectivity was 80.7%, in addition to CO2 selectivity of 83.4% for biodiesel, indicating the preference for the decarboxylation pathway and also confirming licuri as a potential raw material for biojet fuel.
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Affiliation(s)
- Pedro
H. M. Araújo
- Programa
de Pós-Graduação em Química,
CCEN, Laboratório de Tecnologia de Biocombustíveis, IDEP, and Departamento de
Tecnologia de Alimentos, Universidade Federal
da Paraíba (UFPB), 58051900 João Pessoa, Brazil
| | - Ary S. Maia
- Programa
de Pós-Graduação em Química,
CCEN, Laboratório de Tecnologia de Biocombustíveis, IDEP, and Departamento de
Tecnologia de Alimentos, Universidade Federal
da Paraíba (UFPB), 58051900 João Pessoa, Brazil
| | - Angela M. T. M. Cordeiro
- Programa
de Pós-Graduação em Química,
CCEN, Laboratório de Tecnologia de Biocombustíveis, IDEP, and Departamento de
Tecnologia de Alimentos, Universidade Federal
da Paraíba (UFPB), 58051900 João Pessoa, Brazil
| | - Amanda D. Gondim
- Instituto
de Química, Universidade Federal
do Rio Grande do Norte (UFRN), 59072970 Natal, Brazil
| | - Nataly A. Santos
- Programa
de Pós-Graduação em Química,
CCEN, Laboratório de Tecnologia de Biocombustíveis, IDEP, and Departamento de
Tecnologia de Alimentos, Universidade Federal
da Paraíba (UFPB), 58051900 João Pessoa, Brazil
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25
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Knoot CJ, Pakrasi HB. Diverse hydrocarbon biosynthetic enzymes can substitute for olefin synthase in the cyanobacterium Synechococcus sp. PCC 7002. Sci Rep 2019; 9:1360. [PMID: 30718738 PMCID: PMC6361979 DOI: 10.1038/s41598-018-38124-y] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2018] [Accepted: 12/12/2018] [Indexed: 11/09/2022] Open
Abstract
Cyanobacteria are among only a few organisms that naturally synthesize long-chain alkane and alkene hydrocarbons. Cyanobacteria use one of two pathways to synthesize alka/enes, either acyl-ACP reductase (Aar) and aldehyde deformylating oxygenase (Ado) or olefin synthase (Ols). The genomes of cyanobacteria encode one of these pathways but never both, suggesting a mutual exclusivity. We studied hydrocarbon pathway compatibility using the model cyanobacterium Synechococcus sp. PCC 7002 (S7002) by co-expressing Ado/Aar and Ols and by entirely replacing Ols with three other types of hydrocarbon biosynthetic pathways. We find that Ado/Aar and Ols can co-exist and that slower growth occurs only when Ado/Aar are overexpressed at 38 °C. Furthermore, Ado/Aar and the non-cyanobacterial enzymes UndA and fatty acid photodecarboxylase are able to substitute for Ols in a knockout strain and conditionally rescue slow growth. Production of hydrocarbons by UndA in S7002 required a rational mutation to increase substrate range. Expression of the non-native enzymes in S7002 afforded unique hydrocarbon profiles and alka/enes not naturally produced by cyanobacteria. This suggests that the biosynthetic enzyme and the resulting types of hydrocarbons are not critical to supporting growth. Exchanging or mixing hydrocarbon pathways could enable production of novel types of CO2-derived hydrocarbons in cyanobacteria.
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Affiliation(s)
- Cory J Knoot
- Department of Biology, Washington University, St. Louis, Missouri, 63130, USA
| | - Himadri B Pakrasi
- Department of Biology, Washington University, St. Louis, Missouri, 63130, USA.
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26
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Pascal S, Bernard A, Deslous P, Gronnier J, Fournier-Goss A, Domergue F, Rowland O, Joubès J. Arabidopsis CER1-LIKE1 Functions in a Cuticular Very-Long-Chain Alkane-Forming Complex. PLANT PHYSIOLOGY 2019; 179:415-432. [PMID: 30514726 PMCID: PMC6426428 DOI: 10.1104/pp.18.01075] [Citation(s) in RCA: 72] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Accepted: 11/26/2018] [Indexed: 05/21/2023]
Abstract
Plant aerial organs are coated with cuticular waxes, a hydrophobic layer that primarily serves as a waterproofing barrier. Cuticular wax is a mixture of aliphatic very-long-chain molecules, ranging from 22 to 48 carbons, produced in the endoplasmic reticulum of epidermal cells. Among all wax components, alkanes represent up to 80% of total wax in Arabidopsis (Arabidopsis thaliana) leaves. Odd-numbered alkanes and their derivatives are produced through the alkane-forming pathway. Although the chemical reactions of this pathway have been well described, the enzymatic mechanisms catalyzing these reactions remain unclear. We previously showed that a complex made of Arabidopsis ECERIFERUM1 (CER1) and CER3 catalyzes the conversion of acyl-Coenzyme A's to alkanes with strict substrate specificity for compounds containing more than 29 carbons. To learn more about alkane biosynthesis in Arabidopsis, we characterized the biochemical specificity and physiological functions of a CER1 homolog, CER1-LIKE1. In a yeast strain engineered to produce very-long-chain fatty acids, CER1-LIKE1 interacted with CER3 and cytochrome B5 to form a functional complex leading to the production of alkanes that are of different chain lengths compared to that produced by CER1-containing complexes. Gene expression analysis showed that both CER1 and CER1-LIKE1 are differentially expressed in an organ- and tissue-specific manner. Moreover, the inactivation or overexpression of CER1-LIKE1 in Arabidopsis transgenic lines specifically impacted alkane biosynthesis and wax crystallization. Collectively, our study reports on the identification of a further plant alkane synthesis enzymatic component and supports a model in which several alkane-forming complexes with distinct chain-length specificities coexist in plants.
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Affiliation(s)
- Stéphanie Pascal
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
| | - Amélie Bernard
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
| | - Paul Deslous
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
| | - Julien Gronnier
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
| | - Ashley Fournier-Goss
- Department of Biology and Institute of Biochemistry, Carleton University, Ottawa, Ontario K1S 5B6, Canada
| | - Frédéric Domergue
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
| | - Owen Rowland
- Department of Biology and Institute of Biochemistry, Carleton University, Ottawa, Ontario K1S 5B6, Canada
| | - Jérôme Joubès
- Université de Bordeaux, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
- CNRS, Laboratoire de Biogenèse Membranaire, UMR5200, F-33000 Bordeaux, France
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27
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Zhang Y, Nielsen J, Liu Z. Metabolic engineering ofSaccharomyces cerevisiaefor production of fatty acid–derived hydrocarbons. Biotechnol Bioeng 2018; 115:2139-2147. [DOI: 10.1002/bit.26738] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 05/23/2018] [Accepted: 05/31/2018] [Indexed: 01/13/2023]
Affiliation(s)
- Yiming Zhang
- Beijing Innovation Center for Soft Matter Science and EngineeringBeijing University of Chemical Technology Beijing China
| | - Jens Nielsen
- Beijing Innovation Center for Soft Matter Science and EngineeringBeijing University of Chemical Technology Beijing China
- Department of Biology and Biological EngineeringChalmers University of TechnologyGothenburg Sweden
- Novo Nordisk Foundation Center for BiosustainabilityTechnical University of Denmark Hørsholm Denmark
| | - Zihe Liu
- Beijing Innovation Center for Soft Matter Science and EngineeringBeijing University of Chemical Technology Beijing China
- College of Life Science and Technology, Beijing University of Chemical TechnologyBeijing China
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28
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Feng Y, Wang Y, Liu J, Liu Y, Cao X, Xue S. Structural Insight into Acyl-ACP Thioesterase toward Substrate Specificity Design. ACS Chem Biol 2017; 12:2830-2836. [PMID: 28991437 DOI: 10.1021/acschembio.7b00641] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Acyl-ACP thioesterase (TE) catalyzes the hydrolysis of thioester bonds during type II fatty acid synthesis and directly determines fatty acid chain length. Most TEs are responsible for recognition of 16:0 and 18:1 substrates, while specific TEs interrupt acyl-ACP elongation at C8-C14. However, the acyl selection mechanism of TE has not been thoroughly elucidated to date. In this study, the crystal structure of the C12-specific thioesterase FatB from Umbellularia californica, which consists of two independent hotdog domains, was determined. An uncanonical Asp-His-Glu catalytic network was identified on the C-terminal hotdog domain, whereas the substrate binding pocket was determined to be on the N-terminal hotdog domain. Moreover, we elucidated UcFatB's substrate selection mechanism, which is accommodated by several unconservative amino acids on the β5, β2, and β4 sheets and enclosed by T137 on the α1 helix. On this basis, the C12-specific TE was rationally redesigned toward C14 selectivity by tuning the substrate binding pocket capacity. The T137G mutant demonstrated comparative relative activity on C14 substrates compared to C12 substrates in vitro. Furthermore, the reconstructed UcFatB_T137G achieved C14 fatty acid content up to 40% in contrast to 10% C14 from the wild type in engineered E. coli cells. The unraveled substrate selection mechanism of TE provides a new strategy for tailoring fatty acid synthesis.
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Affiliation(s)
- Yanbin Feng
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Yayue Wang
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jiao Liu
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yinghui Liu
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Xupeng Cao
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
| | - Song Xue
- Marine
Bioengineering Group, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
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Knoot CJ, Ungerer J, Wangikar PP, Pakrasi HB. Cyanobacteria: Promising biocatalysts for sustainable chemical production. J Biol Chem 2017; 293:5044-5052. [PMID: 28972147 DOI: 10.1074/jbc.r117.815886] [Citation(s) in RCA: 143] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Cyanobacteria are photosynthetic prokaryotes showing great promise as biocatalysts for the direct conversion of CO2 into fuels, chemicals, and other value-added products. Introduction of just a few heterologous genes can endow cyanobacteria with the ability to transform specific central metabolites into many end products. Recent engineering efforts have centered around harnessing the potential of these microbial biofactories for sustainable production of chemicals conventionally produced from fossil fuels. Here, we present an overview of the unique chemistry that cyanobacteria have been co-opted to perform. We highlight key lessons learned from these engineering efforts and discuss advantages and disadvantages of various approaches.
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Affiliation(s)
- Cory J Knoot
- From the Department of Biology, Washington University, St. Louis, Missouri 63130 and
| | - Justin Ungerer
- From the Department of Biology, Washington University, St. Louis, Missouri 63130 and
| | - Pramod P Wangikar
- the Department of Chemical Engineering, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Himadri B Pakrasi
- From the Department of Biology, Washington University, St. Louis, Missouri 63130 and
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30
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Jiménez-Díaz L, Caballero A, Pérez-Hernández N, Segura A. Microbial alkane production for jet fuel industry: motivation, state of the art and perspectives. Microb Biotechnol 2016; 10:103-124. [PMID: 27723249 PMCID: PMC5270751 DOI: 10.1111/1751-7915.12423] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2016] [Revised: 09/09/2016] [Accepted: 09/15/2016] [Indexed: 11/27/2022] Open
Abstract
Bio‐jet fuel has attracted a lot of interest in recent years and has become a focus for aircraft and engine manufacturers, oil companies, governments and researchers. Given the global concern about environmental issues and the instability of oil market, bio‐jet fuel has been identified as a promising way to reduce the greenhouse gas emissions from the aviation industry, while also promoting energy security. Although a number of bio‐jet fuel sources have been approved for manufacture, their commercialization and entry into the market is still a far way away. In this review, we provide an overview of the drivers for intensified research into bio‐jet fuel technologies, the type of chemical compounds found in bio‐jet fuel preparations and the current state of related pre‐commercial technologies. The biosynthesis of hydrocarbons is one of the most promising approaches for bio‐jet fuel production, and thus we provide a detailed analysis of recent advances in the microbial biosynthesis of hydrocarbons (with a focus on alkanes). Finally, we explore the latest developments and their implications for the future of research into bio‐jet fuel technologies.
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Affiliation(s)
- Lorena Jiménez-Díaz
- Abengoa Research, Campus Palmas Altas, C/Energía Solar, 41014, Sevilla, Spain
| | - Antonio Caballero
- Abengoa Research, Campus Palmas Altas, C/Energía Solar, 41014, Sevilla, Spain
| | | | - Ana Segura
- Abengoa Research, Campus Palmas Altas, C/Energía Solar, 41014, Sevilla, Spain.,Estación Experimental del Zaidín-CSIC, C/Profesor Albareda s/n, 18008, Granada, Spain
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