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Ren C, Zhao M, Xue T, Geng T, Nie X, Han C, Wen Y, Jia L. Metagenomic and Physicochemical Analyses Reveal Microbial Community and Functional Differences Between Three Different Grades of Hongxin Low-Temperature Daqu. Foods 2025; 14:1104. [PMID: 40238191 PMCID: PMC11988444 DOI: 10.3390/foods14071104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2025] [Revised: 03/15/2025] [Accepted: 03/19/2025] [Indexed: 04/18/2025] Open
Abstract
Hongxin (HX) is an indispensable Daqu in the production of light-flavor Baijiu (LFB). However, the classification method of HX is highly subjective, and the classification and functional differences in microorganisms in different grades of HX are still unclear. In this study, metagenomics and physiochemical analysis were used to compare three grades of HX (top, first, second) and clarify their brewing functions in LFB. The results showed that a total of 1556 genera and 5367 species were detected in all samples. Bacteria and fungi are the main microorganisms in HX, and the relative abundance of bacteria and fungi is above 4.5:1. Kroppenstedtia (11.43%), Leuconostoc (10.52%), Fructilactobacillus (9.00%) were the top three genera in HX. Although the microbial community composition of the three grades of HX is highly similar, each HX has a specific microbial community structure and macrogene functional characteristics, indicating that they have different brewing functions. The dominant microorganisms in top-grade HX and first-grade HX were mainly positively correlated with energy metabolism and lipid metabolism, while the dominant microorganisms in second-grade HX were mainly positively correlated with carbohydrate metabolism and amino acid metabolism. This study revealed the different fermentation effects of different grades of HX in LFB and provided suggestions for the scientific classification and quality control of HX.
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Affiliation(s)
- Chao Ren
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Mengke Zhao
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Tinghui Xue
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Tianpei Geng
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Xiao Nie
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Chaoyue Han
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Yuge Wen
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
| | - Liyan Jia
- College of Food Science and Engineering, Shanxi Agricultural University, Jinzhong 030801, China; (C.R.); (M.Z.); (T.X.); (T.G.); (X.N.); (C.H.); (Y.W.)
- Graduate Education Innovation Center on Baijiu Bioengineering in Shanxi Province, Jinzhong 030801, China
- Industry Technology Innovation Strategic Alliance on Huangjiu in Shanxi Province, Jinzhong 030801, China
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2
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Pullen R, Decker SR, Subramanian V, Adler MJ, Tobias AV, Perisin M, Sund CJ, Servinsky MD, Kozlowski MT. Considerations for Domestication of Novel Strains of Filamentous Fungi. ACS Synth Biol 2025; 14:343-362. [PMID: 39883596 PMCID: PMC11852223 DOI: 10.1021/acssynbio.4c00672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 01/10/2025] [Accepted: 01/13/2025] [Indexed: 02/01/2025]
Abstract
Fungi, especially filamentous fungi, are a relatively understudied, biotechnologically useful resource with incredible potential for commercial applications. These multicellular eukaryotic organisms have long been exploited for their natural production of useful commodity chemicals and proteins such as enzymes used in starch processing, detergents, food and feed production, pulping and paper making and biofuels production. The ability of filamentous fungi to use a wide range of feedstocks is another key advantage. As chassis organisms, filamentous fungi can express cellular machinery, and metabolic and signal transduction pathways from both prokaryotic and eukaryotic origins. Their genomes abound with novel genetic elements and metabolic processes that can be harnessed for biotechnology applications. Synthetic biology tools are becoming inexpensive, modular, and expansive while systems biology is beginning to provide the level of understanding required to design increasingly complex synthetic systems. This review covers the challenges of working in filamentous fungi and offers a perspective on the approaches needed to exploit fungi as microbial cell factories.
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Affiliation(s)
- Randi
M. Pullen
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Stephen R. Decker
- National
Renewable Energy Laboratory, 15013 Denver West Parkway, Golden, Colorado 80401, United States
| | | | - Meaghan J. Adler
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Alexander V. Tobias
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Matthew Perisin
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Christian J. Sund
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Matthew D. Servinsky
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
| | - Mark T. Kozlowski
- DEVCOM
Army Research Laboratory, 2800 Powder Mill Rd., Adelphi, Maryland 20783, United
States
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3
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Wang Z, Qi X, Ren X, Lin Y, Zeng F, Wang Q. Synthetic evolution of Saccharomyces cerevisiae for biomanufacturing: Approaches and applications. MLIFE 2025; 4:1-16. [PMID: 40026576 PMCID: PMC11868838 DOI: 10.1002/mlf2.12167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Revised: 11/19/2024] [Accepted: 12/19/2024] [Indexed: 03/05/2025]
Abstract
The yeast Saccharomyces cerevisiae is a well-studied unicellular eukaryote with a significant role in the biomanufacturing of natural products, biofuels, and bulk and value-added chemicals, as well as the principal model eukaryotic organism utilized for fundamental research. Robust tools for building and optimizing yeast chassis cells were made possible by the quick development of synthetic biology, especially in engineering evolution. In this review, we focused on methods and tools from synthetic biology that are used to design and engineer S. cerevisiae's evolution. A detailed discussion was held regarding transcriptional regulation, template-dependent and template-free approaches. Furthermore, the applications of evolved S. cerevisiae were comprehensively summarized. These included improving environmental stress tolerance and raising cell metabolic performance in the production of biofuels and bulk and value-added chemicals. Finally, the future considerations were briefly discussed.
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Affiliation(s)
- Zhen Wang
- College of Science & TechnologyHebei Agricultural UniversityCangzhouChina
| | - Xianni Qi
- Key Laboratory of Engineering Biology for Low‐carbon Manufacturing, Tianjin Institute of Industrial BiotechnologyChinese Academy of SciencesTianjinChina
- National Center of Technology Innovation for Synthetic BiologyTianjinChina
| | - Xinru Ren
- College of Science & TechnologyHebei Agricultural UniversityCangzhouChina
| | - Yuping Lin
- Key Laboratory of Engineering Biology for Low‐carbon Manufacturing, Tianjin Institute of Industrial BiotechnologyChinese Academy of SciencesTianjinChina
| | - Fanli Zeng
- College of Life SciencesHebei Agricultural UniversityBaodingChina
| | - Qinhong Wang
- Key Laboratory of Engineering Biology for Low‐carbon Manufacturing, Tianjin Institute of Industrial BiotechnologyChinese Academy of SciencesTianjinChina
- National Center of Technology Innovation for Synthetic BiologyTianjinChina
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4
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Wu X, Ren Y, Chen S, Cai P, Zhou YJ. Production of L-lactic acid from methanol by engineered yeast Pichia pastoris. BIORESOURCE TECHNOLOGY 2025; 415:131730. [PMID: 39486649 DOI: 10.1016/j.biortech.2024.131730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 10/11/2024] [Accepted: 10/29/2024] [Indexed: 11/04/2024]
Abstract
Lactic acid (LA) serves as a widely used platform compound and has received significant attention as a raw material for synthesis of biodegradable polylactic acid. Currently, LA is mainly produced through microbial fermentation, but its high costs undermine its competitive advantage against other materials, necessitating the development of novel production routes. Methanol bioconversion represents an emerging low-carbon circular economy, where LA could become an outstanding representative product. This study successfully established an efficient methanol-based LA synthesis route in Pichia pastoris. Through systematic metabolic engineering strategies, including screening lactate dehydrogenase, modification of cofactor preference, blocking LA consumption pathway, and mitochondrial LA synthesis compartmentalization, 4.2 g/L L-LA was produced in fed-batch fermentation by using methanol as the sole carbon source. Through multi-dimensional and spatial engineering of enzyme, a cell factory was developed for efficient synthesis of L-LA, highlights the significant potential of the low-carbon synthesis route for L-LA via methanol bioconversion.
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Affiliation(s)
- Xiaoyan Wu
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yuyao Ren
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Shushu Chen
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; College of Life and Health, Dalian University, Dalian 116622, China
| | - Peng Cai
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China.
| | - Yongjin J Zhou
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; University of Chinese Academy of Sciences, Beijing 100049, China
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5
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Xia Y, Li Y, Shen W, Yang H, Chen X. CRISPR-Cas Technology for Bioengineering Conventional and Non-Conventional Yeasts: Progress and New Challenges. Int J Mol Sci 2023; 24:15310. [PMID: 37894990 PMCID: PMC10607330 DOI: 10.3390/ijms242015310] [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: 08/24/2023] [Revised: 10/13/2023] [Accepted: 10/17/2023] [Indexed: 10/29/2023] Open
Abstract
The clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-associated protein (CRISPR-Cas) system has undergone substantial and transformative progress. Simultaneously, a spectrum of derivative technologies has emerged, spanning both conventional and non-conventional yeast strains. Non-conventional yeasts, distinguished by their robust metabolic pathways, formidable resilience against diverse stressors, and distinctive regulatory mechanisms, have emerged as a highly promising alternative for diverse industrial applications. This comprehensive review serves to encapsulate the prevailing gene editing methodologies and their associated applications within the traditional industrial microorganism, Saccharomyces cerevisiae. Additionally, it delineates the current panorama of non-conventional yeast strains, accentuating their latent potential in the realm of industrial and biotechnological utilization. Within this discourse, we also contemplate the potential value these tools offer alongside the attendant challenges they pose.
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Affiliation(s)
- Yuanyuan Xia
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, 1800 Lihu Avenue, Wuxi 214122, China; (Y.X.); (Y.L.); (W.S.); (H.Y.)
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
| | - Yujie Li
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, 1800 Lihu Avenue, Wuxi 214122, China; (Y.X.); (Y.L.); (W.S.); (H.Y.)
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
| | - Wei Shen
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, 1800 Lihu Avenue, Wuxi 214122, China; (Y.X.); (Y.L.); (W.S.); (H.Y.)
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
| | - Haiquan Yang
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, 1800 Lihu Avenue, Wuxi 214122, China; (Y.X.); (Y.L.); (W.S.); (H.Y.)
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
| | - Xianzhong Chen
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, 1800 Lihu Avenue, Wuxi 214122, China; (Y.X.); (Y.L.); (W.S.); (H.Y.)
- School of Biotechnology, Jiangnan University, Wuxi 214122, China
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6
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Zhao Y, Coelho C, Lauer S, Majewski M, Laurent JM, Brosh R, Boeke JD. CREEPY: CRISPR-mediated editing of synthetic episomes in yeast. Nucleic Acids Res 2023:gkad491. [PMID: 37326023 PMCID: PMC10359617 DOI: 10.1093/nar/gkad491] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 04/06/2023] [Accepted: 06/14/2023] [Indexed: 06/17/2023] Open
Abstract
Use of synthetic genomics to design and build 'big' DNA has revolutionized our ability to answer fundamental biological questions by employing a bottom-up approach. Saccharomyces cerevisiae, or budding yeast, has become the major platform to assemble large synthetic constructs thanks to its powerful homologous recombination machinery and the availability of well-established molecular biology techniques. However, introducing designer variations to episomal assemblies with high efficiency and fidelity remains challenging. Here we describe CRISPR Engineering of EPisomes in Yeast, or CREEPY, a method for rapid engineering of large synthetic episomal DNA constructs. We demonstrate that CRISPR editing of circular episomes presents unique challenges compared to modifying native yeast chromosomes. We optimize CREEPY for efficient and precise multiplex editing of >100 kb yeast episomes, providing an expanded toolkit for synthetic genomics.
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Affiliation(s)
- Yu Zhao
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
| | - Camila Coelho
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
| | - Stephanie Lauer
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
| | - Miłosz Majewski
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
- Maastricht Science Programme, Maastricht University, Maastricht6200MD, The Netherlands
| | - Jon M Laurent
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
| | - Ran Brosh
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
| | - Jef D Boeke
- Institute for Systems Genetics, NYU Langone Health, New York, NY10016, USA
- Department of Biochemistry and Molecular Pharmacology, NYU Langone Health, New York, NY10016, USA
- Department of Biomedical Engineering, NYU Tandon School of Engineering, Brooklyn, NY11201, USA
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7
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Gervais NC, La Bella AA, Wensing LF, Sharma J, Acquaviva V, Best M, Cadena López RO, Fogal M, Uthayakumar D, Chavez A, Santiago-Tirado F, Flores-Mireles AL, Shapiro RS. Development and applications of a CRISPR activation system for facile genetic overexpression in Candida albicans. G3 (BETHESDA, MD.) 2023; 13:jkac301. [PMID: 36450451 PMCID: PMC9911074 DOI: 10.1093/g3journal/jkac301] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 11/02/2021] [Accepted: 11/04/2022] [Indexed: 12/02/2022]
Abstract
For the fungal pathogen Candida albicans, genetic overexpression readily occurs via a diversity of genomic alterations, such as aneuploidy and gain-of-function mutations, with important consequences for host adaptation, virulence, and evolution of antifungal drug resistance. Given the important role of overexpression on C. albicans biology, it is critical to develop and harness tools that enable the analysis of genes expressed at high levels in the fungal cell. Here, we describe the development, optimization, and application of a novel, single-plasmid-based CRISPR activation (CRISPRa) platform for targeted genetic overexpression in C. albicans, which employs a guide RNA to target an activator complex to the promoter region of a gene of interest, thus driving transcriptional expression of that gene. Using this system, we demonstrate the ability of CRISPRa to drive high levels of gene expression in C. albicans, and we assess optimal guide RNA targeting for robust and constitutive overexpression. We further demonstrate the specificity of the system via RNA sequencing. We highlight the application of CRISPR activation to overexpress genes involved in pathogenesis and drug susceptibility, and contribute toward the identification of novel phenotypes. Consequently, this tool will facilitate a broad range of applications for the study of C. albicans genetic overexpression.
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Affiliation(s)
- Nicholas C Gervais
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | - Alyssa A La Bella
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Lauren F Wensing
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | - Jehoshua Sharma
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | - Victoria Acquaviva
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | - Madison Best
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | | | - Meea Fogal
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
| | - Deeva Uthayakumar
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
- Present address: Department of Immunology, University of Toronto, Toronto, ON, Canada
| | - Alejandro Chavez
- Department of Pathology and Cell Biology, Columbia University College of Physicians and Surgeons, New York, NY 10032, USA
| | | | - Ana L Flores-Mireles
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Rebecca S Shapiro
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON N1H 5N4, Canada
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8
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Ploessl D, Zhao Y, Shao Z. Engineering of non-model eukaryotes for bioenergy and biochemical production. Curr Opin Biotechnol 2023; 79:102869. [PMID: 36584447 DOI: 10.1016/j.copbio.2022.102869] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 11/14/2022] [Accepted: 11/23/2022] [Indexed: 12/29/2022]
Abstract
The prospect of leveraging naturally occurring phenotypes to overcome bottlenecks constraining the bioeconomy has marshalled increased exploration of nonconventional organisms. This review discusses the status of non-model eukaryotic species in bioproduction, the evaluation criteria for effectively matching a candidate host to a biosynthetic process, and the genetic engineering tools needed for host domestication. We present breakthroughs in genome editing and heterologous pathway design, delving into innovative spatiotemporal modulation strategies that potentiate more refined engineering capabilities. We cover current understanding of genetic instability and its ramifications for industrial scale-up, highlighting key factors and possible remedies. Finally, we propose future opportunities to expand the current collection of available hosts and provide guidance to benefit the broader bioeconomy.
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Affiliation(s)
- Deon Ploessl
- Department of Chemical and Biological Engineering, Iowa State University, Ames, IA, USA; NSF Engineering Research Center for Biorenewable Chemicals, Iowa State University, Ames, IA, USA
| | - Yuxin Zhao
- Department of Chemical and Biological Engineering, Iowa State University, Ames, IA, USA; NSF Engineering Research Center for Biorenewable Chemicals, Iowa State University, Ames, IA, USA; DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Zengyi Shao
- Department of Chemical and Biological Engineering, Iowa State University, Ames, IA, USA; NSF Engineering Research Center for Biorenewable Chemicals, Iowa State University, Ames, IA, USA; DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, USA; Interdepartmental Microbiology Program, Iowa State University, Ames, IA, USA; Bioeconomy Institute, Iowa State University, Ames, IA, USA; The Ames Laboratory, Ames, IA, USA.
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9
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Schusterbauer V, Fischer JE, Gangl S, Schenzle L, Rinnofner C, Geier M, Sailer C, Glieder A, Thallinger GG. Whole Genome Sequencing Analysis of Effects of CRISPR/Cas9 in Komagataella phaffii: A Budding Yeast in Distress. J Fungi (Basel) 2022; 8:jof8100992. [PMID: 36294556 PMCID: PMC9605565 DOI: 10.3390/jof8100992] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 09/12/2022] [Accepted: 09/15/2022] [Indexed: 11/16/2022] Open
Abstract
The industrially important non-conventional yeast Komagataella phaffii suffers from low rates of homologous recombination, making site specific genetic engineering tedious. Therefore, genome editing using CRISPR/Cas represents a simple and efficient alternative. To characterize on- and off-target mutations caused by CRISPR/Cas9 followed by non-homologous end joining repair, we chose a diverse set of CRISPR/Cas targets and conducted whole genome sequencing on 146 CRISPR/Cas9 engineered single colonies. We compared the outcomes of single target CRISPR transformations to double target experiments. Furthermore, we examined the extent of possible large deletions by targeting a large genomic region, which is likely to be non-essential. The analysis of on-target mutations showed an unexpectedly high number of large deletions and chromosomal rearrangements at the CRISPR target loci. We also observed an increase of on-target structural variants in double target experiments as compared to single target experiments. Targeting of two loci within a putatively non-essential region led to a truncation of chromosome 3 at the target locus in multiple cases, causing the deletion of 20 genes and several ribosomal DNA repeats. The identified de novo off-target mutations were rare and randomly distributed, with no apparent connection to unspecific CRISPR/Cas9 off-target binding sites.
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Affiliation(s)
- Veronika Schusterbauer
- bisy GmbH, Wuenschendorf 292, 8200 Hofstaetten, Austria
- Institute of Biomedical Imaging, Graz University of Technology, Stremayrgasse 16, 8010 Graz, Austria
| | | | - Sarah Gangl
- bisy GmbH, Wuenschendorf 292, 8200 Hofstaetten, Austria
| | - Lisa Schenzle
- bisy GmbH, Wuenschendorf 292, 8200 Hofstaetten, Austria
| | | | - Martina Geier
- bisy GmbH, Wuenschendorf 292, 8200 Hofstaetten, Austria
| | - Christian Sailer
- Institute of Biomedical Informatics, Graz University of Technology, Stremayrgasse 16, 8010 Graz, Austria
| | - Anton Glieder
- bisy GmbH, Wuenschendorf 292, 8200 Hofstaetten, Austria
| | - Gerhard G. Thallinger
- Institute of Biomedical Informatics, Graz University of Technology, Stremayrgasse 16, 8010 Graz, Austria
- OMICS Center Graz, BioTechMed Graz, Stiftingtalstraße 24, 8010 Graz, Austria
- Correspondence: ; Tel.: +43-316-873-5343
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10
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Cochrane RR, Shrestha A, Severo de Almeida MM, Agyare-Tabbi M, Brumwell SL, Hamadache S, Meaney JS, Nucifora DP, Say HH, Sharma J, Soltysiak MPM, Tong C, Van Belois K, Walker EJL, Lachance MA, Gloor GB, Edgell DR, Shapiro RS, Karas BJ. Superior Conjugative Plasmids Delivered by Bacteria to Diverse Fungi. BIODESIGN RESEARCH 2022; 2022:9802168. [PMID: 37850145 PMCID: PMC10521675 DOI: 10.34133/2022/9802168] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 07/28/2022] [Indexed: 10/19/2023] Open
Abstract
Fungi are nature's recyclers, allowing for ecological nutrient cycling and, in turn, the continuation of life on Earth. Some fungi inhabit the human microbiome where they can provide health benefits, while others are opportunistic pathogens that can cause disease. Yeasts, members of the fungal kingdom, have been domesticated by humans for the production of beer, bread, and, recently, medicine and chemicals. Still, the great untapped potential exists within the diverse fungal kingdom. However, many yeasts are intractable, preventing their use in biotechnology or in the development of novel treatments for pathogenic fungi. Therefore, as a first step for the domestication of new fungi, an efficient DNA delivery method needs to be developed. Here, we report the creation of superior conjugative plasmids and demonstrate their transfer via conjugation from bacteria to 7 diverse yeast species including the emerging pathogen Candida auris. To create our superior plasmids, derivatives of the 57 kb conjugative plasmid pTA-Mob 2.0 were built using designed gene deletions and insertions, as well as some unintentional mutations. Specifically, a cluster mutation in the promoter of the conjugative gene traJ had the most significant effect on improving conjugation to yeasts. In addition, we created Golden Gate assembly-compatible plasmid derivatives that allow for the generation of custom plasmids to enable the rapid insertion of designer genetic cassettes. Finally, we demonstrated that designer conjugative plasmids harboring engineered restriction endonucleases can be used as a novel antifungal agent, with important applications for the development of next-generation antifungal therapeutics.
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Affiliation(s)
- Ryan R. Cochrane
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Arina Shrestha
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Mariana M. Severo de Almeida
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Michelle Agyare-Tabbi
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON, Canada, N1G 2W1
| | - Stephanie L. Brumwell
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Samir Hamadache
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Jordyn S. Meaney
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Daniel P. Nucifora
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Henry Heng Say
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Jehoshua Sharma
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON, Canada, N1G 2W1
| | | | - Cheryl Tong
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Katherine Van Belois
- Department of Biology, The University of Western Ontario, London, Ontario, Canada, N6A 5B7
| | - Emma J. L. Walker
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Marc-André Lachance
- Department of Biology, The University of Western Ontario, London, Ontario, Canada, N6A 5B7
| | - Gregory B. Gloor
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - David R. Edgell
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
| | - Rebecca S. Shapiro
- Department of Molecular and Cellular Biology, University of Guelph, Guelph, ON, Canada, N1G 2W1
| | - Bogumil J. Karas
- Department of Biochemistry, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada, N6A 5C1
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11
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Guo Y, Su L, Liu Q, Zhu Y, Dai Z, Wang Q. Dissecting carbon metabolism of Yarrowia lipolytica type strain W29 using genome-scale metabolic modelling. Comput Struct Biotechnol J 2022; 20:2503-2511. [PMID: 35664225 PMCID: PMC9136261 DOI: 10.1016/j.csbj.2022.05.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 05/07/2022] [Accepted: 05/09/2022] [Indexed: 11/09/2022] Open
Abstract
Yarrowia lipolytica is a widely-used chassis cell in biotechnological applications. It has recently gained extensive research interest owing to its extraordinary ability of producing industrially valuable biochemicals from a variety of carbon sources. Genome-scale metabolic models (GSMMs) enable analyses of cellular metabolism for engineering various industrial hosts. In the present study, we developed a high-quality GSMM iYli21 for Y. lipolytica type strain W29 by extensive manual curation with Biolog experimental data. The model showed a high accuracy of 85.7% in predicting nutrient utilization. Transcriptomics data were integrated to delineate cellular metabolism of utilizing six individual metabolites as sole carbon sources. Comparisons showed that 302 reactions were commonly used, including those from TCA cycle, oxidative phosphorylation, and purine metabolism for energy and material supply. Whereas glycolytic reactions were employed only when glucose and glycerol used as sole carbon sources, gluconeogenesis and fatty acid oxidation reactions were specifically employed when fatty acid, alkane and glycerolipid were the sole carbon sources. Further test of 46 substrates for generating 5 products showed that hexanoate outcompeted other compounds in terms of maximum theoretical yield owing to the lowest carbon loss for energy supply. This newly generated model iYli21 will be a valuable tool in dissecting metabolic mechanism and guiding metabolic engineering of this important industrial cell factory.
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Zhang X, Miao Q, Xu X, Ji B, Qu L, Wei Y. Developments in Fatty Acid-Derived Insect Pheromone Production Using Engineered Yeasts. Front Microbiol 2021; 12:759975. [PMID: 34858372 PMCID: PMC8632438 DOI: 10.3389/fmicb.2021.759975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Accepted: 10/26/2021] [Indexed: 11/13/2022] Open
Abstract
The use of traditional chemical insecticides for pest control often leads to environmental pollution and a decrease in biodiversity. Recently, insect sex pheromones were applied for sustainable biocontrol of pests in fields, due to their limited adverse impacts on biodiversity and food safety compared to that of other conventional insecticides. However, the structures of insect pheromones are complex, and their chemical synthesis is not commercially feasible. As yeasts have been widely used for fatty acid-derived pheromone production in the past few years, using engineered yeasts may be promising and sustainable for the low-cost production of fatty acid-derived pheromones. The primary fatty acids produced by Saccharomyces cerevisiae and other yeasts are C16 and C18, and it is also possible to rewire/reprogram the metabolic flux for other fatty acids or fatty acid derivatives. This review summarizes the fatty acid biosynthetic pathway in S. cerevisiae and recent progress in yeast engineering in terms of metabolic engineering and synthetic biology strategies to produce insect pheromones. In the future, insect pheromones produced by yeasts might provide an eco-friendly pest control method in agricultural fields.
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Affiliation(s)
- Xiaoling Zhang
- Key Laboratory of Advanced Drug Preparation Technologies, Ministry of Education, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou, China
- Laboratory of Synthetic Biology, Zhengzhou University, Zhengzhou, China
| | - Qin Miao
- Key Laboratory of Advanced Drug Preparation Technologies, Ministry of Education, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou, China
- Laboratory of Synthetic Biology, Zhengzhou University, Zhengzhou, China
| | - Xia Xu
- Key Laboratory of Advanced Drug Preparation Technologies, Ministry of Education, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou, China
| | - Boyang Ji
- Department of Biology and Biological Engineering, Chalmers University of Technology, Gothenburg, Sweden
| | - Lingbo Qu
- Laboratory of Synthetic Biology, Zhengzhou University, Zhengzhou, China
- College of Chemistry, Zhengzhou University, Zhengzhou, China
| | - Yongjun Wei
- Key Laboratory of Advanced Drug Preparation Technologies, Ministry of Education, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou, China
- Laboratory of Synthetic Biology, Zhengzhou University, Zhengzhou, China
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