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Xiong F, Wei J, Zhou Y, Shao Y, Liu J, Chen F. Exploring the Subcellular Localization of Monascus Pigments Biosynthases: Preliminary Unraveling of the Compartmentalization Mechanism. J Fungi (Basel) 2024; 10:375. [PMID: 38921362 PMCID: PMC11205011 DOI: 10.3390/jof10060375] [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: 04/25/2024] [Revised: 05/18/2024] [Accepted: 05/22/2024] [Indexed: 06/27/2024] Open
Abstract
Monascus pigments (MPs), a class of secondary metabolites produced by Monascus spp., can be classified into yellow, orange, and red MPs according to their differences in the wavelength of the maximum absorption. However, the biosynthetic sequence and cellular biosynthesis mechanism of different MPs components are still not yet completely clear in Monascus spp. In this study, the subcellular localization of five MPs synthases was investigated using fluorescent protein fusion expression. The results revealed that the proteins encoded by the MPs biosynthetic gene cluster were compartmentalized in various subcellular locations, including the mitochondrial polyketide synthase MrPigA, cytosolic enzymes consisting of the ketoreductase MrPigC, the oxidoreductase MrPigE, and the monooxygenase MrPigN, and the cell-wall-bound oxidoreductase MrPigF. Moreover, the correct localization of MrPigF to the cell wall was crucial for the synthesis of orange MPs. Lastly, we discussed the compartmentalized biosynthetic pathway of MPs. This study will not only be helpful in clarifying the biosynthetic sequence and biosynthesis mechanism of different MPs but also provides new insights into the cellular biosynthesis of secondary metabolites in filamentous fungi.
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Affiliation(s)
- Fei Xiong
- National Key Laboratory of Agricultural Microbiology, Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Jingyi Wei
- National Key Laboratory of Agricultural Microbiology, Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Youxiang Zhou
- Hubei Key Laboratory of Nutritional Quality and Safety of Agro-Products, Institute of Quality Standard and Testing Technology for Agro-Products, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Yanchun Shao
- National Key Laboratory of Agricultural Microbiology, Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Jiao Liu
- Hubei Key Laboratory of Nutritional Quality and Safety of Agro-Products, Institute of Quality Standard and Testing Technology for Agro-Products, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Fusheng Chen
- National Key Laboratory of Agricultural Microbiology, Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
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2
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Huang Y, Jia L, Chen F. Effects of MrwetA on Sexual Reproduction and Secondary Metabolism of Monascus ruber M7 Based on Transcriptome Analysis. J Fungi (Basel) 2024; 10:338. [PMID: 38786694 PMCID: PMC11122622 DOI: 10.3390/jof10050338] [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: 04/16/2024] [Revised: 05/03/2024] [Accepted: 05/06/2024] [Indexed: 05/25/2024] Open
Abstract
wetA, one of the conidiation center regulatory genes in many filamentous fungi, plays an important role in promoting asexual spores (conidia) maturation. Our recent research has found that knocking out or overexpressing MrwetA (a homolog of wetA) in Monascus ruber M7 does not affect the development of its asexual spores like other fungi, but both repress the development of its sexual spores (ascospores). However, the mechanism remains unclear. In this study, the function of MrwetA on sexual reproduction and secondary metabolism in M. ruber M7 was confirmed by a complementary experiment. Moreover, the regulatory roles of MrwetA in modulating the expression of genes involved in sexual reproduction, meiosis, and biosynthesis of Monascus pigment and citrinin were analyzed based on the transcriptional data. These results not only contribute to clarifying the regulation of the reproduction and secondary metabolism of Monascus spp., but also to enriching the regulation molecular mechanism of reproduction in filamentous fungi.
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Affiliation(s)
- Yuyun Huang
- National Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Lili Jia
- National Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Fusheng Chen
- National Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
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3
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Wang B, Wang Q, Yang Y, Zhang X, Wang J, Jia J, Wu Q. Bidirectional fermentation of Monascus and Mulberry leaves enhances GABA and pigment contents: establishment of strategy, studies of bioactivity and mechanistic. Prep Biochem Biotechnol 2024; 54:73-85. [PMID: 37139803 DOI: 10.1080/10826068.2023.2207111] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Bidirectional fermentation is a technology that utilizes fungi to ferment medicinal edible substrates, with synergistic and complementary advantages. In this work, a fermentation strategy was established to produce a high yield of γ-aminobutyric acid (GABA) and Monascus pigments (MPs) using Monascus and mulberry leaves (MLs). Firstly, the basic fermentation parameters were determined using single-factor experiments, followed by Plackett-Burman (PB) experimental design to identify MLs, glucose, peptone, and temperature as significant influencing factors. The fermentation parameters were optimized using an artificial neural network (ANN). Finally, the effects of bidirectional fermentation of MLs and Monascus were investigated by bioactivity analysis, microstructure observation, and RT-qPCR. The outcomes showed that the bidirectional fermentation significantly increased the bioactive content and promoted the secondary metabolism of Monascus. The established fermentation conditions were 44.2 g/L of MLs, 57 g/L of glucose, 15 g/L of peptone, 1 g/L of MgSO4, 2 g/L of KH2PO4, 8% (v/v) of inoculum, 180 rpm, initial pH 6, 32 °C and 8 days. The content of GABA reached 13.95 g/L and the color value of MPs reached 408.07 U/mL. This study demonstrated the feasibility of bidirectional fermentation of MLs and Monascus, providing a new idea for the application of MLs and Monascus.
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Affiliation(s)
- Biao Wang
- School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Qihang Wang
- School of Grain Science and Technology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Yi Yang
- School of Grain Science and Technology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Xiaowei Zhang
- School of Grain Science and Technology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Jun Wang
- School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Junqiang Jia
- School of Grain Science and Technology, Jiangsu University of Science and Technology, Zhenjiang, China
| | - Qiongying Wu
- School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang, China
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4
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Zhang J, Shao Y, Chen F. Overexpression of MrEsa1 accelerated growth, increased ascospores yield, and the polyketide production in Monascus ruber. J Basic Microbiol 2023. [PMID: 36760018 DOI: 10.1002/jobm.202200664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 01/05/2023] [Accepted: 01/21/2023] [Indexed: 02/11/2023]
Abstract
Esa1 has been proven to be an important histone acetyltransferase involved in the regulation of growth and metabolism. Monascus spp. with nearly 2000 years of edible history in East Asian countries can produce a variety of polyketides. It is unknown whether Esa1 plays a regulatory role in Monascus spp. In this study, we isolated the homology of histone acetyltransferase Esa1 (named MrEsa1) and constructed a mresa1-overexpressed strain. Western blot experiments showed that MrEsa1 hyperacetylated at K4 and K9 of the H3 subunit in Monascus ruber. Overexpression of mresa1 led to the larger colony diameter and increased dry cell mass; meanwhile, the conidia germination rate was significantly accelerated in the mresa1-overexpressed strain before 4 h, and the number of ascospores in the mresa1-overexpressed strain was significantly higher than that in WT. In addition, the Monascus azaphilone pigments (MonAzPs) and citrinin production of the mresa1-overexpressed strain were 1.7 and 2.4 times more than those of WT, respectively. Reverse transcription-quantitative polymerase chain reaction experiment suggested that mrpigB, mrpigH, mrpigJ, and mrpigK, involved in MonAzPs synthesis, and pksCT, mrl3, and mrl7, involved in citrinin synthesis, were upregulated in mresa1-overexpressed strain. This study provides important insights into the effect of MrEsa1 on the developmental process and the production of secondary metabolites in Monascus spp.
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Affiliation(s)
- Jing Zhang
- Jiangsu Food and Pharmaceutical Science College, Huaian, People's Republic of China.,College of Food Science and Technology, Huazhong Agricultural University, Wuhan, People's Republic of China
| | - Yanchun Shao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, People's Republic of China
| | - Fusheng Chen
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, People's Republic of China
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Effect of γ-butyrolactone, a quorum sensing molecule, on morphology and secondary metabolism in Monascus. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2022.114225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Metabolomics Analysis Coupled with Weighted Gene Co-Expression Network Analysis Unravels the Associations of Tricarboxylic Acid Cycle-Intermediates with Edible Pigments Produced by Monascus purpureus (Hong Qu). Foods 2022; 11:foods11142168. [PMID: 35885410 PMCID: PMC9320606 DOI: 10.3390/foods11142168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 07/18/2022] [Accepted: 07/19/2022] [Indexed: 11/17/2022] Open
Abstract
Monascus azaphilones pigments (MonAzPs) produced by microbial fermentation are widely used as food chemicals for coloring and supplying beneficial biological attributes. In this study, a fermentation perturbation strategy was implemented by separately adding different amino acids, and detecting the intracellular metabolome via UHPLC-Q-Orbitrap HRMS. With the aid of weighted gene co-expression network analysis, two metabolic intermediates, fumarate and malate, involved in the tricarboxylic acid cycle, were identified as the hub metabolites. Moreover, exogenous addition of fumarate or malate significantly promoted red pigment production, and reduced orange/yellow pigment production. The importance of the tricarboxylic acid cycle was further emphasized by detecting intracellular levels of ATP, NAD(P)H, and expression of oxidoreductase-coding genes located in the MonAzPs synthetic gene cluster, suggesting a considerable effect of the energy supply on MonAzPs synthesis. Collectively, metabolomics is a powerful approach to position the crucial metabolic regulatory factors, and facilitate the development of engineering strategies for targeted regulation, lower trial-and-error cost, and advance safe and controllable processes for fermented food chemistry industries.
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7
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Zhang J, Gao J, Li M, Shao Y, Chen F. MrGcn5 is required for the mycotoxin production, sexual and asexual development in Monascus ruber. FOOD BIOSCI 2021. [DOI: 10.1016/j.fbio.2021.101304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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8
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Safety Evaluation of Fungal Pigments for Food Applications. J Fungi (Basel) 2021; 7:jof7090692. [PMID: 34575730 PMCID: PMC8466146 DOI: 10.3390/jof7090692] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 08/12/2021] [Accepted: 08/23/2021] [Indexed: 12/13/2022] Open
Abstract
Pigments play a major role in many industries. Natural colors are usually much safer when compared to synthetic colors and may even possess some medicinal benefits. Synthetic colors are economical and can easily be produced compared to natural colors. In addition, raw plant materials for natural colors are limited and season dependent. Microorganisms provide an alternative source for natural colors and, among them, fungi provide a wide range of natural colorants that could easily be produced cheaply and with high yield. Along with pigment, some microbial strains are also capable of producing a number of mycotoxins. The commercial use of microbial pigments relies on the safety of colorants. This review provides a toxicity evaluation of pigments from fungal origins for food application.
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9
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Liu Q, Zhong S, Wang X, Gao S, Yang X, Chen F, Molnár I. An Integrated Approach to Determine the Boundaries of the Azaphilone Pigment Biosynthetic Gene Cluster of Monascus ruber M7 Grown on Potato Dextrose Agar. Front Microbiol 2021; 12:680629. [PMID: 34220766 PMCID: PMC8241920 DOI: 10.3389/fmicb.2021.680629] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 05/21/2021] [Indexed: 11/13/2022] Open
Abstract
Monascus-type azaphilone pigments (MonAzPs) are produced in multi-thousand ton quantities each year and used as food colorants and nutraceuticals in East Asia. Several groups, including ours, described MonAzPs biosynthesis as a highly complex pathway with many branch points, affording more than 110 MonAzP congeners in a small group of fungi in the Eurotiales order. MonAzPs biosynthetic gene clusters (BGCs) are also very complex and mosaic-like, with some genes involved in more than one pathway, while other genes playing no apparent role in MonAzPs production. Due to this complexity, MonAzPs BGCs have been delimited differently in various fungi. Since most of these predictions rely primarily on bioinformatic analyses, it is possible that genes immediately outside the currently predicted BGC borders are also involved, especially those whose function cannot be predicted from sequence similarities alone. Conversely, some peripheral genes presumed to be part of the BGC may in fact lay outside the boundaries. This study uses a combination of computational and transcriptional analyses to predict the extent of the MonAzPs BGC in Monascus ruber M7. Gene knockouts and analysis of MonAzPs production of the mutants are then used to validate the prediction, revealing that the BGC consists of 16 genes, extending from mrpigA to mrpigP. We further predict that two strains of Talaromyces marneffei, ATCC 18224 and PM1, encode an orthologous but non-syntenic MonAzPs BGC with 14 genes. This work highlights the need to use comprehensive, integrated approaches for the more precise determination of secondary metabolite BGC boundaries.
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Affiliation(s)
- Qingpei Liu
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central University for Nationalities, Wuhan, China.,Southwest Center for Natural Products Research, The University of Arizona, Tucson, AZ, United States
| | - Siyu Zhong
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central University for Nationalities, Wuhan, China
| | - Xinrui Wang
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central University for Nationalities, Wuhan, China
| | - Shuaibiao Gao
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central University for Nationalities, Wuhan, China
| | - Xiaolong Yang
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central University for Nationalities, Wuhan, China
| | - Fusheng Chen
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan, China.,College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - István Molnár
- Southwest Center for Natural Products Research, The University of Arizona, Tucson, AZ, United States
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10
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Jia L, Yu JH, Chen F, Chen W. Characterization of the asexual developmental genes brlA and wetA in Monascus ruber M7. Fungal Genet Biol 2021; 151:103564. [PMID: 33962042 DOI: 10.1016/j.fgb.2021.103564] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 04/26/2021] [Accepted: 04/27/2021] [Indexed: 11/29/2022]
Abstract
Monascus spp. are widely used in the production of monacolin K and food- grade pigments in East Asia. In Aspergillus species, the three transcription factors BrlA → AbaA → WetA sequentially function as the central activators of asexual development (conidiation), leading to the formation of conidiophores. Unlike their close relative Aspergillus spp., Monascus spp. produce basipetospora-type asexual spores (conidia), and their genomes contain homologs of brlA and wetA but not abaA. In the present study, to investigate their roles in Monascus conidiation, MrbrlA and MrwetA were functionally characterized by gene knockout and overexpression in Monascus ruber M7. The results revealed that the deletion and overexpression of MrbrlA and/or MrwetA caused no apparent changes in the morphology, size, number, structure, or germination of conidia. However, deletion and overexpression of MrwetA severely repressed sexual development and affected the production of secondary metabolites. Taken together, these results suggest that the well-established central regulatory model of conidiation in Aspergillus is not applicable in their Monascus relatives. The results of the present study could enrich our understanding of the asexual development regulatory networks in filamentous fungi.
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Affiliation(s)
- Lili Jia
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, Hubei Province 430070, China
| | - Jae-Hyuk Yu
- Department of Bacteriology, University of Wisconsin-Madison, USA; Department of Systems Biotechnology, Konkuk University, Seoul, Republic of Korea
| | - Fusheng Chen
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, Hubei Province 430070, China
| | - Wanping Chen
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, Hubei Province 430070, China.
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11
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Xiong X, Liu Y, Zhang J, Wang S, Li L, Gao M. Mutational analysis of MpPhy reveals magnetoreception and photosensitivity involvement in secondary metabolites biosynthesis in Monascus purpureus. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY 2021; 217:112164. [PMID: 33676287 DOI: 10.1016/j.jphotobiol.2021.112164] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 02/04/2021] [Accepted: 02/17/2021] [Indexed: 11/16/2022]
Abstract
Light or low frequency magnetic field (LF-MF) as one of the cultivation environments affects secondary metabolites (SMs) production of M. purpureus. Phytochrome (Phy) is a hybrid histidine kinase possessing dual properties of photoreceptor and kinase to sense red and far-red light. The interaction effects of LF-MF and light on SMs of M. purpureus was investigated by knocking out the Phy-like gene in M. purpureus (MpPhy) by homologous recombination. A MpPhy-deletion (ΔMpPhy) strain produced less Monascus pigments (MPs) and monacolin K (mon K) than the wild-type (WT) strain and reduced citrinin production by 78.3% on 10th day but didn't affect the biomass. These results indicated that the MpPhy gene is involved in SMs biosynthesis of M. purpureus. MPs production in WT was decreased significantly when the inoculum was exposed to white/blue/green/red light (500 Lux). But it in ΔMpPhy was no significant difference when exposed to white/red light. The colony size of ΔMpPhy was smaller on potato dextrose agar media containing 0.01% SDS. These results indicated that the deletion of MpPhy gene affected the aerial hyphae and increased sensitivity to cell membrane stress but decreased sensitivity to red light. The inoculum of both WT and ΔMpPhy was exposure to the LF-MF (50 Hz). The accumulation of WT secondary metabolites was not changed, while SMs production of ΔMpPhy was significantly enhanced under exposed to 2.0 mT LF-MF. This indicated that the decrease of SMs caused by the deletion of MpPhy gene was restored by LF-MF. It revealed that there is a crosstalk between magnetoreception and photosensitivity.
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Affiliation(s)
- Xiaoqian Xiong
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China
| | - Yingbao Liu
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China
| | - Jialan Zhang
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China
| | - Shaojin Wang
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China
| | - Li Li
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China
| | - Mengxiang Gao
- College of Life Science, Yangtze University, Jingzhou, Hubei 434025, China.
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12
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Li L, Chen F. Effects of mrpigG on Development and Secondary Metabolism of Monascus ruber M7. J Fungi (Basel) 2020; 6:jof6030156. [PMID: 32872515 PMCID: PMC7558996 DOI: 10.3390/jof6030156] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 08/24/2020] [Accepted: 08/26/2020] [Indexed: 12/17/2022] Open
Abstract
Monascus pigments (MPs) have been used as food colorants for several centuries in Asian countries and are now used throughout the world via Asian catering. The MP biosynthetic pathway has been well-illustrated, but the functions of a few genes, including mrpigG, in the MP gene cluster are still unclear. In the current study, in order to investigate the function of mrpigG in M. ruber M7, gene deletion (ΔmrpigG), complementation (ΔmrpigG::mrpigG) and overexpression (M7::PtrpC-mrpigG) mutants were successfully obtained. The morphologies and biomasses, as well as the MP and citrinin production, of these mutants were analyzed. The results revealed that the disruption, complementation and overexpression of mrpigG showed no apparent defects in morphology, biomass or citrinin production (except MP production) in ΔmrpigG compared with M. ruber M7. Although the MP profiles of ΔmrpigG and M. ruber M7 were almost the same-with both having four yellow pigments, two orange pigments (OPs) and two red pigments (RPs)-their yields were decreased in ΔmrpigG to a certain extent. Particularly, the content of rubropunctatin (an OP) and its derivative rubropunctamine (an RP) in ΔmrpigG, both of which have a five-carbon side chain, accounted for 57.7%, and 22.3% of those in M. ruber M7. On the other hand, monascorubrin (an OP) and its derivative monascorubramine (an RP), both of which have a seven-carbon side chain, were increased by 1.15 and 2.55 times, respectively, in ΔmrpigG compared with M. ruber M7. These results suggest that the MrPigG protein may preferentially catalyze the biosynthesis of MPs with a five-carbon side chain.
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Affiliation(s)
- Li Li
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China;
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Fusheng Chen
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China;
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
- Correspondence:
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Genetic Modification of mfsT Gene Stimulating the Putative Penicillin Production in Monascus ruber M7 and Exhibiting the Sensitivity towards Precursor Amino Acids of Penicillin Pathway. Microorganisms 2019; 7:microorganisms7100390. [PMID: 31554331 PMCID: PMC6843564 DOI: 10.3390/microorganisms7100390] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 09/15/2019] [Accepted: 09/19/2019] [Indexed: 01/09/2023] Open
Abstract
The biosynthesis of penicillin G (PG) is compartmentalized, which forces penicillin and its intermediates to cross the membrane barriers. Although many aspects around the penicillin intermediates traffic system remain unclosed, the transmembrane transporter protein involvement has been only predicted. In the present work, detection of PG and isopenicillin N (IPN) in Monascus ruber M7 was performed and functions of mfst gene as a transporter were investigated by the combination of gene deletion (Δmfst) complementation (ΔmfsT::mfsT) and overexpression (M7::PtrpC-mfsT). While, the feeding of PG pathway precursor side chain and amino acids, i.e., phenylacetic acid, D-valine, and L-cysteine was performed for the interpretation of mfsT gene role as an intermediate transporter. The results showed that, the feeding of phenylacetic acid, D-valine, and L-cysteine possessed a significant effect on morphologies, secondary metabolites (SMs) production of all above-mentioned strains including M. ruber M7. The results of UPLC-MS/MS revealed that, ΔmfsT interrupt the penicillin G (PG) production in M. ruber M7 by blocking the IPN transportation, while PG and IPN produced by the ΔmfsT::mfsT have been recovered the similar levels to those of M. ruber M7. Conclusively, these findings suggest that the M. ruber M7 is, not only a PG producer, but also, indicate that the mfsT gene is supposed to play a key role in IPN intermediate compound transportation during the PG production in M. ruber M7.
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Lei M, Liu J, Fang Y, Shao Y, Li L, Yu JH, Chen F. Effects of Different G-Protein α-Subunits on Growth, Development and Secondary Metabolism of Monascus ruber M7. Front Microbiol 2019; 10:1555. [PMID: 31354659 PMCID: PMC6632705 DOI: 10.3389/fmicb.2019.01555] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Accepted: 06/21/2019] [Indexed: 11/13/2022] Open
Abstract
Strains of Monascus filamentous fungal species have been used to produce fermented foods in Asian countries, such as China, Japan, and The Korean Peninsula, for nearly 2,000 years. At present, their fermented products are widely used as food additives and nutraceutical supplements worldwide owing to their production of beneficial secondary metabolites. Heterotrimeric G-protein signaling pathways participate in regulating multiple biological processes in fungi. Previously, we identified three Monascus ruber M7 G-protein α subunits (Mga1–3) and demonstrated that Mga1 can regulate growth, reproduction and some secondary metabolites’ production. Here, we systematically analyzed and compared the roles of mga1–3 by combining single- and double-gene(s) knockouts and their transcriptomic data. First, mga2 and mga3 knock-out mutants and pairwise combinations of mga1–3 deletion strains were generated. Then the changes in growth, development and the main secondary metabolites, Monascus pigments and citrinin, in these mutants were systematically compared with M. ruber M7. Moreover, RNA-Seq analyses of these mutants were performed. All three Gα subunits worked together to regulate biological processes in M. ruber M7, with Mga1 playing a major role, while Mga2 and Mga3 playing supplemental roles. According to the existing literatures which we can find, gene knock-out mutants of the pairwise combination of mga1–3 and their transcriptome analysis are first reported in this study. The current results have clearly demonstrated the functional division of Mga1–3 in M. ruber M7, and could provide a deeper understanding of the effects of different Gα subunits on growth, development and secondary metabolism in other filamentous fungi.
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Affiliation(s)
- Ming Lei
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Jiao Liu
- Institute of Quality Standard and Testing Technology for Agro-Products, Hubei Academy of Agricultural Sciences, Wuhan, China
| | - Yang Fang
- National Engineering Research Center for Natural Medicines, Chengdu, China
| | - Yanchun Shao
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Li Li
- College of Life Science, Yangtze University, Jingzhou, China
| | - Jae-Hyuk Yu
- Departments of Bacteriology and Genetics, University of Wisconsin - Madison, Madison, WI, United States.,Department of Systems Biotechnology, Konkuk University, Seoul, South Korea
| | - Fusheng Chen
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
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Liu L, Zhao J, Huang Y, Xin Q, Wang Z. Diversifying of Chemical Structure of Native Monascus Pigments. Front Microbiol 2018; 9:3143. [PMID: 30622522 PMCID: PMC6308397 DOI: 10.3389/fmicb.2018.03143] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Accepted: 12/04/2018] [Indexed: 12/21/2022] Open
Abstract
Red Yeast Rice, produced by solid state fermentation of Monascus species on rice, is a traditional food additive and traditional Chinese medicine. With the introduction of modern microbiology and biotechnology to the traditional edible filamentous fungi Monascus species, it has been revealed that the production of red colorant by fermentation of Monascus species involves the biosynthesis of orange Monascus pigments and further chemical modification of orange Monascus pigments into the corresponding derivates with various amine residues. Further study indicates that non-Monascus species also produce Monascus pigments as well as Monascus-like pigments. Based on the chemical modification of orange Monascus pigments, the diversification of native Monascus pigments, including commercial food additives of Red Monascus Pigments® and Yellow Monascus Pigments® in Chinese market, was reviewed. Furthermore, Monascus pigments as well as their derivates as enzyme inhibitors for anti-obesity, hyperlipidemia, and hyperglycemia was also summarized.
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Affiliation(s)
- Lujie Liu
- State Key Laboratory of Microbial Metabolism, Engineering Research Center of Cell and Therapeutic Antibody, Ministry of Education, School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Jixing Zhao
- Shandong Zhonghui Biotechnology Co., Ltd., Binzhou, China
| | - Yaolin Huang
- State Key Laboratory of Microbial Metabolism, Engineering Research Center of Cell and Therapeutic Antibody, Ministry of Education, School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Qiao Xin
- State Key Laboratory of Microbial Metabolism, Engineering Research Center of Cell and Therapeutic Antibody, Ministry of Education, School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Zhilong Wang
- State Key Laboratory of Microbial Metabolism, Engineering Research Center of Cell and Therapeutic Antibody, Ministry of Education, School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
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Liang B, Du XJ, Li P, Sun CC, Wang S. Investigation of Citrinin and Pigment Biosynthesis Mechanisms in Monascus purpureus by Transcriptomic Analysis. Front Microbiol 2018; 9:1374. [PMID: 30002650 PMCID: PMC6031731 DOI: 10.3389/fmicb.2018.01374] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 06/06/2018] [Indexed: 12/23/2022] Open
Abstract
Monascus purpureus YY-1 is widely used in food colorant production in China. Our previous study clearly illustrated the whole-genome data for YY-1 and provided useful insight into evolutionary research and industrial applications. However, the presence of citrinin, which has nephrotoxic, hepatotoxic, and carcinogenic activities, has attracted attention to the safety of Monascus products. In an effort to reduce the harmful effects of citrinin in Monascus-related products, a random mutant of M. purpureus YY-1 with low citrinin production (designated as "winter") was obtained in this study. To analyze the biosynthesis and regulation mechanisms of pigment and citrinin, a transcriptomic analysis of the M. purpureus YY-1 and winter strains was performed. Comparative transcriptomic analysis reveals pksCT, the essential gene for citrinin synthesis, showed a low expression level in M. purpureus YY-1 and winter, which suggested there might be isoenzymes in M. purpureus YY-1 that were responsible for the citrinin synthesis during evolution. In addition, changes in transcription factor expression may also influence the network regulating the citrinin synthesis pathway in M. purpureus. Moreover, the yields of pigments produced by the winter mutant were significantly increased. Repressing the central carbon metabolism and improving the acetyl-CoA pool can contribute to a high pigment yield, and enhanced NADPH regeneration can also lead to the metabolic flux of pigment production in M. purpureus. Investigations into the biosynthesis and regulation of citrinin and pigment production in M. purpureus will enhance our knowledge of the mechanisms behind the biosynthesis of fungal secondary metabolites.
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Affiliation(s)
- Bin Liang
- Key Laboratory of Food Nutrition and Safety, Tianjin University of Science and Technology, Ministry of Education, Tianjin, China
| | - Xin-Jun Du
- Key Laboratory of Food Nutrition and Safety, Tianjin University of Science and Technology, Ministry of Education, Tianjin, China
| | - Ping Li
- Key Laboratory of Food Nutrition and Safety, Tianjin University of Science and Technology, Ministry of Education, Tianjin, China
| | - Chan-Chan Sun
- Key Laboratory of Food Nutrition and Safety, Tianjin University of Science and Technology, Ministry of Education, Tianjin, China
| | - Shuo Wang
- Key Laboratory of Food Nutrition and Safety, Tianjin University of Science and Technology, Ministry of Education, Tianjin, China.,Beijing Advanced Innovation Center for Food Nutrition and Human Health, Beijing Technology and Business University, Beijing, China
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Liang B, Du X, Li P, Sun C, Wang S. MptriA, an Acetyltransferase Gene Involved in Pigment Biosynthesis in M. purpureus YY-1. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018; 66:4129-4138. [PMID: 29633617 DOI: 10.1021/acs.jafc.8b00661] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Monascus pigments (Mps) have been used as food colorants for several centuries in Asian countries. MptriA is a putative acetyltransferase gene involved in the MPs biosynthesis. To analyze the function of MptriA, an MptriA disruption strain (Δ MptriA) and a complementation strain (Δ MptriA:: MptriA) were successfully obtained In addition to the loss of color, the disruption of MptriA had little effect on the phenotypes during growth on four different media. The Δ MptriA strain showed decreased pigment and citrinin production during the liquid-fermentation process. Transcriptional analysis showed that the expression of several genes involved in the synthesis of pigments and citrinin was down-regulated in Δ MptriA. These results demonstrated that the role of MptriA was to transfer an acyl group to the pyranoquinone structure of the polyketide chromophore during Monascus pigment biosynthesis and to influence the citrinin biosynthesis pathway. This study contributes to the exploration of pigment biosynthesis in M. purpureus.
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Affiliation(s)
- Bin Liang
- Key Laboratory of Food Nutrition and Safety (Tianjin University of Science & Technology) , Ministry of Education , Tianjin 300457 , China
| | - Xinjun Du
- Key Laboratory of Food Nutrition and Safety (Tianjin University of Science & Technology) , Ministry of Education , Tianjin 300457 , China
| | - Ping Li
- Key Laboratory of Food Nutrition and Safety (Tianjin University of Science & Technology) , Ministry of Education , Tianjin 300457 , China
| | - Chanchan Sun
- Key Laboratory of Food Nutrition and Safety (Tianjin University of Science & Technology) , Ministry of Education , Tianjin 300457 , China
| | - Shuo Wang
- Key Laboratory of Food Nutrition and Safety (Tianjin University of Science & Technology) , Ministry of Education , Tianjin 300457 , China
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Huang T, Tan H, Chen G, Wang L, Wu Z. Rising temperature stimulates the biosynthesis of water-soluble fluorescent yellow pigments and gene expression in Monascus ruber CGMCC10910. AMB Express 2017. [PMID: 28651383 PMCID: PMC5483225 DOI: 10.1186/s13568-017-0441-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Monascus species can produce secondary metabolites that have a polyketide structure. In this study, four types of extracellular water-soluble yellow pigments (Y1–Y4) were generated by submerged fermentation with Monascus ruber CGMCC 10910, of which Y3 and Y4 had strong yellow fluorescence. The composition of the pigment mixtures was closely related to the fermentation temperature. The dominating pigments changed from Y1 to Y3 and Y4 when fermentation temperature increased from 30 to 35 °C. Increasing the temperature to 35 °C changed the metabolic pathways of the pigments, which inhibited the biosynthesis of Y1 and enhanced the biosynthesis of Y3 and Y4. Moreover, the yield of Y1 reduced insignificantly, while the yields of Y3 and Y4 increased by 98.21 and 79.31% respectively under two-stage temperature fermentation condition. The expression levels of the relative pigment biosynthetic genes, such as MpFasA2, MpFasB2, MpPKS5, mppR1, mppB, and mppE, were up-regulated at 35 °C. The two-stage temperature strategy is a potential method for producing water-soluble Monascus yellow pigments with strong yellow fluorescence.
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Huang T, Tan H, Lu F, Chen G, Wu Z. Changing oxidoreduction potential to improve water-soluble yellow pigment production with Monascus ruber CGMCC 10910. Microb Cell Fact 2017; 16:208. [PMID: 29162105 PMCID: PMC5697053 DOI: 10.1186/s12934-017-0828-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2017] [Accepted: 11/16/2017] [Indexed: 11/24/2022] Open
Abstract
Background Monascus pigments are widely used in the food and pharmaceutical industries due to their safety to human health. Our previous study found that glucose concentration induced extracellular oxidoreduction potential (ORP) changes could influence extracellular water-soluble yellow pigment production by Monascus ruber CGMCC 10910 in submerged fermentation. In this study, H2O2 and dithiothreitol (DTT) were used to change the oxidoreduction potential for investigating the effects of oxidative or reductive substances on Monascus yellow pigment production by Monascus ruber CGMCC 10910. Results The extracellular ORP could be controlled by H2O2 and DTT. Both cell growth and extracellular water-soluble yellow pigment production were enhanced under H2O2-induced oxidative (HIO) conditions and were inhibited under dithiothreitol-induced reductive conditions. By optimizing the amount of H2O2 added and the timing of the addition, the yield of extracellular water-soluble yellow pigments significantly increased and reached a maximum of 209 AU, when 10 mM H2O2 was added on the 3rd day of fermentation with M. ruber CGMCC 10910. Under HIO conditions, the ratio of NADH/NAD+ was much lower than that in the control group, and the expression levels of relative pigment biosynthesis genes were up-regulated; moreover, the activity of glucose-6-phosphate dehydrogenase (G6PDH) was increased while 6-phosphofructokinase (PFK) activity was inhibited. Conclusions Oxidative conditions induced by H2O2 increased water-soluble yellow pigment accumulation via up-regulation of the expression levels of relative genes and by increasing the precursors of pigment biosynthesis through redirection of metabolic flux. In contrast, reductive conditions induced by dithiothreitol inhibited yellow pigment accumulation. This experiment provides a potential strategy for improving the production of Monascus yellow pigments. Electronic supplementary material The online version of this article (10.1186/s12934-017-0828-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Tao Huang
- School of Biology and Biological Engineering, Guangdong Provincial Key Laboratory of Fermentation and Enzyme Engineering, South China University of Technology, Guangzhou, 510006, China
| | - Hailing Tan
- School of Biology and Biological Engineering, Guangdong Provincial Key Laboratory of Fermentation and Enzyme Engineering, South China University of Technology, Guangzhou, 510006, China
| | - Fangju Lu
- School of Biology and Biological Engineering, Guangdong Provincial Key Laboratory of Fermentation and Enzyme Engineering, South China University of Technology, Guangzhou, 510006, China
| | - Gong Chen
- School of Biology and Biological Engineering, Guangdong Provincial Key Laboratory of Fermentation and Enzyme Engineering, South China University of Technology, Guangzhou, 510006, China
| | - Zhenqiang Wu
- School of Biology and Biological Engineering, Guangdong Provincial Key Laboratory of Fermentation and Enzyme Engineering, South China University of Technology, Guangzhou, 510006, China.
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Chen W, Chen R, Liu Q, He Y, He K, Ding X, Kang L, Guo X, Xie N, Zhou Y, Lu Y, Cox RJ, Molnár I, Li M, Shao Y, Chen F. Orange, red, yellow: biosynthesis of azaphilone pigments in Monascus fungi. Chem Sci 2017; 8:4917-4925. [PMID: 28959415 PMCID: PMC5603960 DOI: 10.1039/c7sc00475c] [Citation(s) in RCA: 197] [Impact Index Per Article: 24.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 04/20/2017] [Indexed: 12/23/2022] Open
Abstract
Monascus azaphilone pigments (MonAzPs) are very widely used as food colorants, but their biosynthetic pathway has remained poorly characterized for more than half a century. In this study, the individual steps of MonAzPs biosynthesis in Monascus ruber M7 were elucidated by a combination of targeted gene knockouts, heterologous gene expression, and in vitro chemical and enzymatic reactions. This study describes the first rational engineering of MonAzPs biosynthesis and provides a roadmap for future pathway engineering efforts directed towards the selective production of the most valuable pigments and serves as a model for the biosynthesis of fungal azaphilones in general.
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Affiliation(s)
- Wanping Chen
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Runfa Chen
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Qingpei Liu
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
- Natural Products Center , The University of Arizona , 250 E. Valencia Rd. , Tucson , Arizona 85706 , USA .
| | - Yi He
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Kun He
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Xiaoli Ding
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Lijing Kang
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Xiaoxiao Guo
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Nana Xie
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Youxiang Zhou
- Institute of Quality Standard and Testing Technology for Agro-Products , Hubei Academy of Agricultural Sciences , Wuhan , Hubei Province 430064 , China .
| | - Yuanyuan Lu
- Natural Products Center , The University of Arizona , 250 E. Valencia Rd. , Tucson , Arizona 85706 , USA .
- State Key Laboratory of Natural Medicines , School of Life Science and Technology , China Pharmaceutical University , 24 Tong Jia Xiang , Nanjing 210009 , China
| | - Russell J Cox
- Institut fur Organische Chemie , BMWZ , Leibniz Universitat Hannover , Schneiderberg 1B , 30167 Hannover , Germany
| | - István Molnár
- Natural Products Center , The University of Arizona , 250 E. Valencia Rd. , Tucson , Arizona 85706 , USA .
| | - Mu Li
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Yanchun Shao
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
| | - Fusheng Chen
- Key Laboratory of Environment Correlative Dietology , College of Food Science and Technology , Huazhong Agricultural University , Wuhan , Hubei Province 430070 , China . ; ; Tel: +86-27-87282111
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Hu M, Zhang X, Wang Z. Releasing intracellular product to prepare whole cell biocatalyst for biosynthesis of Monascus pigments in water–edible oil two-phase system. Bioprocess Biosyst Eng 2016; 39:1785-91. [DOI: 10.1007/s00449-016-1654-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 07/22/2016] [Indexed: 10/21/2022]
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