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Gong Y, Li S, Zhao D, Yuan X, Zhou Y, Chen F, Shao Y. From Random Perturbation to Precise Targeting: A Comprehensive Review of Methods for Studying Gene Function in Monascus Species. J Fungi (Basel) 2024; 10:892. [PMID: 39728388 DOI: 10.3390/jof10120892] [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: 11/13/2024] [Revised: 12/19/2024] [Accepted: 12/20/2024] [Indexed: 12/28/2024] Open
Abstract
Monascus, a genus of fungi known for its fermentation capability and production of bioactive compounds, such as Monascus azaphilone pigments and Monacolin K, have received considerable attention because of their potential in biotechnological applications. Understanding the genetic basis of these metabolic pathways is crucial for optimizing the fermentation and enhancing the yield and quality of these products. However, Monascus spp. are not model fungi, and knowledge of their genetics is limited, which is a great challenge in understanding physiological and biochemical phenomena at the genetic level. Since the first application of particle bombardment to explore gene function, it has become feasible to link the phenotypic variation and genomic information on Monascus strains. In recent decades, accurate gene editing assisted by genomic information has provided a solution to analyze the functions of genes involved in the metabolism and development of Monascus spp. at the molecular level. This review summarizes most of the genetic manipulation tools used in Monascus spp. and emphasizes Agrobacterium tumefaciens-mediated transformation and nuclease-guided gene editing, providing comprehensive references for scholars to select suitable genetic manipulation tools to investigate the functions of genes of interest in Monascus spp.
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Affiliation(s)
- Yunxia Gong
- College of Food Science and Technology, Wuhan Business University, Wuhan 430056, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Shengfa Li
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Deqing Zhao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Xi Yuan
- College of Food Science and Technology, Wuhan Business University, Wuhan 430056, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Yin Zhou
- College of Food Science and Technology, Wuhan Business University, Wuhan 430056, China
| | - Fusheng Chen
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China
| | - Yanchun Shao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan 430070, China
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Gong Y, Li S, Liu Q, Chen F, Shao Y. CRISPR/Cas9 system is a suitable gene targeting editing tool to filamentous fungus Monascus pilosus. Appl Microbiol Biotechnol 2024; 108:154. [PMID: 38240803 PMCID: PMC10799099 DOI: 10.1007/s00253-023-12865-x] [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: 06/04/2023] [Revised: 10/08/2023] [Accepted: 10/18/2023] [Indexed: 01/22/2024]
Abstract
Monascus pilosus has been used to produce lipid-lowering drugs rich in monacolin K (MK) for a long period. Genome mining reveals there are still many potential genes worth to be explored in this fungus. Thereby, efficient genetic manipulation tools will greatly accelerate this progress. In this study, we firstly developed the protocol to prepare protoplasts for recipient of CRISPR/Cas9 system. Subsequently, the vector and donor DNA were co-transformed into recipients (106 protoplasts/mL) to produce 60-80 transformants for one test. Three genes (mpclr4, mpdot1, and mplig4) related to DNA damage response (DDR) were selected to compare the gene replacement frequencies (GRFs) of Agrobacterium tumefaciens-mediated transformation (ATMT) and CRISPR/Cas9 gene editing system (CGES) in M. pilosus MS-1. The results revealed that GRF of CGES was approximately five times greater than that of ATMT, suggesting that CGES was superior to ATMT as a targeting gene editing tool in M. pilosus MS-1. The inactivation of mpclr4 promoted DDR via the non-homologous end-joining (NHEJ) and increased the tolerances to DNA damaging agents. The inactivation of mpdot1 blocked DDR and led to the reduced tolerances to DNA damaging agents. The inactivation of mplig4 mainly blocked the NHEJ pathway and led to obviously reduced tolerances to DNA damaging agents. The submerged fermentation showed that the ability to produce MK in strain Δmpclr4 was improved by 52.6% compared to the wild type. This study provides an idea for more effective exploration of gene functions in Monascus strains. KEY POINTS: • A protocol of high-quality protoplasts for CGES has been developed in M. pilosus. • The GRF of CGES was about five times that of ATMT in M. pilosus. • The yield of MK for Δmpclr4 was enhanced by 52.6% compared with the wild type.
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Affiliation(s)
- Yunxia Gong
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Shengfa Li
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Qianrui Liu
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
| | - Fusheng Chen
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan, 430070, China
| | - Yanchun Shao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, China.
- Hubei International Scientific and Technological Cooperation Base of Traditional Fermented Foods, Huazhong Agricultural University, Wuhan, 430070, China.
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Acs-Szabo L, Papp LA, Takacs S, Miklos I. Disruption of the Schizosaccharomyces japonicus lig4 Disturbs Several Cellular Processes and Leads to a Pleiotropic Phenotype. J Fungi (Basel) 2023; 9:jof9050550. [PMID: 37233261 DOI: 10.3390/jof9050550] [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: 01/18/2023] [Revised: 04/15/2023] [Accepted: 05/05/2023] [Indexed: 05/27/2023] Open
Abstract
Gene targeting is a commonly used method to reveal the function of genes. Although it is an attractive tool for molecular studies, it can frequently be a challenge because its efficiency can be low and it requires the screening of a large number of transformants. Generally, these problems originate from the elevated level of ectopic integration caused by non-homologous DNA end joining (NHEJ). To eliminate this problem, NHEJ-related genes are frequently deleted or disrupted. Although these manipulations can improve gene targeting, the phenotype of the mutant strains raised the question of whether mutations have side effects. The aim of this study was to disrupt the lig4 gene in the dimorphic fission yeast, S. japonicus, and investigate the phenotypic changes of the mutant strain. The mutant cells have shown various phenotypic changes, such as increased sporulation on complete medium, decreased hyphal growth, faster chronological aging, and higher sensitivity to heat shock, UV light, and caffeine. In addition, higher flocculation capacity has been observed, especially at lower sugar concentrations. These changes were supported by transcriptional profiling. Many genes belonging to metabolic and transport processes, cell division, or signaling had altered mRNA levels compared to the control strain. Although the disruption improved the gene targeting, we assume that the lig4 inactivation can cause unexpected physiological side effects, and we have to be very careful with the manipulations of the NHEJ-related genes. To reveal the exact mechanisms behind these changes, further investigations are required.
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Affiliation(s)
- Lajos Acs-Szabo
- Department of Genetics and Applied Microbiology, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, 4032 Debrecen, Hungary
| | - Laszlo Attila Papp
- Department of Genetics and Applied Microbiology, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, 4032 Debrecen, Hungary
| | - Szonja Takacs
- Department of Genetics and Applied Microbiology, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, 4032 Debrecen, Hungary
| | - Ida Miklos
- Department of Genetics and Applied Microbiology, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, 4032 Debrecen, Hungary
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Chang PK. A Simple CRISPR/Cas9 System for Efficiently Targeting Genes of Aspergillus Section Flavi Species, Aspergillus nidulans, Aspergillus fumigatus, Aspergillus terreus, and Aspergillus niger. Microbiol Spectr 2023; 11:e0464822. [PMID: 36651760 PMCID: PMC9927283 DOI: 10.1128/spectrum.04648-22] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 12/23/2022] [Indexed: 01/19/2023] Open
Abstract
For Aspergillus flavus, a pathogen of considerable economic and health concern, successful gene knockout work for more than a decade has relied nearly exclusively on using nonhomologous end-joining pathway (NHEJ)-deficient recipients via forced double-crossover recombination of homologous sequences. In this study, a simple CRISPR/Cas9 (clustered regularly interspaced short palindromic repeats/CRISPR-associated nuclease) genome editing system that gave extremely high (>95%) gene-targeting frequencies in A. flavus was developed. It contained a shortened Aspergillus nidulans AMA1 autonomously replicating sequence that maintained good transformation frequencies and Aspergillus oryzae ptrA as the selection marker for pyrithiamine resistance. Expression of the codon-optimized cas9 gene was driven by the A. nidulans gpdA promoter and trpC terminator. Expression of single guide RNA (sgRNA) cassettes was controlled by the A. flavus U6 promoter and terminator. The high transformation and gene-targeting frequencies of this system made generation of A. flavus gene knockouts with or without phenotypic changes effortless. Additionally, multiple-gene knockouts of A. flavus conidial pigment genes (olgA/copT/wA or olgA/yA/wA) were quickly generated by a sequential approach. Cotransforming sgRNA vectors targeting A. flavus kojA, yA, and wA gave 52%, 40%, and 8% of single-, double-, and triple-gene knockouts, respectively. The system was readily applicable to other section Flavi aspergilli (A. parasiticus, A. oryzae, A. sojae, A. nomius, A. bombycis, and A. pseudotamarii) with comparable transformation and gene-targeting efficiencies. Moreover, it gave satisfactory gene-targeting efficiencies (>90%) in A. nidulans (section Nidulantes), A. fumigatus (section Fumigati), A. terreus (section Terrei), and A. niger (section Nigri). It likely will have a broad application in aspergilli. IMPORTANCE CRISPR/Cas9 genome editing systems have been developed for many aspergilli. Reported gene-targeting efficiencies vary greatly and are dependent on delivery methods, repair mechanisms of induced double-stranded breaks, selection markers, and genetic backgrounds of transformation recipient strains. They are also mostly strain specific or species specific. This developed system is highly efficient and allows knocking out multiple genes in A. flavus efficiently either by sequential transformation or by cotransformation of individual sgRNA vectors if desired. It is readily applicable to section Flavi species and aspergilli in other sections ("section" is a taxonomic rank between genus and species). This cross-Aspergillus section system is for wild-type isolates and does not require homologous donor DNAs to be added, NHEJ-deficient strains to be created, or forced recycling of knockout recipients to be performed for multiple-gene targeting. Hence, it simplifies and expedites the gene-targeting process significantly.
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Affiliation(s)
- Perng-Kuang Chang
- Southern Regional Research Center, Agricultural Research Service, U.S. Department of Agriculture, New Orleans, Louisiana, USA
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Xu N, Li L, Chen F. Construction of gene modification system with highly efficient and markerless for Monascus ruber M7. Front Microbiol 2022; 13:952323. [PMID: 35979480 PMCID: PMC9376451 DOI: 10.3389/fmicb.2022.952323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 06/27/2022] [Indexed: 11/16/2022] Open
Abstract
Monascus spp. are traditional medicinal and edible filamentous fungi in China, and can produce various secondary metabolites, such as Monascus pigments (MPs) and citrinin (CIT). Genetic modification methods, such as gene knock-out, complementation, and overexpression, have been used extensively to investigate the function of related genes in Monascus spp.. However, the resistance selection genes that can have been used for genetic modification in Monascus spp. are limited, and the gene replacement frequency (GRF) is usually <5%. Therefore, we are committed to construct a highly efficient gene editing system without resistance selection marker gene. In this study, using M. ruber M7 as the starting strain, we successfully constructed a so-called markerlessly and highly genetic modification system including the mutants ΔmrpyrGΔmrlig4 and ΔmrpyrGΔmrlig4::mrpyrG, in which we used the endogenous gene mrpyrG from M. ruber M7 instead of the resistance marker gene as the screening marker, and simultaneously deleted mrlig4 related to non-homologous end joining in M. ruber M7. Then, the morphology, the growth rate, the production of MPs and CIT of the mutants were analyzed. And the results show that the mutant strains have normal mycelia, cleistothecia and conidia on PDA+Uridine(U) plate, the biomass of each mutant is also no different from M. ruber M7. However, the U addition also has a certain effect on the orange and red pigments yield of M. ruber M7, which needs our further study. Finally, we applied the system to delete multiple genes from M. ruber M7 separately or continuously without any resistance marker gene, and found that the average GRF of ΔmrpyrGΔmrlig4 was about 18 times of that of M. ruber M7. The markerlessly and highly genetic modification system constructed in current study not only will be used for multi-gene simultaneous modification in Monascus spp., and also lays a foundation for investigating the effects of multi-genes modification on Monascus spp..
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Affiliation(s)
- Na Xu
- 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
| | - Li Li
- 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
- Hubei Key Laboratory of Quality Control of Characteristic Fruits and Vegetables, Hubei Engineering University, Xiaogan, China
- College of Life Science and Technology, Hubei Engineering University, Xiaogan, 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
- *Correspondence: Fusheng Chen
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Ding Y, Wang KF, Wang WJ, Ma YR, Shi TQ, Huang H, Ji XJ. Increasing the homologous recombination efficiency of eukaryotic microorganisms for enhanced genome engineering. Appl Microbiol Biotechnol 2019; 103:4313-4324. [DOI: 10.1007/s00253-019-09802-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 03/26/2019] [Accepted: 03/27/2019] [Indexed: 11/28/2022]
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Adames NR, Gallegos JE, Peccoud J. Yeast genetic interaction screens in the age of CRISPR/Cas. Curr Genet 2019; 65:307-327. [PMID: 30255296 PMCID: PMC6420903 DOI: 10.1007/s00294-018-0887-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 09/14/2018] [Accepted: 09/18/2018] [Indexed: 12/21/2022]
Abstract
The ease of performing both forward and reverse genetics in Saccharomyces cerevisiae, along with its stable haploid state and short generation times, has made this budding yeast the consummate model eukaryote for genetics. The major advantage of using budding yeast for reverse genetics is this organism's highly efficient homology-directed repair, allowing for precise genome editing simply by introducing DNA with homology to the chromosomal target. Although plasmid- and PCR-based genome editing tools are quite efficient, they depend on rare spontaneous DNA breaks near the target sequence. Consequently, they can generate only one genomic edit at a time, and the edit must be associated with a selectable marker. However, CRISPR/Cas technology is efficient enough to permit markerless and multiplexed edits in a single step. These features have made CRISPR/Cas popular for yeast strain engineering in synthetic biology and metabolic engineering applications, but it has not been widely employed for genetic screens. In this review, we critically examine different methods to generate multi-mutant strains in systematic genetic interaction screens and discuss the potential of CRISPR/Cas to supplement or improve on these methods.
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Affiliation(s)
- Neil R Adames
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO, 80523, USA
| | - Jenna E Gallegos
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO, 80523, USA
| | - Jean Peccoud
- Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, CO, 80523, USA.
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Qin X, Li R, Luo X, Lin Y, Feng JX. Deletion of ligD significantly improves gene targeting frequency in the lignocellulolytic filamentous fungus Penicillium oxalicum. Fungal Biol 2017; 121:615-623. [PMID: 28606356 DOI: 10.1016/j.funbio.2017.04.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Revised: 03/29/2017] [Accepted: 04/17/2017] [Indexed: 01/05/2023]
Abstract
To improve the gene targeting frequency (GTF) in the lignocellulolytic filamentous fungus Penicillium oxalicum HP7-1, the non-homologous end-joining (NHEJ) gene ligD was deleted. The obtained PoligD deletion mutant ΔPoligD showed no apparent defect in cellulase production, growth rate, and sensitivity towards osmotic stress and mutagen ethyl methanesulphonate (EMS), while increased sensitivity to high concentrations of methyl methanesulfonate (MMS). Deletion of PoligD gene resulted in significantly increased GTFs at three different loci in P. oxalicum, which are even higher than those in Poku70 deletion mutant. The GTF in ΔPoligD at PoargB (reached 97 %) and PoagaA (reached 90 %) loci increased 5.1- and 1.2-fold compared with that in wild-type strain (WT), while at the Podpp4 locus GTF was up to 27 % in ΔPoligD but close to 0 % in WT, with 0.5 kb homologous flanking regions. Furthermore, the argB and agaA nutritional selection in P. oxalicum was demonstrated and the PoargB and PoagaA genes could be used as selective markers in this fungus. Thus, the PoligD deletion mutant can be an important tool for the functional analysis of genes in P. oxalicum.
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Affiliation(s)
- Xiulin Qin
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Road, Nanning, Guangxi, 530004, PR China.
| | - Ruijie Li
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Road, Nanning, Guangxi, 530004, PR China.
| | - Xiang Luo
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Road, Nanning, Guangxi, 530004, PR China.
| | - Yanmei Lin
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Road, Nanning, Guangxi, 530004, PR China.
| | - Jia-Xun Feng
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Road, Nanning, Guangxi, 530004, PR China.
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High-throughput screening of high Monascus pigment-producing strain based on digital image processing. J Ind Microbiol Biotechnol 2016; 43:451-61. [DOI: 10.1007/s10295-015-1729-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Accepted: 12/24/2015] [Indexed: 11/26/2022]
Abstract
Abstract
This work proposed a new method which applied image processing and support vector machine (SVM) for screening of mold strains. Taking Monascus as example, morphological characteristics of Monascus colony were quantified by image processing. And the association between the characteristics and pigment production capability was determined by SVM. On this basis, a highly automated screening strategy was achieved. The accuracy of the proposed strategy is 80.6 %, which is compatible with the existing methods (81.1 % for microplate and 85.4 % for flask). Meanwhile, the screening of 500 colonies only takes 20–30 min, which is the highest rate among all published results. By applying this automated method, 13 strains with high-predicted production were obtained and the best one produced as 2.8-fold (226 U/mL) of pigment and 1.9-fold (51 mg/L) of lovastatin compared with the parent strain. The current study provides us with an effective and promising method for strain improvement.
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Liu Q, Cai L, Shao Y, Zhou Y, Li M, Wang X, Chen F. Inactivation of the global regulator LaeA in Monascus ruber results in a species-dependent response in sporulation and secondary metabolism. Fungal Biol 2015; 120:297-305. [PMID: 26895858 DOI: 10.1016/j.funbio.2015.10.008] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Revised: 10/27/2015] [Accepted: 10/28/2015] [Indexed: 12/31/2022]
Abstract
The nuclear regulator LaeA has been proven to globally govern fungal development and secondary metabolism, but its function may be species-dependent, even though its amino acid sequences are well conserved in numerous fungi. Herein we identified the LaeA in Monascus ruber M7 (MrLaeA), and verified its role to mediate growth, sporulation and secondary metabolism. Results showed that the radial growth rate of the selected MrlaeA knock-out mutant (MrΔlaeA-22) was significantly faster than that of the parental strain M. ruber M7, and growth was accompanied by the formation of an abnormal colony phenotype with more abundant aerial hyphae. Interestingly, conidia production of the MrΔlaeA-22 strain was about thrice that of M. ruber M7, but ascospores were not observed in the MrΔlaeA-22 strain. Additionally, compared to M. ruber M7, MrΔlaeA-22 exhibited drastically reduced production of multiple secondary metabolites, especially those of the six well-known Monascus pigments and citrinin. Simultaneously, the selected MrlaeA complementation strain (MrΔlaeA::laeA-45) nearly recovered the capacity for sporulation and secondary metabolism observed in the parental strain. These results demonstrate that MrLaeA regulates not only secondary metabolism, but also asexual and sexual differentiation in M. ruber, but some of its regulation appears to differ from other fungi.
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Affiliation(s)
- Qingpei Liu
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China
| | - Li Cai
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China
| | - Yanchun Shao
- Key Laboratory of Environment Correlative Dietology, Huazhong Agricultural University, Ministry of Education, Wuhan 430070, Hubei Province, PR China; College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China
| | - Youxiang Zhou
- Institute of Quality Standard and Testing Technology for Agro-Products, Hubei Academy of Agricultural Sciences, Wuhan 430070, Hubei Province, PR China
| | - Mu Li
- Key Laboratory of Environment Correlative Dietology, Huazhong Agricultural University, Ministry of Education, Wuhan 430070, Hubei Province, PR China; College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China
| | - Xiaohong Wang
- National Key Laboratory of Agro-Microbiology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China; College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China.
| | - Fusheng Chen
- Key Laboratory of Environment Correlative Dietology, Huazhong Agricultural University, Ministry of Education, Wuhan 430070, Hubei Province, PR China; National Key Laboratory of Agro-Microbiology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China; College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, Hubei Province, PR China.
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