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Soberanes-Gutiérrez CV, Castillo-Jiménez A, Pérez-Rueda E, Galán-Vásquez E. Construction and analysis of gene co-expression network in the pathogenic fungus Ustilago maydis. Front Microbiol 2022; 13:1048694. [PMID: 36569046 PMCID: PMC9767968 DOI: 10.3389/fmicb.2022.1048694] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 11/21/2022] [Indexed: 12/12/2022] Open
Abstract
Introduction Biological systems respond to environmental disturbances and a wide range of compounds through complex gene interaction networks. The enormous growth of experimental information obtained using large-scale genomic techniques such as microarrays and RNA sequencing led to the construction of a wide variety of gene co-expression networks in recent years. These networks allow the discovery of clusters of co-expressed genes that potentially work in the same process linking them to biological processes often of interest to industrial, medicinal, and academic research. Methods In this study, we built the gene co-expression network of Ustilago maydis from the gene expression data of 168 samples belonging to 19 series, which correspond to the GPL3681 platform deposited in the NCBI using WGCNA software. This network was analyzed to identify clusters of co-expressed genes, gene hubs and Gene Ontology terms. Additionally, we identified relevant modules through a hypergeometric approach based on a predicted set of transcription factors and virulence genes. Results and Discussion We identified 13 modules in the gene co-expression network of U. maydis. The TFs enriched in the modules of interest belong to the superfamilies of Nucleic acid-binding proteins, Winged helix DNA-binding, and Zn2/Cys6 DNA-binding. On the other hand, the modules enriched with virulence genes were classified into diseases related to corn smut, Invasive candidiasis, among others. Finally, a large number of hypothetical, a large number of hypothetical genes were identified as highly co-expressed with virulence genes, making them possible experimental targets.
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Affiliation(s)
- Cinthia V. Soberanes-Gutiérrez
- Laboratorio de Ciencias Agrogenómicas, de la Escuela Nacional de Estudios Superiores Unidad León, Universidad Nacional Autónoma de México, León, Guanajuato, Mexico
| | - Alfredo Castillo-Jiménez
- Licenciatura en Biología, Facultad de Ciencias, Universidad Nacional Autónoma de México, Ciudad Universitaria, Mexico City, Mexico
| | - Ernesto Pérez-Rueda
- Unidad Académica Yucatán, Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Mérida, Mexico
| | - Edgardo Galán-Vásquez
- Departamento de Ingeniería de Sistemas Computacionales y Automatización, Instituto de Investigación en Matemáticas Aplicadas y en Sistemas. Universidad Nacional Autónoma de México, Ciudad Universitaria, Mexico City, Mexico,*Correspondence: Edgardo Galán-Vásquez,
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Chong P, Essoh JN, Arango Isaza RE, Keizer P, Stergiopoulos I, Seidl MF, Guzman M, Sandoval J, Verweij PE, Scalliet G, Sierotzski H, de Lapeyre de Bellaire L, Crous PW, Carlier J, Cros S, Meijer HJG, Peralta EL, Kema GHJ. A world-wide analysis of reduced sensitivity to DMI fungicides in the banana pathogen Pseudocercospora fijiensis. PEST MANAGEMENT SCIENCE 2021; 77:3273-3288. [PMID: 33764651 PMCID: PMC8252799 DOI: 10.1002/ps.6372] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 01/19/2021] [Accepted: 03/25/2021] [Indexed: 05/25/2023]
Abstract
BACKGROUND Pseudocercospora fijiensis is the causal agent of the black leaf streak disease (BLSD) of banana. Bananas are important global export commodities and a major staple food. Their susceptibility to BLSD pushes disease management towards excessive fungicide use, largely relying on multisite inhibitors and sterol demethylation inhibitors (DMIs). These fungicides are ubiquitous in plant disease control, targeting the CYP51 enzyme. We examined sensitivity to DMIs in P. fijiensis field isolates collected from various major banana production zones in Colombia, Costa Rica, Dominican Republic, Ecuador, the Philippines, Guadalupe, Martinique and Cameroon and determined the underlying genetic reasons for the observed phenotypes. RESULTS We observed a continuous range of sensitivity towards the DMI fungicides difenoconazole, epoxiconazole and propiconazole with clear cross-sensitivity. Sequence analyses of PfCYP51 in 266 isolates showed 28 independent amino acid substitutions, nine of which correlated with reduced sensitivity to DMIs. In addition to the mutations, we observed up to six insertions in the Pfcyp51 promoter. Such promoter insertions contain repeated elements with a palindromic core and correlate with the enhanced expression of Pfcyp51 and hence with reduced DMI sensitivity. Wild-type isolates from unsprayed bananas fields did not contain any promoter insertions. CONCLUSION The presented data significantly contribute to understanding of the evolution and global distribution of DMI resistance mechanisms in P. fijiensis field populations and facilitate the prediction of different DMI efficacy. The overall reduced DMI sensitivity calls for the deployment of a wider range of solutions for sustainable control of this major banana disease. © 2021 The Authors. Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
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Affiliation(s)
- Pablo Chong
- Centro de Investigaciones Biotecnológicas del Ecuador, CIBELaboratorio de FitopatologíaEscuela Superior Politécnica del Litoral, ESPOL.km 30.5 via perimetralGuayaquil090112Ecuador
- Wageningen ResearchWageningen University and ResearchWageningenThe Netherlands
| | - Josué Ngando Essoh
- Unité de Recherches sur les Systèmes de Production Durables (SYSPROD)Laboratoire de PhytopathologieCentre Africain de Recherches sur Bananiers et Plantain, CARBAPDoualaCameroun
- UPR GECOCIRADMontpellierFrance
| | - Rafael E Arango Isaza
- Escuela de BiocienciasUniversidad Nacional de Colombia, Sede Medellín (UNALMED)MedellínColombia
- Corporación para Investigaciones BiológicasUnidad de biotecnología Vegetal (CIB)MedellínColombia
| | - Paul Keizer
- BiometrisWageningen University and ResearchWageningenThe Netherlands
| | | | | | - Mauricio Guzman
- Departamento de FitoprotecciónCorporación Bananera Nacional (CORBANA S.A.)LimónCosta Rica
| | - Jorge Sandoval
- Departamento de FitoprotecciónCorporación Bananera Nacional (CORBANA S.A.)LimónCosta Rica
| | - Paul E Verweij
- Department of Medical MicrobiologyRadboud University Nijmegen Medical CenterNijmegenThe Netherlands
| | - Gabriel Scalliet
- Disease control groupSyngenta Crop Protection AGSteinSwitzerland
| | - Helge Sierotzski
- Disease control groupSyngenta Crop Protection AGSteinSwitzerland
| | | | - Pedro W Crous
- Hugo R. KruytgebouwUtrecht UniversityUtrechtThe Netherlands
- Lab of Evolutionary PhytopahtologyCBS‐KNAW Fungal Biodiversity CenterUtrechtThe Netherlands
| | - Jean Carlier
- UMR BGPICIRADMontpellierFrance
- BGPIMontpellier University, Cirad, Inrae, Montpellier SupAgroMontpellierFrance
| | - Sandrine Cros
- BGPIMontpellier University, Cirad, Inrae, Montpellier SupAgroMontpellierFrance
| | - Harold J G Meijer
- Wageningen ResearchWageningen University and ResearchWageningenThe Netherlands
| | - Esther Lilia Peralta
- Centro de Investigaciones Biotecnológicas del Ecuador, CIBELaboratorio de FitopatologíaEscuela Superior Politécnica del Litoral, ESPOL.km 30.5 via perimetralGuayaquil090112Ecuador
| | - Gert H J Kema
- Wageningen ResearchWageningen University and ResearchWageningenThe Netherlands
- Laboratory of PhytopathologyWageningen University and ResearchWageningenThe Netherlands
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Khan RAA, Najeeb S, Hussain S, Xie B, Li Y. Bioactive Secondary Metabolites from Trichoderma spp. against Phytopathogenic Fungi. Microorganisms 2020; 8:E817. [PMID: 32486107 PMCID: PMC7356054 DOI: 10.3390/microorganisms8060817] [Citation(s) in RCA: 64] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 05/05/2020] [Accepted: 05/28/2020] [Indexed: 01/06/2023] Open
Abstract
Phytopathogenic fungi, causing significant economic and production losses, are becoming a serious threat to global food security. Due to an increase in fungal resistance and the hazardous effects of chemical fungicides to human and environmental health, scientists are now engaged to explore alternate non-chemical and ecofriendly management strategies. The use of biocontrol agents and their secondary metabolites (SMs) is one of the potential approaches used today. Trichoderma spp. are well known biocontrol agents used globally. Many Trichoderma species are the most prominent producers of SMs with antimicrobial activity against phytopathogenic fungi. Detailed information about these secondary metabolites, when grouped together, enhances the understanding of their efficient utilization and further exploration of new bioactive compounds for the management of plant pathogenic fungi. The current literature provides the information about SMs of Trichoderma spp. in a different context. In this review, we summarize and group different antifungal SMs of Trichoderma spp. against phytopathogenic fungi along with a comprehensive overview of some aspects related to their chemistry and biosynthesis. Moreover, a brief overview of the biosynthesis pathway, action mechanism, and different approaches for the analysis of SMs and the factors affecting the regulation of SMs in Trichoderma is also discussed.
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Affiliation(s)
- Raja Asad Ali Khan
- Institute of Vegetables and Flowers (Plant Pathology Lab), Chinese Academy of Agricultural Sciences, Beijing 100081, China; (R.A.A.K.); (S.N.)
| | - Saba Najeeb
- Institute of Vegetables and Flowers (Plant Pathology Lab), Chinese Academy of Agricultural Sciences, Beijing 100081, China; (R.A.A.K.); (S.N.)
| | - Shaukat Hussain
- Department of Plant Pathology, The University of Agriculture Peshawar, Peshawar 25130, Pakistan;
| | - Bingyan Xie
- Institute of Vegetables and Flowers (Plant Pathology Lab), Chinese Academy of Agricultural Sciences, Beijing 100081, China; (R.A.A.K.); (S.N.)
| | - Yan Li
- Institute of Vegetables and Flowers (Plant Pathology Lab), Chinese Academy of Agricultural Sciences, Beijing 100081, China; (R.A.A.K.); (S.N.)
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Torres S, González-Ramírez M, Gavilán J, Paz C, Palfner G, Arnold N, Fuentealba J, Becerra J, Pérez C, Cabrera-Pardo JR. Exposure to UV-B Radiation Leads to Increased Deposition of Cell Wall-Associated Xerocomic Acid in Cultures of Serpula himantioides. Appl Environ Microbiol 2019; 85:e00870-19. [PMID: 31285193 PMCID: PMC6715839 DOI: 10.1128/aem.00870-19] [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: 04/15/2019] [Accepted: 06/27/2019] [Indexed: 11/20/2022] Open
Abstract
Many fungi are thought to have developed morphological and physiological adaptations to cope with exposure to UV-B radiation, but in most species, such responses and their protective effects have not been explored. Here, we study the adaptive response to UV-B radiation in the widespread, saprotrophic fungus Serpula himantioides, frequently found colonizing coniferous wood in nature. We report the morphological and chemical responses of S. himantioides to controlled intensities of UV-B radiation, under in vitro culture conditions. Ultraviolet radiation induced a decrease in the growth rate of S. himantioides but did not cause gross morphological changes. Instead, we observed accumulation of pigments near the cell wall with increasing intensities of UV-B radiation. Nuclear magnetic resonance (NMR) and high-performance liquid chromatography-mass spectrometry (HPLC-MS) analyses revealed that xerocomic acid was the main pigment present, both before and after UV-B exposure, increasing from 7 mg/liter to 15 mg/liter after exposure. We show that xerocomic acid is a photoprotective metabolite with strong antioxidant abilities, as evidenced by DPPH (2,2-diphenyl-1-picrylhydrazyl), ABTS [2,2'-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt], and oxygen radical absorbance capacity (ORAC) assays. Finally, we assessed the capacity of xerocomic acid as a photoprotective agent on HEK293 cells and observed better photoprotective properties than those of β-carotene. Xerocomic acid is therefore a promising natural product for development as a UV-protective ingredient in cosmetic and pharmaceutical products.IMPORTANCE Our study shows the morphological and chemical responses of S. himantioides to controlled doses of UV-B radiation under in vitro culture conditions. We found that increased biosynthesis of xerocomic acid was the main strategy adopted by S. himantioides against UV-B radiation. Xerocomic acid showed strong antioxidant and photoprotective abilities, which has not previously been reported. Our results indicate that upon UV-B exposure, S. himantioides decreases its hyphal growth rate and uses this energy instead to increase the biosynthesis of xerocomic acid, which is allocated near the cell wall. This metabolic switch likely allows xerocomic acid to efficiently defend S. himantioides from UV radiation through its antioxidant and photoprotective properties. The findings further suggest that xerocomic acid is a promising candidate for development as a cosmetic ingredient to protect against UV radiation and should therefore be investigated in depth in the near future both in vitro and in vivo.
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Affiliation(s)
- Solange Torres
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Mariela González-Ramírez
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Javiera Gavilán
- Departamento de Fisiología, Facultad de Ciencias Biológicas, Universidad de Concepción, Concepción, Chile
| | - Cristian Paz
- Departamento de Ciencias Básicas, Universidad de La Frontera, Temuco, Chile
| | - Goetz Palfner
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Norbert Arnold
- Department of Bioorganic Chemistry, Leibniz Institute of Plant Biochemistry, Halle, Germany
| | - Jorge Fuentealba
- Departamento de Fisiología, Facultad de Ciencias Biológicas, Universidad de Concepción, Concepción, Chile
| | - José Becerra
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Claudia Pérez
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Jaime R Cabrera-Pardo
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
- Departamento de Química, Facultad de Ciencias, Universidad del Bio-Bio, Concepción, Chile
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Botcinic acid biosynthesis in Botrytis cinerea relies on a subtelomeric gene cluster surrounded by relics of transposons and is regulated by the Zn2Cys6 transcription factor BcBoa13. Curr Genet 2019; 65:965-980. [DOI: 10.1007/s00294-019-00952-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 02/26/2019] [Accepted: 03/02/2019] [Indexed: 01/11/2023]
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Guzmán-Chávez F, Zwahlen RD, Bovenberg RAL, Driessen AJM. Engineering of the Filamentous Fungus Penicillium chrysogenum as Cell Factory for Natural Products. Front Microbiol 2018; 9:2768. [PMID: 30524395 PMCID: PMC6262359 DOI: 10.3389/fmicb.2018.02768] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Accepted: 10/29/2018] [Indexed: 12/14/2022] Open
Abstract
Penicillium chrysogenum (renamed P. rubens) is the most studied member of a family of more than 350 Penicillium species that constitute the genus. Since the discovery of penicillin by Alexander Fleming, this filamentous fungus is used as a commercial β-lactam antibiotic producer. For several decades, P. chrysogenum was subjected to a classical strain improvement (CSI) program to increase penicillin titers. This resulted in a massive increase in the penicillin production capacity, paralleled by the silencing of several other biosynthetic gene clusters (BGCs), causing a reduction in the production of a broad range of BGC encoded natural products (NPs). Several approaches have been used to restore the ability of the penicillin production strains to synthetize the NPs lost during the CSI. Here, we summarize various re-activation mechanisms of BGCs, and how interference with regulation can be used as a strategy to activate or silence BGCs in filamentous fungi. To further emphasize the versatility of P. chrysogenum as a fungal production platform for NPs with potential commercial value, protein engineering of biosynthetic enzymes is discussed as a tool to develop de novo BGC pathways for new NPs.
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Affiliation(s)
- Fernando Guzmán-Chávez
- Molecular Microbiology, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands.,Synthetic Biology and Cell Engineering, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Reto D Zwahlen
- Molecular Microbiology, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands.,Synthetic Biology and Cell Engineering, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands
| | - Roel A L Bovenberg
- Synthetic Biology and Cell Engineering, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands.,DSM Biotechnology Centre, Delft, Netherlands
| | - Arnold J M Driessen
- Molecular Microbiology, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands.,Synthetic Biology and Cell Engineering, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, Netherlands
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Production of lovastatin and itaconic acid by Aspergillus terreus: a comparative perspective. World J Microbiol Biotechnol 2017; 33:34. [PMID: 28102516 PMCID: PMC5247550 DOI: 10.1007/s11274-017-2206-9] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2016] [Accepted: 01/06/2017] [Indexed: 12/20/2022]
Abstract
Aspergillus terreus is a textbook example of an industrially relevant filamentous fungus. It is used for the biotechnological production of two valuable metabolites, namely itaconic acid and lovastatin. Itaconic acid serves as a precursor in polymer industry, whereas lovastatin found its place in the pharmaceutical market as a cholesterol-lowering statin drug and a precursor for semisynthetic statins. Interestingly, their biosynthetic gene clusters were shown to reside in the common genetic neighborhood. Despite the genomic proximity of the underlying biosynthetic genes, the production of lovastatin and itaconic acid was shown to be favored by different factors, especially with respect to pH values of the broth. While there are several reviews on various aspects of lovastatin and itaconic acid production, the survey on growth conditions, biochemistry and morphology related to the formation of these two metabolites has never been presented in the comparative manner. The aim of the current review is to outline the correlations and contrasts with respect to process-related and biochemical discoveries regarding itaconic acid and lovastatin production by A. terreus.
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Macheleidt J, Mattern DJ, Fischer J, Netzker T, Weber J, Schroeckh V, Valiante V, Brakhage AA. Regulation and Role of Fungal Secondary Metabolites. Annu Rev Genet 2016; 50:371-392. [DOI: 10.1146/annurev-genet-120215-035203] [Citation(s) in RCA: 219] [Impact Index Per Article: 27.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Juliane Macheleidt
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
| | - Derek J. Mattern
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
- Institute for Microbiology, Friedrich Schiller University Jena, 07737 Jena, Germany
| | - Juliane Fischer
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
- Institute for Microbiology, Friedrich Schiller University Jena, 07737 Jena, Germany
| | - Tina Netzker
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
- Institute for Microbiology, Friedrich Schiller University Jena, 07737 Jena, Germany
| | - Jakob Weber
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
- Institute for Microbiology, Friedrich Schiller University Jena, 07737 Jena, Germany
| | - Volker Schroeckh
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
| | - Vito Valiante
- Research Group Biobricks of Microbial Natural Product Syntheses, Leibniz Institute for Natural Product Research and Infection Biology (HKI), 07745 Jena, Germany;
| | - Axel A. Brakhage
- Department of Molecular and Applied Microbiology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute (HKI), 07745 Jena, Germany; , , , , , ,
- Institute for Microbiology, Friedrich Schiller University Jena, 07737 Jena, Germany
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