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Fan T, Ren R, Tang S, Zhou Y, Cai M, Zhao W, He Y, Xu J. Transcriptomics combined with metabolomics unveiled the key genes and metabolites of mycelium growth in Morchella importuna. Front Microbiol 2023; 14:1079353. [PMID: 36819010 PMCID: PMC9929000 DOI: 10.3389/fmicb.2023.1079353] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 01/04/2023] [Indexed: 02/04/2023] Open
Abstract
Morels (Morchella) are one of the most popular edible fungi in the world, especially known for their rich nutrition and delicious taste. Earlier research indicates that the production of fruiting bodies can be affected by the growth of mycelium. To investigate the molecular mechanisms underlying mycelium growth in Morchella importuna, we performed transcriptome analysis and metabolomics analysis of three growth stages of the hypha of M. importuna. As a result, 24 differentially expressed genes, such as transketolase (tktA), glucose-6-phosphate dehydrogenase (G6PDH), fructose-diphosphate aldolase (Fba), and ribose-5-phosphate isomerase (rpiA), as well as 15 differentially accumulated metabolites, including succinate and oxaloacetate, were identified and considered as the key genes and metabolites to mycelium growth in M. importuna. In addition, guanosine 3',5'-cyclic monophosphate (cGMP), guanosine-5'-monophosphate (GMP), and several small peptides were found to differentially accumulate in different growth stages. Furthermore, five pathways, namely, starch and sucrose metabolism, pentose and glucuronate interconversions, fructose and mannose metabolism, tyrosine metabolism, and purine nucleotides, enriched by most DEGs, existed in the three compared groups and were also recognized as important pathways for the development of mycelium in morels. The comprehensive transcriptomics and metabolomics data generated in our study provided valuable information for understanding the mycelium growth of M. importuna, and these data also unveiled the key genes, metabolites, and pathways involved in mycelium growth. This research provides a great theoretical basis for the stable production and breeding of morels.
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Affiliation(s)
- Tingting Fan
- The Laboratory of Forestry Genetics, Central South University of Forestry and Technology, Changsha, China
| | - Rui Ren
- The Center of Culture Preservation, Hunan Institute of Microbiology, Changsha, China
| | - Shaojun Tang
- The Center of Culture Preservation, Hunan Institute of Microbiology, Changsha, China
| | - Yiyun Zhou
- The Laboratory of Forestry Genetics, Central South University of Forestry and Technology, Changsha, China
| | - Meng Cai
- The Laboratory of Forestry Genetics, Central South University of Forestry and Technology, Changsha, China
| | - Wenwen Zhao
- The Laboratory of Forestry Genetics, Central South University of Forestry and Technology, Changsha, China
| | - Yuelin He
- The Center of Culture Preservation, Hunan Institute of Microbiology, Changsha, China
| | - Jun Xu
- The Center of Culture Preservation, Hunan Institute of Microbiology, Changsha, China,*Correspondence: Jun Xu ✉
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Wen Z, Raffaello T, Zeng Z, Pavicic M, Asiegbu FO. Chlorophyll fluorescence imaging for monitoring effects of Heterobasidion parviporum small secreted protein induced cell death and in planta defense gene expression. Fungal Genet Biol 2019; 126:37-49. [PMID: 30763724 DOI: 10.1016/j.fgb.2019.02.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Revised: 01/31/2019] [Accepted: 02/08/2019] [Indexed: 02/01/2023]
Abstract
Heterobasidion parviporum Niemelä & Korhonen is a necrotrophic fungal pathogen of Norway spruce (Picea abies). The H. parviporum genome encodes numerous necrotrophic small secreted proteins (SSP) which might be important for promoting and sustaining the disease development. However, their transcriptional dynamics and plant defense response during infection are largely unknown. In this study, we identified a necrotrophic SSP named HpSSP35.8 and its coding gene was highly expressed in the pre-symptomatic phase of the host (Norway spruce) infection. We explored the impact of HpSSP35.8 on non-host Nicotiana benthamiana using Agrobacterium-mediated transient expression system under visible spectrum RGB imaging and chlorophyll fluorescence imaging. The results showed that HpSSP35.8 triggered a form of SSP-associated programmed cell death, accompanied by a decrease in the plant photosynthetic activity. Defense-related genes including WRKY12, ethylene response factor (ERF1α) and a chitinase gene PR4 were up-regulated in both HpSSP35.8-N. benthamiana interaction and H. parviporum-Norway spruce pathosystem. This study also highlighted the potential to use the chlorophyll fluorescence imaging approach to monitor both the indirect effects of SSP and also for the selection of other potential effector-like protein candidates.
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Affiliation(s)
- Zilan Wen
- Faculty of Agriculture and Forestry, P. O. Box 27, Latokartanonkaari 7, 00014, University of Helsinki, Helsinki, Finland; Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Tommaso Raffaello
- Faculty of Agriculture and Forestry, P. O. Box 27, Latokartanonkaari 7, 00014, University of Helsinki, Helsinki, Finland
| | - Zhen Zeng
- Faculty of Agriculture and Forestry, P. O. Box 27, Latokartanonkaari 7, 00014, University of Helsinki, Helsinki, Finland; Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Mirko Pavicic
- Faculty of Agriculture and Forestry, P. O. Box 27, Latokartanonkaari 7, 00014, University of Helsinki, Helsinki, Finland; Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - Fred O Asiegbu
- Faculty of Agriculture and Forestry, P. O. Box 27, Latokartanonkaari 7, 00014, University of Helsinki, Helsinki, Finland; Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland.
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Zeng Z, Wu J, Kovalchuk A, Raffaello T, Wen Z, Liu M, Asiegbu FO. Genome-wide DNA methylation and transcriptomic profiles in the lifestyle strategies and asexual development of the forest fungal pathogen Heterobasidion parviporum. Epigenetics 2019; 14:16-40. [PMID: 30633603 PMCID: PMC6380393 DOI: 10.1080/15592294.2018.1564426] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Revised: 12/03/2018] [Accepted: 12/20/2018] [Indexed: 12/18/2022] Open
Abstract
Heterobasidion parviporum is the most devastating fungal pathogen of conifer forests in Northern Europe. The fungus has dual life strategies, necrotrophy on living trees and saprotrophy on dead woods. DNA cytosine methylation is an important epigenetic modification in eukaryotic organisms. Our presumption is that the lifestyle transition and asexual development in H. parviporum could be driven by epigenetic effects. Involvements of DNA methylation in the regulation of aforementioned processes have never been studied thus far. RNA-seq identified lists of highly induced genes enriched in carbohydrate-active enzymes during necrotrophic interaction with host trees and saprotrophic sawdust growth. It also highlighted signaling- and transcription factor-related genes potentially associated with the transition of saprotrophic to necrotrophic lifestyle and groups of primary cellular activities throughout asexual development. Whole-genome bisulfite sequencing revealed that DNA methylation displayed pronounced preference in CpG dinucleotide context across the genome and mostly targeted transposable element (TE)-rich regions. TE methylation level demonstrated a strong negative correlation with TE expression, reinforcing the protective function of DNA methylation in fungal genome stability. Small groups of genes putatively subject to methylation transcriptional regulation in response to saprotrophic and necrotrophic growth in comparison with free-living mycelia were also explored. Our study reported on the first methylome map of a forest pathogen. Analysis of transcriptome and methylome variations associated with asexual development and different lifestyle strategies provided further understanding of basic biological processes in H. parviporum. More importantly, our work raised additional potential roles of DNA methylation in fungi apart from controlling the proliferation of TEs.
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Affiliation(s)
- Zhen Zeng
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Jiayao Wu
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Andriy Kovalchuk
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Tommaso Raffaello
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Zilan Wen
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Mengxia Liu
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
| | - Fred O. Asiegbu
- Department of Forest Sciences, University of Helsinki, Helsinki, Finland
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da Hora Junior BT, Poloni JDF, Lopes MA, Dias CV, Gramacho KP, Schuster I, Sabau X, Cascardo JCDM, Mauro SMZD, Gesteira ADS, Bonatto D, Micheli F. Transcriptomics and systems biology analysis in identification of specific pathways involved in cacao resistance and susceptibility to witches' broom disease. MOLECULAR BIOSYSTEMS 2012; 8:1507-19. [PMID: 22373587 DOI: 10.1039/c2mb05421c] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
This study reports on expression analysis associated with molecular systems biology of cacao-Moniliophthora perniciosa interaction. Gene expression data were obtained for two cacao genotypes (TSH1188, resistant; Catongo, susceptible) challenged or not with the fungus M. perniciosa and collected at three time points through disease. Using expression analysis, we identified 154 and 227 genes that are differentially expressed in TSH1188 and Catongo, respectively. The expression of some of these genes was confirmed by RT-qPCR. Physical protein-protein interaction (PPPI) networks of Arabidopsis thaliana orthologous proteins corresponding to resistant and susceptible interactions were obtained followed by cluster and gene ontology analyses. The integrated analysis of gene expression and systems biology allowed designing a general scheme of major mechanisms associated with witches' broom disease resistance/susceptibility. In this sense, the TSH1188 cultivar shows strong production of ROS and elicitors at the beginning of the interaction with M. perniciosa followed by resistance signal propagation and ROS detoxification. On the other hand, the Catongo genotype displays defense mechanisms that include the synthesis of some defense molecules but without success in regards to elimination of the fungus. This phase is followed by the activation of protein metabolism which is achieved with the production of proteasome associated with autophagy as a precursor mechanism of PCD. This work also identifies candidate genes for further functional studies and for genetic mapping and marker assisted selection.
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Affiliation(s)
- Braz Tavares da Hora Junior
- Centro de Biotecnologia e Genética-CBG, Departamento de Ciências Biológicas-DCB, Universidade Estadual de Santa Cruz-UESC, Rodovia Ilhéus-Itabuna, km 16, 45662-900 Ilhéus-BA, Brasil
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Chien HT, Liao CT, Huang SF, Chen IH, Liu TY, Jou YS, Wang HM, Hsieh LL. Clinical significance of genome-wide minimally deleted regions in oral squamous cell carcinomas. Genes Chromosomes Cancer 2011; 50:358-69. [PMID: 21344537 DOI: 10.1002/gcc.20861] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2010] [Revised: 01/18/2011] [Accepted: 01/18/2011] [Indexed: 12/12/2022] Open
Abstract
Oral squamous cell carcinoma (OSCC) has the highest rate of increase among male cancers in Taiwan. An understanding of the molecular pathogenesis of this disease as well as the development of prognostic markers for the clinical management of this disease is very important. Thus, a systematic loss of heterozygosity (LOH) analysis was performed to define minimally deleted regions (MDRs) in 63 male OSCCs using 400 polymorphic microsatellite markers. For increasing reliability, genomic DNA was extracted from >90% tumor cells that had been purified by LCM, and only when a microsatellite marker provided LOH information in >30% of the OSCCs was there considered to be successful allelotyping. A correlation of the various MDRs with clinicopathological parameters and prognosis was carried out. In total, 32 MDRs were identified and ten were noted as novel. In addition, six MDRs were found to be associated with cigarette smoking. Among these markers, a loss of MDR c7r2 (7q32.2-q35) was significantly associated with poor disease-free survival (DFS) and ten MDRs were associated with allelic imbalance (AI) in tumors. Among the latter, a loss of MDR c14r1 (14q24.2-q32.12) and c11r1 (11q13.4-q25) had a synergistic effect on poor DFS and were able to reduce further the DFS rate in patients with MDR c7r2 loss. Taken together, the results generated in this study provide new insights that help with exploring the molecular mechanisms associated with OSCC tumorigenesis and cigarette smoking. They also should aid the development of potential prognostic markers for the clinical management of OSCC.
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Affiliation(s)
- Huei-Tzu Chien
- Graduate Institute of Biomedical Sciences, Chang Gung University, Tao-Yuan, Taiwan
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Lopes MA, Hora BT, Dias CV, Santos GC, Gramacho KP, Cascardo JCM, Gesteira AS, Micheli F. Expression analysis of transcription factors from the interaction between cacao and Moniliophthora perniciosa (Tricholomataceae). GENETICS AND MOLECULAR RESEARCH 2010; 9:1279-97. [PMID: 20623454 DOI: 10.4238/vol9-3gmr825] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Cacao (Theobroma cacao) is one of the most important tropical crops; however, production is threatened by numerous pathogens, including the hemibiotrophic fungus Moniliophthora perniciosa, which causes witches' broom disease. To understand the mechanisms that lead to the development of this disease in cacao, we focused our attention on cacao transcription factors (TFs), which act as master regulators of cellular processes and are important for the fine-tuning of plant defense responses. We developed a macroarray with 88 TF cDNA from previously obtained cacao-M. perniciosa interaction libraries. Seventy-two TFs were found differentially expressed between the susceptible (Catongo) and resistant (TSH1188) genotypes and/or during the disease time course--from 24 h to 30 days after infection. Most of the differentially expressed TFs belonged to the bZIP, MYB and WRKY families and presented opposite expression patterns in susceptible and resistant cacao-M. perniciosa interactions (i.e., up-regulated in Catongo and down-regulated in TSH1188). The results of the macroarray were confirmed for bZIP and WRKY TFs by real-time PCR. These differentially expressed TFs are good candidates for subsequent functional analysis as well as for plant engineering. Some of these TFs could also be localized on the cacao reference map related to witches' broom resistance, facilitating the breeding and selection of resistant cacao trees.
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Affiliation(s)
- M A Lopes
- Laboratório de Genômica e Expressão Gênica, Departamento de Genética e Biologia Molecular, Universidade Estadual de Santa Cruz, Ilhéus, BA, Brasil
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Lehr NA, Adomas A, Asiegbu FO, Hampp R, Tarkka MT. WS-5995 B, an antifungal agent inducing differential gene expression in the conifer pathogen Heterobasidion annosum but not in Heterobasidion abietinum. Appl Microbiol Biotechnol 2009; 85:347-58. [PMID: 19798499 DOI: 10.1007/s00253-009-2254-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2009] [Revised: 09/01/2009] [Accepted: 09/07/2009] [Indexed: 11/26/2022]
Abstract
The mycorrhization helper bacterium Streptomyces sp. AcH 505 inhibits Norway spruce root infection and colonisation by the root and butt rot fungus Heterobasidion annosum 005 but not by the congeneric strain Heterobasidion abietinum 331 because of higher sensitivity of H. annosum 005 towards the AcH 505-derived naphthoquinone antibiotic WS-5995 B. Differences in antibiotic sensitivity between two isolates belonging to two species, H. annosum 005 and H. abietinum 331, were investigated by comparative gene expression analysis using macroarrays and quantitative RT-PCR after WS-5995 B, structurally related mollisin and unrelated cycloheximide application. Treatment with 25 microM WS-5995 B for 2 h resulted in a significant up-regulation of expression of inosine-5'-monophosphate dehydrogenase, phosphoglucomutase and GTPase genes, while the expression of genes encoding for thioredoxin and glutathione dependent formaldehyde dehydrogenase was down-regulated in the sensitive fungal strain. No differential expression in the tolerant strain was detected. Application of WS-5995 B at higher concentrations over a time course experiment revealed that H. annosum 005 and H. abietinum 331 responded differently to WS-5995 B. The fungal gene expression levels depended on both the concentration of WS-5995 B and the duration of its application. The WS-5995 B-unrelated cycloheximide caused highly specific changes in patterns of gene expression. Our findings indicate considerable variations in response to bacterial metabolites by the isolates of the conifer pathogen.
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Affiliation(s)
- Nina A Lehr
- Faculty of Biology, Institute of Microbiology, University of Tübingen, Tübingen, Germany.
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