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Zhan J, Yuan J, Liu J, Zhang F, Yu F, Wang Y. Metabolomics analysis of mycelial exudates provides insights into fungal antagonists of Armillaria. Mycology 2023; 14:264-274. [PMID: 37583453 PMCID: PMC10424624 DOI: 10.1080/21501203.2023.2238753] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 07/15/2023] [Indexed: 08/17/2023] Open
Abstract
The genus Armillaria has high edible and medical values, with zones of antagonism often occurring when different species are paired in culture on agar media, while the antagonism-induced metabolic alteration remains unclear. Here, the metabolome of mycelial exudates of two Chinese Armillaria biological species, C and G, co-cultured or cultured separately was analysed to discover the candidate biomarkers and the key metabolic pathways involved in Armillaria antagonists. A total of 2,377 metabolites were identified, mainly organic acids and derivatives, lipids and lipid-like molecules, and organoheterocyclic compounds. There were 248 and 142 differentially expressed metabolites between group C-G and C, C-G, and G, respectively, and fourteen common differentially expressed metabolites including malate, uracil, Leu-Gln-Arg, etc. Metabolic pathways like TCA cycle and pyrimidine metabolism were significantly affected by C-G co-culture. Additionally, 156 new metabolites (largely organic acids and derivatives) including 32 potential antifungal compounds, primarily enriched into biosynthesis of secondary metabolites pathways were identified in C-G co-culture mode. We concluded that malate and uracil could be used as the candidate biomarkers, and TCA cycle and pyrimidine metabolism were the key metabolic pathways involved in Armillaria antagonists. The metabolic changes revealed in this study provide insights into the mechanisms underlying fungal antagonists.
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Affiliation(s)
| | | | - Jianwei Liu
- The Germplasm Bank of Wild Species, Yunnan Key Laboratory for Fungal Diversity and Green Development, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
| | - Fengming Zhang
- The Germplasm Bank of Wild Species, Yunnan Key Laboratory for Fungal Diversity and Green Development, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
| | - Fuqiang Yu
- The Germplasm Bank of Wild Species, Yunnan Key Laboratory for Fungal Diversity and Green Development, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
| | - Yanliang Wang
- The Germplasm Bank of Wild Species, Yunnan Key Laboratory for Fungal Diversity and Green Development, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China
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2
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Wu S, Zhang Q, Zhang W, Huang W, Kong Q, Liu Q, Li W, Zou X, Liu CM, Yan S. Linolenic Acid-Derived Oxylipins Inhibit Aflatoxin Biosynthesis in Aspergillus flavus through Activation of Imizoquin Biosynthesis. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:15928-15944. [PMID: 36508213 PMCID: PMC9785051 DOI: 10.1021/acs.jafc.2c06230] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 11/24/2022] [Accepted: 11/30/2022] [Indexed: 06/17/2023]
Abstract
Oxylipins play important signaling roles in aflatoxin (AF) biosynthesis in Aspergillus flavus. We previously showed that exogenous supply of autoxidated linolenic acid (AL) inhibited AF biosynthesis in A. flavus via oxylipins, but the molecular mechanism is still unknown. Here, we performed multiomics analyses of A. flavus grown in media with or without AL. Targeted metabolite analyses and quantitative reverse transcription (qRT)-polymerase chain reaction (PCR) showed that the imizoquin (IMQ) biosynthetic pathway was distinctly upregulated in the presence of AL. 13C-glucose labeling confirmed in parallel that the tricarboxylic acid cycle was also enhanced by AL, consistent with observed increases in mycelial growth. Moreover, we integrated thermal proteome profiling and molecular dynamics simulations to identify a potential receptor of AL; AL was found to interact with a transporter (ImqJ) located in the IMQ gene cluster, primarily through hydrophobic interactions. Further analyses of strains with an IMQ pathway transcription factor overexpressed or knocked out confirmed that this pathway was critical for AL-mediated inhibition of AF biosynthesis. Comparison of 22 assembled A. flavus and Aspergillus oryzae genomes showed that genes involved in the IMQ pathway were positively selected in A. oryzae. Taken together, the results of our study provide novel insights into oxylipin-mediated regulation of AF biosynthesis and suggest potential methods for preventing AF contamination of crops.
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Affiliation(s)
- Shaowen Wu
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Qunjie Zhang
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
- Institution
of Genomics and Bioinformatics, South China
Agricultural University, Guangzhou510642, China
| | - Wenyang Zhang
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Wenjie Huang
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Qian Kong
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Qinjian Liu
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Wenyan Li
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Xinlu Zou
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
| | - Chun-Ming Liu
- Key
Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, 20 Nanxincun, Fragrant Hill, Beijing100093, China
| | - Shijuan Yan
- Guangdong
Key Laboratory for Crop Germplasm Resources Preservation and Utilization,
Agro-biological Gene Research Center, Guangdong
Academy of Agricultural Sciences, Guangzhou510640, China
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Xie H, Wang X, van der Hooft JJ, Medema MH, Chen ZY, Yue X, Zhang Q, Li P. Fungi population metabolomics and molecular network study reveal novel biomarkers for early detection of aflatoxigenic Aspergillus species. JOURNAL OF HAZARDOUS MATERIALS 2022; 424:127173. [PMID: 34597924 DOI: 10.1016/j.jhazmat.2021.127173] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2021] [Revised: 09/04/2021] [Accepted: 09/06/2021] [Indexed: 06/13/2023]
Abstract
Mycotoxins threaten global food safety, public health and cause huge socioeconomic losses. Early detection is an effective preventive strategy, yet efficient biomarkers for early detection of aflatoxigenic Aspergillus species are lacking. Here, we proposed to use untargeted metabolomics and machine learning to mine biomarkers of aflatoxigenic Aspergillus species. We systematically delineated metabolic differences across 568 extensive field sampling A. flavus and performed biomarker analysis. Versicolorin B, 11-hydroxy-O-methylsterigmatocystin et.al metabolites shown a high correlation (from 0.71 to 0.95) with strains aflatoxin-producing capacity. Molecular networking analysis deciphered the connection of aflatoxins and biomarkers as well as potential emerging mycotoxins. We then developed a model using the biomarkers as variables to discern aflatoxigenic Aspergillus species with 97.8% accuracy. A validation dataset and metabolome from other 16 fungal isolates confirmed the robustness and specificity of these biomarkers. We further demonstrated the solution feasibility in agricultural products by early detection of biomarkers, which predicted aflatoxin contamination risk 35-47 days in advance. A developed operable decision rule by the XGBoost algorithm help regulators to intuitively assess the risk prioritization with 87.2% accuracy. Our research provides novel insights into global food safety risk assessment which will be crucial for early prevention and control of mycotoxins.
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Affiliation(s)
- Huali Xie
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430061, China; Key laboratory of Detection for Aflatoxins, Ministry of Agriculture, Wuhan, China; Laboratory of Risk Assessment for Oilseeds Products (Wuhan), Ministry of Agriculture, Wuhan 430061, China; Bioinformatics Group, Wageningen University, 6708PB Wageningen, The Netherlands
| | - Xiupin Wang
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430061, China; Laboratory of Risk Assessment for Oilseeds Products (Wuhan), Ministry of Agriculture, Wuhan 430061, China; Quality Inspection and Test Center for Oilseeds Products, Ministry of Agriculture, Wuhan 430061, China
| | | | - Marnix H Medema
- Bioinformatics Group, Wageningen University, 6708PB Wageningen, The Netherlands
| | - Zhi-Yuan Chen
- Department of Plant Pathology and Crop Physiology, Louisiana State University Agricultural Center, Baton Rouge, LA 70803, USA
| | - Xiaofeng Yue
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430061, China; Laboratory of Risk Assessment for Oilseeds Products (Wuhan), Ministry of Agriculture, Wuhan 430061, China
| | - Qi Zhang
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430061, China; Key laboratory of Detection for Aflatoxins, Ministry of Agriculture, Wuhan, China; Laboratory of Risk Assessment for Oilseeds Products (Wuhan), Ministry of Agriculture, Wuhan 430061, China; Quality Inspection and Test Center for Oilseeds Products, Ministry of Agriculture, Wuhan 430061, China; Hubei Hongshan Laboratory, Wuhan, China.
| | - Peiwu Li
- Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430061, China; Key laboratory of Detection for Aflatoxins, Ministry of Agriculture, Wuhan, China; Laboratory of Risk Assessment for Oilseeds Products (Wuhan), Ministry of Agriculture, Wuhan 430061, China; Quality Inspection and Test Center for Oilseeds Products, Ministry of Agriculture, Wuhan 430061, China; Hubei Hongshan Laboratory, Wuhan, China.
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de Oliveira GP, Barreto DLC, Ramalho Silva M, Augusti R, Evódio Marriel I, Gomes de Paula Lana U, Takahashi JA. Biotic stress caused by in vitro co-inoculation enhances the expression of acetylcholinesterase inhibitors by fungi. Nat Prod Res 2021; 36:4266-4270. [PMID: 34542370 DOI: 10.1080/14786419.2021.1975701] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Fungi are an inexhaustible source of bioactive metabolites that can be driven to find medicines for chronic diseases, as Alzheimer's disease. In the present work, five species of soil-originated fungi (Aspergillus chevalieri, Clonostachys rogersoniana, Fusarium nygamai, Penicillium sp., and Talaromyces calidicanius) were submitted to mutual biotic stress aiming at activating the expression of metabolites capable of inhibiting the enzyme acetylcholinesterase. HPLC profiles showed that the in vitro biotic stress triggered the biosynthesis of metabolite-mediated defense responses. Five compounds present in the complex co-culture matrix were identified by Paper Spray Mass Spectrometry (PS-MS). The approach enhanced the biosynthesis of acetylcholinesterase inhibitors (up to 99.6% inhibition) in comparison with the individual cultures. The mutual biotic stress between T. calidicanius and A. Chevalieri led to the biosynthesis of a pool of metabolites statistically as efficient as serine (p < 0.05), the positive control used in the experiments (99.6 and 99.1% inhibition, respectively).
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Affiliation(s)
| | | | - Mauro Ramalho Silva
- Department of Food Science, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Rodinei Augusti
- Department of Chemistry, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Ivanildo Evódio Marriel
- National Center of Corn and Sorghum Research, Empresa Brasileira de Pesquisa Agropecuária, Sete Lagoas, Brazil
| | - Ubiraci Gomes de Paula Lana
- National Center of Corn and Sorghum Research, Empresa Brasileira de Pesquisa Agropecuária, Sete Lagoas, Brazil
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