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Cowled MS, Phippen CBW, Kromphardt KJK, Clemmensen SE, Frandsen RJN, Frisvad JC, Larsen TO. Unveiling the fungal diversity and associated secondary metabolism on black apples. Appl Environ Microbiol 2024; 90:e0034224. [PMID: 38899884 PMCID: PMC11267942 DOI: 10.1128/aem.00342-24] [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: 03/02/2024] [Accepted: 05/22/2024] [Indexed: 06/21/2024] Open
Abstract
Black apples are the result of late-stage microbial decomposition after falling to the ground. This phenomenon is highly comparable from year to year, with the filamentous fungus Monilinia fructigena most commonly being the first invader, followed by Penicillium expansum. Motivated by the fact that only little chemistry has been reported from apple microbiomes, we set out to investigate the chemical diversity and potential ecological roles of secondary metabolites (SMs) in a total of 38 black apples. Metabolomics analyses were conducted on either whole apples or small excisions of fungal biomass derived from black apples. Annotation of fungal SMs in black apple extracts was aided by the cultivation of 15 recently isolated fungal strains on 9 different substrates in a One Strain Many Compounds (OSMAC) approach, leading to the identification of 3,319 unique chemical features. Only 6.4% were attributable to known compounds based on analysis of high-performance liquid chromatography-high-resolution mass spectrometry (HPLC-HRMS/MS) data using spectral library matching tools. Of the 1,606 features detected in the black apple extracts, 32% could be assigned as fungal-derived, due to their presence in the OSMAC-based training data set. Notably, the detection of several antifungal compounds indicates the importance of such compounds for the invasion of and control of other microbial competitors on apples. In conclusion, the diversity and abundance of microbial SMs on black apples were found to be much higher than that typically observed for other environmental microbiomes. Detection of SMs known to be produced by the six fungal species tested also highlights a succession of fungal growth following the initial invader M. fructigena.IMPORTANCEMicrobial secondary metabolites constitute a significant reservoir of biologically potent and clinically valuable chemical scaffolds. However, their usefulness is hampered by rapidly developing resistance, resulting in reduced profitability of such research endeavors. Hence, the ecological role of such microbial secondary metabolites must be considered to understand how best to utilize such compounds as chemotherapeutics. Here, we explore an under-investigated environmental microbiome in the case of black apples; a veritable "low-hanging fruit," with relatively high abundances and diversity of microbially produced secondary metabolites. Using both a targeted and untargeted metabolomics approach, the interplay between metabolites, other microbes, and the apple host itself was investigated. This study highlights the surprisingly low incidence of known secondary metabolites in such a system, highlighting the need to study the functionality of secondary metabolites in microbial interactions and complex microbiomes.
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Affiliation(s)
- Michael S. Cowled
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Christopher B. W. Phippen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Kresten J. K. Kromphardt
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Sidsel E. Clemmensen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Rasmus J. N. Frandsen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Jens C. Frisvad
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Thomas O. Larsen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
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Jeong E, Kim W, Son S, Yang S, Gwon D, Hong J, Cho Y, Jang CY, Steinegger M, Lim YW, Kang KB. Qualitative metabolomics-based characterization of a phenolic UDP-xylosyltransferase with a broad substrate spectrum from Lentinus brumalis. Proc Natl Acad Sci U S A 2023; 120:e2301007120. [PMID: 37399371 PMCID: PMC10334773 DOI: 10.1073/pnas.2301007120] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 06/06/2023] [Indexed: 07/05/2023] Open
Abstract
Wood-decaying fungi are the major decomposers of plant litter. Heavy sequencing efforts on genomes of wood-decaying fungi have recently been made due to the interest in their lignocellulolytic enzymes; however, most parts of their proteomes remain uncharted. We hypothesized that wood-decaying fungi would possess promiscuous enzymes for detoxifying antifungal phytochemicals remaining in the dead plant bodies, which can be useful biocatalysts. We designed a computational mass spectrometry-based untargeted metabolomics pipeline for the phenotyping of biotransformation and applied it to 264 fungal cultures supplemented with antifungal plant phenolics. The analysis identified the occurrence of diverse reactivities by the tested fungal species. Among those, we focused on O-xylosylation of multiple phenolics by one of the species tested, Lentinus brumalis. By integrating the metabolic phenotyping results with publicly available genome sequences and transcriptome analysis, a UDP-glycosyltransferase designated UGT66A1 was identified and validated as an enzyme catalyzing O-xylosylation with broad substrate specificity. We anticipate that our analytical workflow will accelerate the further characterization of fungal enzymes as promising biocatalysts.
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Affiliation(s)
- Eunah Jeong
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
- Research Institute of Pharmaceutical Sciences and Muscle Physiome Research Center, Sookmyung Women’s University, Seoul04310, Korea
| | - Wonyong Kim
- Korean Lichen Research Institute, Sunchon National University, Suncheon57922, Korea
| | - Seungju Son
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
| | - Sungyeon Yang
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
| | - Dasom Gwon
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
- Research Institute of Pharmaceutical Sciences and Muscle Physiome Research Center, Sookmyung Women’s University, Seoul04310, Korea
| | - Jihee Hong
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
- Research Institute of Pharmaceutical Sciences and Muscle Physiome Research Center, Sookmyung Women’s University, Seoul04310, Korea
| | - Yoonhee Cho
- School of Biological Sciences, Seoul National University, Seoul08826, Korea
| | - Chang-Young Jang
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
- Research Institute of Pharmaceutical Sciences and Muscle Physiome Research Center, Sookmyung Women’s University, Seoul04310, Korea
| | - Martin Steinegger
- School of Biological Sciences, Seoul National University, Seoul08826, Korea
- Artificial Intelligence Institute, Seoul National University, Seoul08826, Korea
- Institute of Molecular Biology and Genetics, Seoul National University, Seoul08826, Korea
| | - Young Woon Lim
- School of Biological Sciences, Seoul National University, Seoul08826, Korea
- Institute of Microbiology, Seoul National University, Seoul08826, Korea
| | - Kyo Bin Kang
- College of Pharmacy, Sookmyung Women’s University, Seoul04310, Korea
- Research Institute of Pharmaceutical Sciences and Muscle Physiome Research Center, Sookmyung Women’s University, Seoul04310, Korea
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