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Gomes T, Pereira JA, Moya-Laraño J, Poveda J, Lino-Neto T, Baptista P. Deciphering plant health status: The link between secondary metabolites, fungal community and disease incidence in olive tree. FRONTIERS IN PLANT SCIENCE 2023; 14:1048762. [PMID: 37035041 PMCID: PMC10073708 DOI: 10.3389/fpls.2023.1048762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 03/07/2023] [Indexed: 06/19/2023]
Abstract
Plant-associated microorganisms are increasingly recognized to play key roles in host health. Among several strategies, associated microorganisms can promote the production of specific metabolites by their hosts. However, there is still a huge gap in the understanding of such mechanisms in plant-microorganism interaction. Here, we want to determine whether different levels of olive leaf spot (OLS) disease incidence were related to differences in the composition of fungal and secondary metabolites (i.e. phenolic and volatile compounds) in leaves from olive tree cultivars with contrasting OLS susceptibilities (ranging from tolerant to highly susceptible). Accordingly, leaves with three levels of OLS incidence from both cultivars were used to assess epiphytic and endophytic fungal communities, by barcoding of cultivable isolates, as well as to evaluate leaf phenolic and volatile composition. Fungal and metabolite compositions variations were detected according to the level of disease incidence. Changes were particularly noticed for OLS-tolerant cultivars, opposing to OLS-susceptible cultivars, suggesting that disease development is linked, not only to leaf fungal and metabolite composition, but also to host genotype. A set of metabolites/fungi that can act as predictive biomarkers of plant tolerance/susceptibility to OLS disease were identified. The metabolites α-farnesene and p-cymene, and the fungi Fusarium sp. and Alternaria sp. were more related to disease incidence, while Pyronema domesticum was related to the absence of disease symptoms. Cultivar susceptibility to OLS disease is then suggested to be driven by fungi, volatile and phenolic host leaves composition, and above all to plant-fungus interaction. A deeper understanding of these complex interactions may unravel plant defensive responses.
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Affiliation(s)
- Teresa Gomes
- Centro De Investigação De Montanha (CIMO), Instituto Politécnico de Bragança, Bragança, Portugal
- Laboratório Associado Para a Sustentabilidade e Tecnologia Em Regiões De Montanha (SusTEC), Instituto Politécnico De Bragança, Bragança, Portugal
| | - José Alberto Pereira
- Centro De Investigação De Montanha (CIMO), Instituto Politécnico de Bragança, Bragança, Portugal
- Laboratório Associado Para a Sustentabilidade e Tecnologia Em Regiões De Montanha (SusTEC), Instituto Politécnico De Bragança, Bragança, Portugal
| | - Jordi Moya-Laraño
- Functional and Evolutionary Ecology, Estación Experimental De Zonas Áridas - CSIC, Almería, Spain
| | - Jorge Poveda
- Centro De Investigação De Montanha (CIMO), Instituto Politécnico de Bragança, Bragança, Portugal
- Laboratório Associado Para a Sustentabilidade e Tecnologia Em Regiões De Montanha (SusTEC), Instituto Politécnico De Bragança, Bragança, Portugal
- Institute for Multidisciplinary Research in Applied Biology (IMAB), Universidad Pública De Navarra, Pamplona, Spain
| | - Teresa Lino-Neto
- Centre of Molecular and Environmental Biology (CBMA), Department of Biology, University of Minho, Braga, Portugal
| | - Paula Baptista
- Centro De Investigação De Montanha (CIMO), Instituto Politécnico de Bragança, Bragança, Portugal
- Laboratório Associado Para a Sustentabilidade e Tecnologia Em Regiões De Montanha (SusTEC), Instituto Politécnico De Bragança, Bragança, Portugal
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Vitense P, Kasbohm E, Klassen A, Gierschner P, Trefz P, Weber M, Miekisch W, Schubert JK, Möbius P, Reinhold P, Liebscher V, Köhler H. Detection of Mycobacterium avium ssp. paratuberculosis in Cultures From Fecal and Tissue Samples Using VOC Analysis and Machine Learning Tools. Front Vet Sci 2021; 8:620327. [PMID: 33614764 PMCID: PMC7887282 DOI: 10.3389/fvets.2021.620327] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 01/13/2021] [Indexed: 12/17/2022] Open
Abstract
Analysis of volatile organic compounds (VOCs) is a novel approach to accelerate bacterial culture diagnostics of Mycobacterium avium subsp. paratuberculosis (MAP). In the present study, cultures of fecal and tissue samples from MAP-infected and non-suspect dairy cattle and goats were explored to elucidate the effects of sample matrix and of animal species on VOC emissions during bacterial cultivation and to identify early markers for bacterial growth. The samples were processed following standard laboratory procedures, culture tubes were incubated for different time periods. Headspace volume of the tubes was sampled by needle trap-micro-extraction, and analyzed by gas chromatography-mass spectrometry. Analysis of MAP-specific VOC emissions considered potential characteristic VOC patterns. To address variation of the patterns, a flexible and robust machine learning workflow was set up, based on random forest classifiers, and comprising three steps: variable selection, parameter optimization, and classification. Only a few substances originated either from a certain matrix or could be assigned to one animal species. These additional emissions were not considered informative by the variable selection procedure. Classification accuracy of MAP-positive and negative cultures of bovine feces was 0.98 and of caprine feces 0.88, respectively. Six compounds indicating MAP presence were selected in all four settings (cattle vs. goat, feces vs. tissue): 2-Methyl-1-propanol, 2-methyl-1-butanol, 3-methyl-1-butanol, heptanal, isoprene, and 2-heptanone. Classification accuracies for MAP growth-scores ranged from 0.82 for goat tissue to 0.89 for cattle feces. Misclassification occurred predominantly between related scores. Seventeen compounds indicating MAP growth were selected in all four settings, including the 6 compounds indicating MAP presence. The concentration levels of 2,3,5-trimethylfuran, 2-pentylfuran, 1-propanol, and 1-hexanol were indicative for MAP cultures before visible growth was apparent. Thus, very accurate classification of the VOC samples was achieved and the potential of VOC analysis to detect bacterial growth before colonies become visible was confirmed. These results indicate that diagnosis of paratuberculosis can be optimized by monitoring VOC emissions of bacterial cultures. Further validation studies are needed to increase the robustness of indicative VOC patterns for early MAP growth as a pre-requisite for the development of VOC-based diagnostic analysis systems.
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Affiliation(s)
- Philipp Vitense
- Institute of Mathematics and Computer Science, University of Greifswald, Greifswald, Germany
| | - Elisa Kasbohm
- Institute of Mathematics and Computer Science, University of Greifswald, Greifswald, Germany
| | - Anne Klassen
- Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institut, Jena, Germany
| | - Peter Gierschner
- Department of Anaesthesia and Intensive Care, University Medicine Rostock, Rostock, Germany
| | - Phillip Trefz
- Department of Anaesthesia and Intensive Care, University Medicine Rostock, Rostock, Germany
| | - Michael Weber
- Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institut, Jena, Germany
| | - Wolfram Miekisch
- Department of Anaesthesia and Intensive Care, University Medicine Rostock, Rostock, Germany
| | - Jochen K Schubert
- Department of Anaesthesia and Intensive Care, University Medicine Rostock, Rostock, Germany
| | - Petra Möbius
- National Reference Laboratory for Paratuberculosis, Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institut, Jena, Germany
| | - Petra Reinhold
- Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institut, Jena, Germany
| | - Volkmar Liebscher
- Institute of Mathematics and Computer Science, University of Greifswald, Greifswald, Germany
| | - Heike Köhler
- National Reference Laboratory for Paratuberculosis, Institute of Molecular Pathogenesis, Friedrich-Loeffler-Institut, Jena, Germany
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Gupta S, Kumble ALK, Dey K, Bessière JM, Borges RM. The Scent of Life: Phoretic Nematodes Use Wasp Volatiles and Carbon Dioxide to Choose Functional Vehicles for Dispersal. J Chem Ecol 2021; 47:139-152. [PMID: 33475939 DOI: 10.1007/s10886-021-01242-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 12/18/2020] [Accepted: 01/04/2021] [Indexed: 10/22/2022]
Abstract
Hitchhikers (phoretic organisms) need vehicles to disperse out of unsuitable habitats. Therefore, finding vehicles with the right functional attributes is essential for phoretic organisms. To locate these vehicles, phoretic organisms employ cues within modalities, ranging from visual to chemical senses. However, how hitchhikers discriminate between individual vehicles has rarely been investigated. Using a phoretic nematode community associated with an obligate fig-fig wasp pollination mutualism, we had earlier established that hitchhiking nematodes make decisions based on vehicle species identity and number of conspecific hitchhikers already present on the vehicle. Here we investigate if hitchhikers can differentiate between physiological states of vehicles. We asked whether phoretic nematodes choose between live or dead vehicles present in a chemically crowded environment and we investigated the basis for any discrimination. We conducted two-choice and single-choice behavioral assays using single nematodes and found that plant- and animal-parasitic nematodes preferred live over dead vehicles and used volatiles as a sensory cue to make this decision. However, in single-choice assays, animal-parasitic nematodes were also attracted towards naturally dead or freeze-killed wasps. The volatile profile of the wasps was dominated by terpenes and spiroketals. We examined the volatile blend emitted by the different wasp physiological states and determined a set of volatiles that the phoretic nematodes might use to discriminate between these states which is likely coupled with respired CO2. We determined that CO2 levels emitted by single wasps are sufficient to attract nematodes, demonstrating the high sensitivity of nematodes to this metabolic product.
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Affiliation(s)
- Satyajeet Gupta
- Centre for Ecological Sciences, Indian Institute of Science, Bangalore, 560012, India
| | - Anusha L K Kumble
- Centre for Ecological Sciences, Indian Institute of Science, Bangalore, 560012, India
| | - Kaveri Dey
- Centre for Ecological Sciences, Indian Institute of Science, Bangalore, 560012, India
| | | | - Renee M Borges
- Centre for Ecological Sciences, Indian Institute of Science, Bangalore, 560012, India.
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