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Calia G, Cestaro A, Schuler H, Janik K, Donati C, Moser M, Bottini S. Definition of the effector landscape across 13 phytoplasma proteomes with LEAPH and EffectorComb. NAR Genom Bioinform 2024; 6:lqae087. [PMID: 39081684 PMCID: PMC11287381 DOI: 10.1093/nargab/lqae087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Revised: 06/24/2024] [Accepted: 07/16/2024] [Indexed: 08/02/2024] Open
Abstract
'Candidatus Phytoplasma' genus, a group of fastidious phloem-restricted bacteria, can infect a wide variety of both ornamental and agro-economically important plants. Phytoplasmas secrete effector proteins responsible for the symptoms associated with the disease. Identifying and characterizing these proteins is of prime importance for expanding our knowledge of the molecular bases of the disease. We faced the challenge of identifying phytoplasma's effectors by developing LEAPH, a machine learning ensemble predictor composed of four models. LEAPH was trained on 479 proteins from 53 phytoplasma species, described by 30 features. LEAPH achieved 97.49% accuracy, 95.26% precision and 98.37% recall, ensuring a low false-positive rate and outperforming available state-of-the-art methods. The application of LEAPH to 13 phytoplasma proteomes yields a comprehensive landscape of 2089 putative pathogenicity proteins. We identified three classes according to different secretion models: 'classical', 'classical-like' and 'non-classical'. Importantly, LEAPH identified 15 out of 17 known experimentally validated effectors belonging to the three classes. Furthermore, to help the selection of novel candidates for biological validation, we applied the Self-Organizing Maps algorithm and developed a Shiny app called EffectorComb. LEAPH and the EffectorComb app can be used to boost the characterization of putative effectors at both computational and experimental levels, and can be employed in other phytopathological models.
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Affiliation(s)
- Giulia Calia
- Faculty of Agricultural, Environmental and Food Sciences, Free University of Bolzano, 39100 Bolzano, Italy
- Research and Innovation Centre, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
- INRAE, Institut Sophia Agrobiotech, Université Côte d’Azur, CNRS, 06903 Sophia-Antipolis, France
| | - Alessandro Cestaro
- Research and Innovation Centre, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), National Research Council (CNR), 70126 Bari, Italy
| | - Hannes Schuler
- Faculty of Agricultural, Environmental and Food Sciences, Free University of Bolzano, 39100 Bolzano, Italy
- Competence Centre for Plant Health, Free University of Bolzano, 39100 Bolzano, Italy
| | - Katrin Janik
- Institute for Plant Health, Molecular Biology and Microbiology, Laimburg Research Centre, 47141 Pfatten-Vadena, Italy
| | - Claudio Donati
- Research and Innovation Centre, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
| | - Mirko Moser
- Research and Innovation Centre, Fondazione Edmund Mach, 38010 San Michele all’Adige, Italy
| | - Silvia Bottini
- INRAE, Institut Sophia Agrobiotech, Université Côte d’Azur, CNRS, 06903 Sophia-Antipolis, France
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Krieger C, Halter D, Baltenweck R, Cognat V, Boissinot S, Maia-Grondard A, Erdinger M, Bogaert F, Pichon E, Hugueney P, Brault V, Ziegler-Graff V. An Aphid-Transmitted Virus Reduces the Host Plant Response to Its Vector to Promote Its Transmission. PHYTOPATHOLOGY 2023; 113:1745-1760. [PMID: 37885045 DOI: 10.1094/phyto-12-22-0454-fi] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
The success of virus transmission by vectors relies on intricate trophic interactions between three partners, the host plant, the virus, and the vector. Despite numerous studies that showed the capacity of plant viruses to manipulate their host plant to their benefit, and potentially of their transmission, the molecular mechanisms sustaining this phenomenon has not yet been extensively analyzed at the molecular level. In this study, we focused on the deregulations induced in Arabidopsis thaliana by an aphid vector that were alleviated when the plants were infected with turnip yellows virus (TuYV), a polerovirus strictly transmitted by aphids in a circulative and nonpropagative mode. By setting up an experimental design mimicking the natural conditions of virus transmission, we analyzed the deregulations in plants infected with TuYV and infested with aphids by a dual transcriptomic and metabolomic approach. We observed that the virus infection alleviated most of the gene deregulations induced by the aphids in a noninfected plant at both time points analyzed (6 and 72 h) with a more pronounced effect at the later time point of infestation. The metabolic composition of the infected and infested plants was altered in a way that could be beneficial for the vector and the virus transmission. Importantly, these substantial modifications observed in infected and infested plants correlated with a higher TuYV transmission efficiency. This study revealed the capacity of TuYV to alter the plant nutritive content and the defense reaction against the aphid vector to promote the viral transmission.
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Affiliation(s)
- Célia Krieger
- Institut de biologie moléculaire des plantes, CNRS, Université de Strasbourg, 67084 Strasbourg, France
| | - David Halter
- INRAE, Université de Strasbourg, SVQV UMR1131, 68000 Colmar, France
| | | | - Valérie Cognat
- Institut de biologie moléculaire des plantes, CNRS, Université de Strasbourg, 67084 Strasbourg, France
| | | | | | - Monique Erdinger
- INRAE, Université de Strasbourg, SVQV UMR1131, 68000 Colmar, France
| | - Florent Bogaert
- INRAE, Université de Strasbourg, SVQV UMR1131, 68000 Colmar, France
| | - Elodie Pichon
- INRAE, Université de Strasbourg, SVQV UMR1131, 68000 Colmar, France
| | | | - Véronique Brault
- INRAE, Université de Strasbourg, SVQV UMR1131, 68000 Colmar, France
| | - Véronique Ziegler-Graff
- Institut de biologie moléculaire des plantes, CNRS, Université de Strasbourg, 67084 Strasbourg, France
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Nutricati E, De Pascali M, Negro C, Bianco PA, Quaglino F, Passera A, Pierro R, Marcone C, Panattoni A, Sabella E, De Bellis L, Luvisi A. Signaling Cross-Talk between Salicylic and Gentisic Acid in the ' Candidatus Phytoplasma Solani' Interaction with Sangiovese Vines. PLANTS (BASEL, SWITZERLAND) 2023; 12:2695. [PMID: 37514309 PMCID: PMC10383235 DOI: 10.3390/plants12142695] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 07/13/2023] [Accepted: 07/14/2023] [Indexed: 07/30/2023]
Abstract
"Bois noir" disease associated with 'Candidatus Phytoplasma solani' seriously compromises the production and survival of grapevines (Vitis vinifera L.) in Europe. Understanding the plant response to phytoplasmas should help to improve disease control strategies. Using a combined metabolomic and transcriptomic analysis, this work, therefore, investigated the phytoplasma-grapevine interaction in red cultivar Sangiovese in a vineyard over four seasonal growth stages (from late spring to late summer), comparing leaves from healthy and infected grapevines (symptomatic and symptomless). We found an accumulation of both conjugate and free salicylic acids (SAs) in the leaves of 'Ca. P. solani'-positive plants from early stages of infection, when plants are still asymptomatic. A strong accumulation of gentisic acid (GA) associated with symptoms progression was found for the first time. A detailed analysis of phenylpropanoids revealed a significant accumulation of hydroxycinnamic acids, flavonols, flavan 3-ols, and anthocyanin cyanidin 3-O-glucoside, which are extensively studied due to their involvement in the plant response to various pathogens. Metabolomic data corroborated by gene expression analysis indicated that phenylpropanoid biosynthetic and salicylic acid-responsive genes were upregulated in 'Ca. P. solani-positive plants compared to -negative ones during the observed period.
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Affiliation(s)
- Eliana Nutricati
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
| | - Mariarosaria De Pascali
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
| | - Carmine Negro
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
| | - Piero Attilio Bianco
- Department of Agricultural and Environmental Sciences, Production, Landscape, Agroenergy (DiSAA), University of Milan, Via Celoria 2, 20133 Milano, Italy
| | - Fabio Quaglino
- Department of Agricultural and Environmental Sciences, Production, Landscape, Agroenergy (DiSAA), University of Milan, Via Celoria 2, 20133 Milano, Italy
| | - Alessandro Passera
- Department of Agricultural and Environmental Sciences, Production, Landscape, Agroenergy (DiSAA), University of Milan, Via Celoria 2, 20133 Milano, Italy
| | - Roberto Pierro
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084 Fisciano, Italy
| | - Carmine Marcone
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084 Fisciano, Italy
| | - Alessandra Panattoni
- Department of Agriculture, Food and Environment (DAFE), University of Pisa, Via del Borghetto 80, 56124 Pisa, Italy
| | - Erika Sabella
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
| | - Luigi De Bellis
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
| | - Andrea Luvisi
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Provinciale Lecce-Monteroni, 73100 Lecce, Italy
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Casarin S, Vincenzi S, Esposito A, Filippin L, Forte V, Angelini E, Bertazzon N. A successful defence strategy in grapevine cultivar 'Tocai friulano' provides compartmentation of grapevine Flavescence dorée phytoplasma. BMC PLANT BIOLOGY 2023; 23:161. [PMID: 36964496 PMCID: PMC10039607 DOI: 10.1186/s12870-023-04122-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 02/14/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Flavescence dorée (FD) is a grapevine disease caused by phytoplasma and it is one of the most destructive pathologies in Europe. Nowadays, the only strategies used to control the epidemics are insecticides against vector, but more sustainable techniques are required. Completely resistant Vitis vinifera varieties have not been uncovered yet, but differences in susceptibility among cultivars and spontaneous recovery from FD symptoms have been observed. The grapevine cultivar 'Tocai friulano' shows very low susceptibility to FD but its defence strategy to counteract the phytoplasma spread has not been deciphered yet. In this work, the mechanisms occurring within 'Tocai friulano' FD-infected plants were examined in depth to identify the phytoplasma distribution and the defence pathways involved. RESULTS In 'Tocai friulano' symptoms of FD-infection remained confined near the area where they appeared during all the vegetative season. Analyses of secondary phloem showed a total absence of FD phytoplasma (FDp) in the trunk and its disappearance in 2-year-old arms from July to November, which was different from 'Pinot gris', a highly susceptible variety. Diverse modulations of defence genes and accumulation of metabolites were revealed in 1-year-old canes of 'Tocai friulano' FD-infected plants, depending on the sanitary status. Symptomatic portions showed high activation of both jasmonate- and salicylate-mediated responses, together with a great accumulation of resveratrol. Whereas activation of jasmonate-mediated response and high content of ε-viniferin were identified in asymptomatic 1-year-old cane portions close to the symptomatic ones. CONCLUSION Successful defence mechanisms activated near the symptomatic areas allowed the compartmentation of FD symptoms and phytoplasmas within the infected 'Tocai friulano' plants. These results could suggest specific agronomical practices to be adopted during FD management of this variety, and drive research of resistance genes against FD.
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Affiliation(s)
- Sofia Casarin
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy
- Department of Agriculture, Food, Environmental and Animal Sciences, University of Udine, Via delle Scienze, 206, 33100, Udine, UD, Italy
| | - Simone Vincenzi
- Department of Agronomy, Food, Natural resources, Animal and Environment (DAFNAE), University of Padua, Viale dell'Università, 16, 35020, Legnaro, PD, Italy
| | - Antonella Esposito
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy
| | - Luisa Filippin
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy
| | - Vally Forte
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy
| | - Elisa Angelini
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy
| | - Nadia Bertazzon
- Research Centre for Viticulture and Enology (CREA), Via XXVIII Aprile 26, 31015, Conegliano, TV, Italy.
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Role of Cytochrome P450 Enzyme in Plant Microorganisms' Communication: A Focus on Grapevine. Int J Mol Sci 2023; 24:ijms24054695. [PMID: 36902126 PMCID: PMC10003686 DOI: 10.3390/ijms24054695] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 02/24/2023] [Accepted: 02/26/2023] [Indexed: 03/05/2023] Open
Abstract
Cytochromes P450 are ancient enzymes diffused in organisms belonging to all kingdoms of life, including viruses, with the largest number of P450 genes found in plants. The functional characterization of cytochromes P450 has been extensively investigated in mammals, where these enzymes are involved in the metabolism of drugs and in the detoxification of pollutants and toxic chemicals. The aim of this work is to present an overview of the often disregarded role of the cytochrome P450 enzymes in mediating the interaction between plants and microorganisms. Quite recently, several research groups have started to investigate the role of P450 enzymes in the interactions between plants and (micro)organisms, focusing on the holobiont Vitis vinifera. Grapevines live in close association with large numbers of microorganisms and interact with each other, regulating several vine physiological functions, from biotic and abiotic stress tolerance to fruit quality at harvest.
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Zarraonaindia I, Cretazzo E, Mena-Petite A, Díez-Navajas AM, Pérez-López U, Lacuesta M, Pérez-Álvarez EP, Puertas B, Fernandez-Diaz C, Bertazzon N, Cantos-Villar E. Holistic understanding of the response of grapevines to foliar application of seaweed extracts. FRONTIERS IN PLANT SCIENCE 2023; 14:1119854. [PMID: 36923130 PMCID: PMC10010106 DOI: 10.3389/fpls.2023.1119854] [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: 12/09/2022] [Accepted: 02/06/2023] [Indexed: 06/18/2023]
Abstract
Viticulture is highly dependent on phytochemicals to maintain good vineyard health. However, to reduce their accumulation in the environment, green regulations are driving the development of eco-friendly strategies. In this respect, seaweeds have proven to be one of the marine resources with the highest potential as plant protective agents, representing an environmentally-friendly alternative approach for sustainable wine production. The current work follows an interdisciplinary framework to evaluate the capacity of Ulva ohnoi and Rugulopteryx okamurae seaweeds to induce defense mechanisms in grapevine plants. To our knowledge, this is the first study to evaluate Rugulopteryx okamurae as a biostimulator . This macroalgae is relevant since it is an invasive species on the Atlantic and Mediterranean coast causing incalculable economic and environmental burdens. Four extracts (UL1, UL2, RU1 and RU2 developed from Ulva and Rugulopteryx, respectively) were foliar applied to Tempranillo plants cultivated under greenhouse conditions. UL1 and RU2 stood out for their capacity to induce defense genes, such as a PR10, PAL, STS48 and GST1, mainly 24 hours after the first application. The increased expression level of these genes agreed with i) an increase in trans-piceid and trans-resveratrol content, mainly in the RU2 treated leaves, and, ii) an increase in jasmonic acid and decrease in salicylic acid. Moreover, an induction of the activity of the antioxidant enzymes was observed at the end of the experiment, with an increase in superoxide dismutase and catalase in the RU2-treated leaves in particular. Interestingly, while foliar fungal diversity was not influenced by the treatments, alga extract amendment modified fungal composition, RU2 application enriching the content of various groups known for their biocontrol activity. Overall, the results evidenced the capacity of Rugulopteryx okamurae for grapevine biostimulation, inducing the activation of several secondary metabolite pathways and promoting the abundance of beneficial microbiota involved in grapevine protection. While further studies are needed to unravel the bioactive compound(s) involved, including conducting field experiments etc., the current findings are the first steps towards the inclusion of Rugulopteryx okamurae in a circular scheme that would reduce its accumulation on the coast and benefit the viticulture sector at the same time.
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Affiliation(s)
- Iratxe Zarraonaindia
- Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Leioa (Bizkaia), Spain
- IKERBASQUE, Basque Foundation for Science, Bilbao, Spain
| | - Enrico Cretazzo
- Instituto de Investigación y Formación Agraria y Pesquera (IFAPA) Rancho de la Merced, Consejería de Agricultura, Pesca, Agua y Desarrollo Rural, Junta de Andalucía, Cádiz, Spain
| | - Amaia Mena-Petite
- Department of Plant Biology and Ecology, Faculty of Pharmacy, University of the Basque Country Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Vitoria-Gasteiz (Araba), Spain
| | - Ana M. Díez-Navajas
- Department of Plant Production and Protection, Instituto Vasco de Investigación y Desarrollo (NEIKER)-Basque Institute of Agricultural Research and Development, Basque Research and Technology Alliance (BRTA), Arkaute (Araba), Spain
| | - Usue Pérez-López
- Department of Plant Biology and Ecology, Faculty of Science and Technology, University of the Basque Country Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Leioa (Bizkaia), Spain
| | - Maite Lacuesta
- Department of Plant Biology and Ecology, Faculty of Pharmacy, University of the Basque Country Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Vitoria-Gasteiz (Araba), Spain
| | - Eva Pilar Pérez-Álvarez
- VIENAP Group, Instituto Vasco de Investigación y Desarrollo (ICVV), Carretera de Burgos, Logroño, Spain
| | - Belén Puertas
- Instituto de Investigación y Formación Agraria y Pesquera (IFAPA) Rancho de la Merced, Consejería de Agricultura, Pesca, Agua y Desarrollo Rural, Junta de Andalucía, Cádiz, Spain
| | - Catalina Fernandez-Diaz
- Instituto de Investigación y Formación Agraria y Pesquera (IFAPA) El Toruño, Consejería de Agricultura, Pesca, Agua y Desarrollo Rural, Junta de Andalucía, Cádiz, Spain
| | - Nadia Bertazzon
- The Council for Agricultural Research and Economics (CREA), Research Centre for Viticulture and Enology, Conegliano, Italy
| | - Emma Cantos-Villar
- Instituto de Investigación y Formación Agraria y Pesquera (IFAPA) Rancho de la Merced, Consejería de Agricultura, Pesca, Agua y Desarrollo Rural, Junta de Andalucía, Cádiz, Spain
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Islam MT, Kudla-Williams C, Kar S, Londo JP, Centinari M, Rosa C. Deciphering genome-wide transcriptomic changes in grapevines heavily infested by spotted lanternflies. FRONTIERS IN INSECT SCIENCE 2022; 2:971221. [PMID: 38468776 PMCID: PMC10926465 DOI: 10.3389/finsc.2022.971221] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 08/09/2022] [Indexed: 03/13/2024]
Abstract
The spotted lanternfly, a newly invasive insect in the U.S. that is a great concern for the grapevine industry, produces damage on its host plants through aggressive feeding, using a piercing and sucking method to feed on the phloem of plants. In the eastern US, adult SLF can invade vineyards through fruit ripening until the end of the growing season; however, it is still unclear how prolonged late-season SLF feeding can affect the health of grapevines, as well as the host responses to this extensive damage. Thus, we have performed a comprehensive genome-wide transcriptome analysis in grapevines heavily infested by the spotted lanternfly, as it occurs in Pennsylvania vineyards, and compared it to other relevant transcriptomes in grapes with different degrees to susceptibility to similar pests. Among a variety of plant responses, we highlight here a subset of relevant biological pathways that distinguish or are common to the spotted lanternfly and other phloem feeders in grapevine. The molecular interaction between spotted lanternfly and the vine begins with activation of signal transduction cascades mediated mainly by protein kinase genes. It also induces the expression of transcription factors in the nucleus, of other signaling molecules like phytohormones and secondary metabolites, and their downstream target genes responsible for defense and physiological functions, such as detoxification and photosynthesis. Grapevine responses furthermore include the activation of genes for cell wall strengthening via biosynthesis of major structural components. With this study, we hope to provide the regulatory network to explain effects that the invasive spotted lanternfly has on grapevine health with the goal to improve its susceptibility.
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Affiliation(s)
- Md Tariqul Islam
- Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, PA, United States
| | - Crosley Kudla-Williams
- Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, PA, United States
| | - Suraj Kar
- Department of Plant Science, The Pennsylvania State University, University Park, PA, United States
| | - Jason P. Londo
- School of Integrative Plant Science Horticulture Section, Cornell AgriTech, Cornell University, Geneva, NY, United States
| | - Michela Centinari
- Department of Plant Science, The Pennsylvania State University, University Park, PA, United States
| | - Cristina Rosa
- Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, PA, United States
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8
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Buoso S, Musetti R, Marroni F, Calderan A, Schmidt W, Santi S. Infection by phloem-limited phytoplasma affects mineral nutrient homeostasis in tomato leaf tissues. JOURNAL OF PLANT PHYSIOLOGY 2022; 271:153659. [PMID: 35299031 DOI: 10.1016/j.jplph.2022.153659] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Revised: 01/27/2022] [Accepted: 02/22/2022] [Indexed: 06/14/2023]
Abstract
Phytoplasmas are sieve-elements restricted wall-less, pleomorphic pathogenic microorganisms causing devastating damage to over 700 plant species worldwide. The invasion of sieve elements by phytoplasmas has several consequences on nutrient transport and metabolism, anyway studies about changes of the mineral-nutrient profile following phytoplasma infections are scarce and offer contrasting results. Here, we examined changes in macro- and micronutrient concentration in tomato plant upon 'Candidatus Phytoplasma solani' infection. To investigate possible effects of 'Ca. P. solani' infection on mineral element allocation, the mineral elements were separately analysed in leaf midrib, leaf lamina and root. Moreover, we focused our analysis on the transcriptional regulation of genes encoding trans-membrane transporters of mineral nutrients. To this aim, a manually curated inventory of differentially expressed genes encoding transporters in tomato leaf midribs was mined from the transcriptional profile of healthy and infected tomato leaf midribs. Results highlighted changes in ion homeostasis in the host plant, and significant modulations at transcriptional level of genes encoding ion transporters and channels.
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Affiliation(s)
- Sara Buoso
- Department of Agricultural, Food, Environmental and Animal Sciences, Via delle Scienze 206, University of Udine, 33100, Udine, Italy.
| | - Rita Musetti
- Department of Agricultural, Food, Environmental and Animal Sciences, Via delle Scienze 206, University of Udine, 33100, Udine, Italy.
| | - Fabio Marroni
- Department of Agricultural, Food, Environmental and Animal Sciences, Via delle Scienze 206, University of Udine, 33100, Udine, Italy.
| | - Alberto Calderan
- Department of Agricultural, Food, Environmental and Animal Sciences, Via delle Scienze 206, University of Udine, 33100, Udine, Italy; Department of Life Sciences, University of Trieste, Via Licio Giorgieri, 5, 34127, Trieste, Italy.
| | - Wolfgang Schmidt
- Institute of Plant and Microbial Biology, Academia Sinica, 11529, Taipei, Taiwan; Biotechnology Center, National Chung Hsing University, 40227, Taichung, Taiwan.
| | - Simonetta Santi
- Department of Agricultural, Food, Environmental and Animal Sciences, Via delle Scienze 206, University of Udine, 33100, Udine, Italy.
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9
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Calle García J, Guadagno A, Paytuvi-Gallart A, Saera-Vila A, Amoroso CG, D'Esposito D, Andolfo G, Aiese Cigliano R, Sanseverino W, Ercolano MR. PRGdb 4.0: an updated database dedicated to genes involved in plant disease resistance process. Nucleic Acids Res 2021; 50:D1483-D1490. [PMID: 34850118 PMCID: PMC8729912 DOI: 10.1093/nar/gkab1087] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 10/11/2021] [Accepted: 11/19/2021] [Indexed: 12/03/2022] Open
Abstract
The Plant Resistance Genes database (PRGdb; http://prgdb.org/prgdb4/) has been greatly expanded, keeping pace with the increasing amount of available knowledge and data (sequenced proteomes, cloned genes, public analysis data, etc.). The easy-to-use style of the database website has been maintained, while an updated prediction tool, more data and a new section have been added. This new section will contain plant resistance transcriptomic experiments, providing additional easy-to-access experimental information. DRAGO3, the tool for automatic annotation and prediction of plant resistance genes behind PRGdb, has been improved in both accuracy and sensitivity, leading to more reliable predictions. PRGdb offers 199 reference resistance genes and 586.652 putative resistance genes from 182 sequenced proteomes. Compared to the previous release, PRGdb 4.0 has increased the number of reference resistance genes from 153 to 199, the number of putative resistance genes from 177K from 76 proteomes to 586K from 182 sequenced proteomes. A new section has been created that collects plant-pathogen transcriptomic data for five species of agricultural interest. Thereby, with these improvements and data expansions, PRGdb 4.0 aims to serve as a reference to the plant scientific community and breeders worldwide, helping to further study plant resistance mechanisms that contribute to fighting pathogens.
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Affiliation(s)
- Joan Calle García
- Sequentia Biotech SL, Calle Comte D'Urgell 240, 08036 Barcelona, Spain
| | - Anna Guadagno
- Dipartimento di Agraria, Università di Napoli 'Federico II', Via Università 100, 80055 Portici, Italy
| | | | | | - Ciro Gianmaria Amoroso
- Dipartimento di Agraria, Università di Napoli 'Federico II', Via Università 100, 80055 Portici, Italy
| | - Daniela D'Esposito
- Dipartimento di Agraria, Università di Napoli 'Federico II', Via Università 100, 80055 Portici, Italy
| | - Giuseppe Andolfo
- Dipartimento di Agraria, Università di Napoli 'Federico II', Via Università 100, 80055 Portici, Italy
| | | | | | - Maria Raffaella Ercolano
- Dipartimento di Agraria, Università di Napoli 'Federico II', Via Università 100, 80055 Portici, Italy
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Pilati S, Malacarne G, Navarro-Payá D, Tomè G, Riscica L, Cavecchia V, Matus JT, Moser C, Blanzieri E. Vitis OneGenE: A Causality-Based Approach to Generate Gene Networks in Vitis vinifera Sheds Light on the Laccase and Dirigent Gene Families. Biomolecules 2021; 11:1744. [PMID: 34944388 PMCID: PMC8698957 DOI: 10.3390/biom11121744] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2021] [Revised: 11/11/2021] [Accepted: 11/16/2021] [Indexed: 12/24/2022] Open
Abstract
The abundance of transcriptomic data and the development of causal inference methods have paved the way for gene network analyses in grapevine. Vitis OneGenE is a transcriptomic data mining tool that finds direct correlations between genes, thus producing association networks. As a proof of concept, the stilbene synthase gene regulatory network obtained with OneGenE has been compared with published co-expression analysis and experimental data, including cistrome data for MYB stilbenoid regulators. As a case study, the two secondary metabolism pathways of stilbenoids and lignin synthesis were explored. Several isoforms of laccase, peroxidase, and dirigent protein genes, putatively involved in the final oxidative oligomerization steps, were identified as specifically belonging to either one of these pathways. Manual curation of the predicted sequences exploiting the last available genome assembly, and the integration of phylogenetic and OneGenE analyses, identified a group of laccases exclusively present in grapevine and related to stilbenoids. Here we show how network analysis by OneGenE can accelerate knowledge discovery by suggesting new candidates for functional characterization and application in breeding programs.
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Affiliation(s)
- Stefania Pilati
- Research and Innovation Centre, Department of Genomics and Biology of Fruit Crops, Fondazione Edmund Mach, 38098 San Michele all’Adige, Italy; (G.M.); (C.M.)
| | - Giulia Malacarne
- Research and Innovation Centre, Department of Genomics and Biology of Fruit Crops, Fondazione Edmund Mach, 38098 San Michele all’Adige, Italy; (G.M.); (C.M.)
| | - David Navarro-Payá
- Institute for Integrative Systems Biology (I2SysBio), Universitat de València-CSIC, 46908 Paterna, Valencia, Spain; (D.N.-P.); (J.T.M.)
| | - Gabriele Tomè
- Centre for Integrative Biology (CIBIO), University of Trento, 38123 Trento, Italy;
| | - Laura Riscica
- Department of Information Engineering and Computer Science, University of Trento, 38123 Trento, Italy; (L.R.); (E.B.)
| | - Valter Cavecchia
- CNR-Institute of Materials for Electronics and Magnetism, 38123 Trento, Italy;
| | - José Tomás Matus
- Institute for Integrative Systems Biology (I2SysBio), Universitat de València-CSIC, 46908 Paterna, Valencia, Spain; (D.N.-P.); (J.T.M.)
| | - Claudio Moser
- Research and Innovation Centre, Department of Genomics and Biology of Fruit Crops, Fondazione Edmund Mach, 38098 San Michele all’Adige, Italy; (G.M.); (C.M.)
| | - Enrico Blanzieri
- Department of Information Engineering and Computer Science, University of Trento, 38123 Trento, Italy; (L.R.); (E.B.)
- CNR-Institute of Materials for Electronics and Magnetism, 38123 Trento, Italy;
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Huang W, Reyes-Caldas P, Mann M, Seifbarghi S, Kahn A, Almeida RPP, Béven L, Heck M, Hogenhout SA, Coaker G. Bacterial Vector-Borne Plant Diseases: Unanswered Questions and Future Directions. MOLECULAR PLANT 2020; 13:1379-1393. [PMID: 32835885 PMCID: PMC7769051 DOI: 10.1016/j.molp.2020.08.010] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/18/2020] [Accepted: 08/18/2020] [Indexed: 06/01/2023]
Abstract
Vector-borne plant diseases have significant ecological and economic impacts, affecting farm profitability and forest composition throughout the world. Bacterial vector-borne pathogens have evolved sophisticated strategies to interact with their hemipteran insect vectors and plant hosts. These pathogens reside in plant vascular tissue, and their study represents an excellent opportunity to uncover novel biological mechanisms regulating intracellular pathogenesis and to contribute to the control of some of the world's most invasive emerging diseases. In this perspective, we highlight recent advances and major unanswered questions in the realm of bacterial vector-borne disease, focusing on liberibacters, phytoplasmas, spiroplasmas, and Xylella fastidiosa.
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Affiliation(s)
- Weijie Huang
- Department of Crop Genetics, John Innes Centre, Norwich Research Park, Norwich NR4 7UH, UK
| | - Paola Reyes-Caldas
- Department of Plant Pathology, University of California, Davis, CA, 95616, USA
| | - Marina Mann
- Department of Plant Pathology and Plant-Microbe Biology, Cornell University, Ithaca, NY 14853, USA
| | - Shirin Seifbarghi
- Department of Plant Pathology, University of California, Davis, CA, 95616, USA
| | - Alexandra Kahn
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA 94720, USA
| | - Rodrigo P P Almeida
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA 94720, USA
| | - Laure Béven
- UMR 1332 Biologie du Fruit et Pathologie, Univ. Bordeaux, INRAE, Villenave d'Ornon 33882 France
| | - Michelle Heck
- Department of Plant Pathology and Plant-Microbe Biology, Cornell University, Ithaca, NY 14853, USA; Boyce Thompson Institute, Ithaca, NY 14853, USA; Emerging Pests and Pathogens Research Unit, Robert W. Holley Center, USDA ARS, Ithaca, NY 14853, USA
| | - Saskia A Hogenhout
- Department of Crop Genetics, John Innes Centre, Norwich Research Park, Norwich NR4 7UH, UK; School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, UK
| | - Gitta Coaker
- Department of Plant Pathology, University of California, Davis, CA, 95616, USA.
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Pre-symptomatic modified phytohormone profile is associated with lower phytoplasma titres in an Arabidopsis seor1ko line. Sci Rep 2020; 10:14770. [PMID: 32901060 PMCID: PMC7479616 DOI: 10.1038/s41598-020-71660-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 08/17/2020] [Indexed: 11/16/2022] Open
Abstract
The proteins AtSEOR1 and AtSEOR2 occur as conjugates in the form of filaments in sieve elements of Arabidopsis thaliana. A reduced phytoplasma titre found in infected defective-mutant Atseor1ko plants in previous work raised the speculation that non-conjugated SEOR2 is involved in the phytohormone-mediated suppression of Chrysanthemum Yellows (CY)-phytoplasma infection transmitted by Euscelidius variegatus (Ev). This early and long-lasting SEOR2 impact was revealed in Atseor1ko plants by the lack of detectable phytoplasmas at an early stage of infection (symptomless plants) and a lower phytoplasma titre at a later stage (fully symptomatic plants). The high insect survival rate on Atseor1ko line and the proof of phytoplasma infection at the end of the acquisition access period confirmed the high transmission efficiency of CY-phytoplasma by the vectors. Transmission electron microscopy analysis ruled out a direct role of SE filament proteins in physical phytoplasma containment. Time-correlated HPLC–MS/MS-based phytohormone analyses revealed increased jasmonate levels in midribs of Atseor1ko plants at an early stage of infection and appreciably enhanced levels of indole acetic acid and abscisic acid at the early and late stages. Effects of Ev-probing on phytohormone levels was not found. The results suggest that SEOR2 interferes with phytohormonal pathways in Arabidopsis midrib tissues in order to establish early defensive responses to phytoplasma infection.
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Teixeira A, Martins V, Frusciante S, Cruz T, Noronha H, Diretto G, Gerós H. Flavescence Dorée-Derived Leaf Yellowing in Grapevine ( Vitis vinifera L.) Is Associated to a General Repression of Isoprenoid Biosynthetic Pathways. FRONTIERS IN PLANT SCIENCE 2020; 11:896. [PMID: 32625230 PMCID: PMC7311760 DOI: 10.3389/fpls.2020.00896] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Accepted: 06/02/2020] [Indexed: 05/03/2023]
Abstract
Flavescence dorée (FD), caused by the phytoplasma Candidatus Phytoplasma vitis, is a major threat to vineyard survival in different European grape-growing areas. It has been recorded in French vineyards since the mid-1950s, and rapidly spread to other countries. In Portugal, the phytoplasma was first detected in the DOC region of 'Vinhos Verdes' in 2006, and reached the central region of the country in 2009. The infection causes strong accumulation of carbohydrates and phenolics in the mesophyll cells and a simultaneous decrease of chlorophylls, events accompanied by a down regulation of genes and proteins involved in the dark and light-dependent reactions and stabilization of the photosystem II (PSII). In the present study, to better elucidate the basis of the leaf chlorosis in infected grapevine cv. Loureiro, we studied the isoprenoid transcript-metabolite correlation in leaves from healthy and FD-infected vines. Specifically, targeted metabolome revealed that twenty-one compounds (out of thirty-two), including chlorophylls, carotenoids, quinones and tocopherols, were reduced in response to FD-infection. Thereafter, and consistently with the biochemical data, qPCR analysis highlighted a severe FD-mediated repression in key genes involved in isoprenoid biosynthetic pathways. A more diverse set of changes, on the contrary, was observed in the case of ABA metabolism. Principal component analysis (PCA) of all identified metabolites clearly separated healthy from FD-infected vines, therefore confirming that the infection strongly alters the biosynthesis of grapevine isoprenoids; additionally, forty-four genes and metabolites were identified as the components mostly explaining the variance between healthy and infected samples. Finally, transcript-metabolite network correlation analyses were exploited to display the main hubs of the infection process, which highlighted a strong role of VvCHLG, VvVTE and VvZEP genes and the chlorophylls intermediates aminolevulunic acid and porphobilinogen in response to FD infection. Overall, results indicated that the FD infection impairs the synthesis of isoprenoids, through the repression of key genes involved in the biosynthesis of chlorophylls, carotenoids, quinones and tocopherols.
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Affiliation(s)
- António Teixeira
- Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga, Portugal
- *Correspondence: António Teixeira,
| | - Viviana Martins
- Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga, Portugal
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - Sarah Frusciante
- Casaccia Research Center, ENEA, Italian National Agency for New Technologies, Energy and Sustainable Economic Development, Rome, Italy
| | - Telmo Cruz
- Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga, Portugal
| | - Henrique Noronha
- Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga, Portugal
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
| | - Gianfranco Diretto
- Casaccia Research Center, ENEA, Italian National Agency for New Technologies, Energy and Sustainable Economic Development, Rome, Italy
| | - Hernâni Gerós
- Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga, Portugal
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, Vila Real, Portugal
- Centre of Biological Engineering (CEB), Department of Biological Engineering, University of Minho, Braga, Portugal
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