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Thomas BO, Lechner SL, Ross HC, Joris BR, Glick BR, Stegelmeier AA. Friends and Foes: Bacteria of the Hydroponic Plant Microbiome. PLANTS (BASEL, SWITZERLAND) 2024; 13:3069. [PMID: 39519984 PMCID: PMC11548230 DOI: 10.3390/plants13213069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 10/16/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024]
Abstract
Hydroponic greenhouses and vertical farms provide an alternative crop production strategy in regions that experience low temperatures, suboptimal sunlight, or inadequate soil quality. However, hydroponic systems are soilless and, therefore, have vastly different bacterial microbiota than plants grown in soil. This review highlights some of the most prevalent plant growth-promoting bacteria (PGPB) and destructive phytopathogenic bacteria that dominate hydroponic systems. A complete understanding of which bacteria increase hydroponic crop yields and ways to mitigate crop loss from disease are critical to advancing microbiome research. The section focussing on plant growth-promoting bacteria highlights putative biological pathways for growth promotion and evidence of increased crop productivity in hydroponic systems by these organisms. Seven genera are examined in detail, including Pseudomonas, Bacillus, Azospirillum, Azotobacter, Rhizobium, Paenibacillus, and Paraburkholderia. In contrast, the review of hydroponic phytopathogens explores the mechanisms of disease, studies of disease incidence in greenhouse crops, and disease control strategies. Economically relevant diseases caused by Xanthomonas, Erwinia, Agrobacterium, Ralstonia, Clavibacter, Pectobacterium, and Pseudomonas are discussed. The conditions that make Pseudomonas both a friend and a foe, depending on the species, environment, and gene expression, provide insights into the complexity of plant-bacterial interactions. By amalgamating information on both beneficial and pathogenic bacteria in hydroponics, researchers and greenhouse growers can be better informed on how bacteria impact modern crop production systems.
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Affiliation(s)
- Brianna O. Thomas
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (B.R.G.)
| | - Shelby L. Lechner
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (B.R.G.)
| | - Hannah C. Ross
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada (B.R.J.)
| | - Benjamin R. Joris
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada (B.R.J.)
| | - Bernard R. Glick
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (B.R.G.)
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Rana R, Nayak PK, Madhavan VN, Sonti RV, Patel HK, Patil PB. Comparative genomics-based insights into Xanthomonas indica, a non-pathogenic species of healthy rice microbiome with bioprotection function. Appl Environ Microbiol 2024; 90:e0084824. [PMID: 39158313 PMCID: PMC11409687 DOI: 10.1128/aem.00848-24] [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: 05/01/2024] [Accepted: 07/02/2024] [Indexed: 08/20/2024] Open
Abstract
Xanthomonas species are major pathogens of plants and have been studied extensively. There is increasing recognition of the importance of non-pathogenic species within the same genus. With this came the need to understand the genomic and functional diversity of non-pathogenic Xanthomonas (NPX) at the species and strain level. This study reports isolation and investigation into the genomic diversity and variation in NPX isolates, chiefly Xanthomonas indica, a newly discovered NPX species from rice. The study establishes the relationship of X. indica strains within clade I of Xanthomonads with another NPX species, X. sontii, also associated with rice seeds. Identification of highly diverse strains, open-pan genome, and systematic hyper-variation at the lipopolysaccharide biosynthetic locus when compared to pathogenic Xanthomonas indicates the acquisition of new functions for adaptation. Furthermore, comparative genomics studies established the absence of major virulence genes such as type III secretion system and effectors, which are present in the pathogens, and the presence of a known bacterial-killing type IV secretion system (X-T4SS). The diverse non-pathogenic strains of X. indica and X. sontii were found to protect rice from bacterial leaf blight pathogen, X. oryzae pv. oryzae (Xoo). The absence of phenotype of an X-T4SS mutant suggests redundancy in the genetic basis of the mechanisms involved in the bioprotection function, which may include multiple genetic loci, such as putative bacteriocin-encoding gene clusters and involvement of other factors such as nutrient and niche competition apart from induction of innate immunity through shared microbial-associated molecular patterns. The rice-NPX community and its pathogenic counterpart can be a promising model for understanding plant-microbe-microbiome interaction studies.IMPORTANCEThe Xanthomonas group of bacteria is known for its characteristic lifestyle as a phytopathogen. However, the discovery of non-pathogenic Xanthomonas (NPX) species is a major shift in understanding this group of bacteria. Multi-strain, in-depth genomic, evolutionary and functional studies on each of these NPX species are still lacking. This study on diverse non-pathogenic strains provides novel insights into genome diversity, dynamics, and evolutionary trends of NPX species from rice microbiome apart from its relationship with other relatives that form a sub-clade. Interestingly, we also uncovered that NPX species protect rice from pathogenic Xanthomonas species. The plant protection property shows their importance as a part of a healthy plant microbiome. Furthermore, finding an open pan-genome and large-scale variation at lipopolysaccharide biosynthetic locus indicates a significant role of the NPX community in host adaptation. The findings and high-quality genomic resources of NPX species and the strains will allow further systematic molecular and host-associated microbial community studies for plant health.
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Affiliation(s)
- Rekha Rana
- Bacterial Genomics and Evolution Laboratory, CSIR-Institute of Microbial Technology, Chandigarh, India
- Academy of Scientific and Innovative Research, Ghaziabad, India
| | - Praveen Kumar Nayak
- Academy of Scientific and Innovative Research, Ghaziabad, India
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad, India
| | | | - Ramesh V. Sonti
- International Centre for Genetic Engineering and Biotechnology, New Delhi, India
| | - Hitendra K. Patel
- Academy of Scientific and Innovative Research, Ghaziabad, India
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad, India
| | - Prabhu B. Patil
- Bacterial Genomics and Evolution Laboratory, CSIR-Institute of Microbial Technology, Chandigarh, India
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Harrison J, Hussain RMF, Greer SF, Ntoukakis V, Aspin A, Vicente JG, Grant M, Studholme DJ. Draft genome sequences for ten strains of Xanthomonas species that have phylogenomic importance. Access Microbiol 2023; 5:acmi000532.v3. [PMID: 37601434 PMCID: PMC10436009 DOI: 10.1099/acmi.0.000532.v3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 06/25/2023] [Indexed: 08/22/2023] Open
Abstract
Here we report draft-quality genome sequences for pathotype strains of eight plant-pathogenic bacterial pathovars: Xanthomonas campestris pv. asclepiadis, X. campestris pv. cannae, X. campestris pv. esculenti, X. campestris pv. nigromaculans, X. campestris pv. parthenii, X. campestris pv. phormiicola, X. campestris pv. zinniae and X. dyei pv. eucalypti (= X. campestris pv. eucalypti). We also sequenced the type strain of species X. melonis and the unclassified Xanthomonas strain NCPPB 1067. These data will be useful for phylogenomic and taxonomic studies, filling some important gaps in sequence coverage of Xanthomonas phylogenetic diversity. We include representatives of previously under-sequenced pathovars and species-level clades. Furthermore, these genome sequences may be useful in elucidating the molecular basis for important phenotypes, such as biosynthesis of coronatine-related toxins and degradation of fungal toxin cercosporin.
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Affiliation(s)
| | - Rana Muhammad Fraz Hussain
- Gibbet Hill Campus, School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
- Wellesbourne Campus, School of Life Sciences, University of Warwick, Coventry, CV35 9EF, UK
| | - Shannon F. Greer
- Gibbet Hill Campus, School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
- Wellesbourne Campus, School of Life Sciences, University of Warwick, Coventry, CV35 9EF, UK
| | - Vardis Ntoukakis
- Gibbet Hill Campus, School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | - Andrew Aspin
- Fera Science Ltd., York Biotech Campus, Sand Hutton, York, YO41 1LZ, UK
| | - Joana G. Vicente
- Wellesbourne Campus, School of Life Sciences, University of Warwick, Coventry, CV35 9EF, UK
- Fera Science Ltd., York Biotech Campus, Sand Hutton, York, YO41 1LZ, UK
| | - Murray Grant
- Gibbet Hill Campus, School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
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Agarwal V, Stubits R, Nassrullah Z, Dillon MM. Pangenome insights into the diversification and disease specificity of worldwide Xanthomonas outbreaks. Front Microbiol 2023; 14:1213261. [PMID: 37476668 PMCID: PMC10356107 DOI: 10.3389/fmicb.2023.1213261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 06/15/2023] [Indexed: 07/22/2023] Open
Abstract
The bacterial genus Xanthomonas is responsible for disease outbreaks in several hundred plant species, many of them economically important crops. In the era of next-generation sequencing, thousands of strains from this genus have now been sequenced as part of isolated studies that focus on outbreak characterization, host range, diversity, and virulence factor identification. However, these data have not been synthesized and we lack a comprehensive phylogeny for the genus, with some species designations in public databases still relying on phenotypic similarities and representative sequence typing. The extent of genetic cohesiveness among Xanthomonas strains, the distribution of virulence factors across strains, and the impact of evolutionary history on host range across the genus are also poorly understood. In this study, we present a pangenome analysis of 1,910 diverse Xanthomonas genomes, highlighting their evolutionary relationships, the distribution of virulence-associated genes across strains, and rates of horizontal gene transfer. We find a number of broadly conserved classes of virulence factors and considerable diversity in the Type 3 Secretion Systems (T3SSs) and Type 3 Secreted Effector (T3SE) repertoires of different Xanthomonas species. We also use these data to re-assign incorrectly classified strains to phylogenetically informed species designations and find evidence of both monophyletic host specificity and convergent evolution of phylogenetically distant strains to the same host. Finally, we explore the role of recombination in maintaining genetic cohesion within the Xanthomonas genus as a result of both ancestral and recent recombination events. Understanding the evolutionary history of Xanthomonas species and the relationship of key virulence factors with host-specificity provides valuable insight into the mechanisms through which Xanthomonas species shift between hosts and will enable us to develop more robust resistance strategies against these highly virulent pathogens.
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Affiliation(s)
- Viplav Agarwal
- Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
| | - Rachel Stubits
- Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Zain Nassrullah
- Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Marcus M. Dillon
- Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
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5
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Peduzzi C, Sagia A, Burokienė D, Nagy IK, Fischer-Le Saux M, Portier P, Dereeper A, Cunnac S, Roman-Reyna V, Jacobs JM, Bragard C, Koebnik R. Complete Genome Sequencing of Three Clade-1 Xanthomonads Reveals Genetic Determinants for a Lateral Flagellin and the Biosynthesis of Coronatine-Like Molecules in Xanthomonas. PHYTOPATHOLOGY 2023; 113:1185-1191. [PMID: 36611232 DOI: 10.1094/phyto-10-22-0373-sc] [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: 06/17/2023]
Abstract
Evolutionarily, early-branching xanthomonads, also referred to as clade-1 xanthomonads, include major plant pathogens, most of which colonize monocotyledonous plants. Seven species have been validly described, among them the two sugarcane pathogens Xanthomonas albilineans and Xanthomonas sacchari, as well as Xanthomonas translucens, which infects small-grain cereals and diverse grasses but also asparagus and pistachio trees. Single-gene sequencing and genomic approaches have indicated that this clade likely contains more, yet-undescribed species. In this study, we sequenced representative strains of three novel species using long-read sequencing technology. Xanthomonas campestris pv. phormiicola strain CFBP 8444 causes bacterial streak on New Zealand flax, another monocotyledonous plant. Xanthomonas sp. strain CFBP 8443 has been isolated from common bean, and Xanthomonas sp. strain CFBP 8445 originated from banana. Complete assemblies of the chromosomes confirmed their unique phylogenetic position within clade 1 of Xanthomonas. Genome mining revealed novel genetic features, hitherto undescribed in other members of the Xanthomonas genus. In strain CFBP 8444, we identified genes related to the synthesis of coronatine-like compounds, a phytotoxin produced by several pseudomonads, which raises interesting questions about the evolution and pathogenicity of this pathogen. Furthermore, strain CFBP 8444 was found to contain a second, atypical flagellar gene cluster in addition to the canonical flagellar gene cluster. Overall, this research represents an important step toward better understanding the evolutionary history and biology of early-branching xanthomonads.
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Affiliation(s)
- Chloé Peduzzi
- Earth & Life Institute, UCLouvain, Louvain-la-Neuve, Belgium
| | - Angeliki Sagia
- Earth & Life Institute, UCLouvain, Louvain-la-Neuve, Belgium
- Plant Health Institute of Montpellier (PHIM), University of Montpellier, Cirad, INRAE, Institut Agro, IRD, Montpellier, France
| | - Daiva Burokienė
- Nature Research Centre, Institute of Botany, Laboratory of Plant Pathology, Vilnius, Lithuania
| | | | | | - Perrine Portier
- Univ. Angers, Institut Agro, INRAE, IRHS, SFR QUASAV, CIRM-CFBP, F-49000 Angers, France
| | - Alexis Dereeper
- Plant Health Institute of Montpellier (PHIM), University of Montpellier, Cirad, INRAE, Institut Agro, IRD, Montpellier, France
| | - Sébastien Cunnac
- Plant Health Institute of Montpellier (PHIM), University of Montpellier, Cirad, INRAE, Institut Agro, IRD, Montpellier, France
| | - Veronica Roman-Reyna
- Department of Plant Pathology, The Ohio State University, Columbus, OH 43210, U.S.A
- Infectious Disease Institute, The Ohio State University, Columbus, OH 43210, U.S.A
| | - Jonathan M Jacobs
- Department of Plant Pathology, The Ohio State University, Columbus, OH 43210, U.S.A
- Infectious Disease Institute, The Ohio State University, Columbus, OH 43210, U.S.A
| | - Claude Bragard
- Earth & Life Institute, UCLouvain, Louvain-la-Neuve, Belgium
| | - Ralf Koebnik
- Plant Health Institute of Montpellier (PHIM), University of Montpellier, Cirad, INRAE, Institut Agro, IRD, Montpellier, France
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Vicente JG, McHugh J, Bryning A, Carroll S, Harrison J, Studholme D. First identification of Xanthomonas nasturtii as the cause of black rot of watercress in Hawaii. PLANT DISEASE 2023; 107:2511. [PMID: 36867585 DOI: 10.1094/pdis-05-22-1043-pdn] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/17/2024]
Abstract
Watercress (Nasturtium officinale) has been in continuous production in Hawaii for over a century and is part of the local diet. Black rot of watercress was first identified as caused by Xanthomonas nasturtii in Florida (Vicente et al., 2017), but symptoms of this disease have also been regularly observed in Hawaii production in all islands, mostly during the rainy season from December to April in areas with poor air circulation (McHugh & Constantinides, 2004). Initially, this disease was attributed to X. campestris due to similar symptoms to black rot of brassicas. Samples of watercress with symptoms that could be attributed to a bacterial disease including yellow spots and lesions on leaves and stunting and deformation of plants in more advanced stages, were collected from a farm in Aiea in the island of Oahu, Hawaii, in October 2017. Isolations were performed at the University of Warwick. Fluid from macerated leaves was streaked into plates of King's B (KB) medium and Yeast Dextrose Calcium Carbonate Agar (YDC). After 48-72 hrs incubation at 28°C, the plates showed a range of mixed colonies. Single cream-yellow mucoid colonies were sub-cultured several times and pure isolates including WHRI 8984 were stored at -76°C as previously described (Vicente et al., 2017). Colony morphology was observed in KB plates and, in contrast to the type strain from Florida (WHRI 8853 = NCPPB 4600), isolate WHRI 8984 did not cause browning of the medium. Pathogenicity was tested on four-week old watercress and Savoy cabbage cv. Wirosa F1 plants by inoculations on leaves as previously described (Vicente et al., 2017). WHRI 8984 did not produce symptoms when inoculated on cabbage but produced typical symptoms on watercress. A re-isolation from a leaf showing a V-shaped lesion, produced isolates with the same morphology, including isolate WHRI 10007A, that was also shown to be pathogenic to watercress therefore completing the Koch's postulates. Fatty acid profiling was performed on WHRI 8984 and 10007A and controls grown on trypticase soy broth agar (TSBA) plates at 28°C for 48 hrs as described by Weller et al. (2000). Profiles were compared with the RTSBA6 v6.21 library; as the database does not include X. nasturtii, the results were only interpreted at the genus level, and both isolates were shown to be Xanthomonas sp. For molecular analysis, DNA was extracted and the gyrB partial gene was amplified and sequenced as described by Parkinson et al. (2007). Comparisons with sequences available in the National Centre for Biotechnology Information (NCBI) databases using the Basic Local Alignment Search Tool (BLAST) showed that partial gyrB of WHRI 8984 and 10007A were identical to the type strain from Florida therefore confirming that they belong to X. nasturtii. For whole genome sequencing, genomic libraries for WHRI 8984 were prepared using Illumina's Nextera XT v2 kit and sequenced on a HiSeq Rapid Run flowcell. The sequences were processed as previously described (Vicente et al., 2017) and the whole genome assembly has been deposited in GenBank (accession QUZM00000000.1); the phylogenetic tree shows that WHRI 8984 is close, but not identical to the type strain. This is the first identification of X. nasturtii in watercress crops in Hawaii. Control of this disease generally involves the use of copper bactericides and minimizing moisture on leaves by reducing overhead irrigation and increasing air circulation (McHugh & Constantinides, 2004); seed testing might help to select batches that are disease free and, in longer term, breeding for disease resistance might produce cultivars that can be part of management strategies.
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Affiliation(s)
- Joana G Vicente
- Fera Science Ltd, 16233, York, United Kingdom of Great Britain and Northern Ireland
- University of Warwick, 2707, School of Life Sciences, Coventry, United Kingdom of Great Britain and Northern Ireland;
| | - John McHugh
- Plant Industry Division, Department of Agriculture, Honolulu, Hawaii, United States;
| | - Adam Bryning
- Fera Science Ltd, 16233, York, United Kingdom of Great Britain and Northern Ireland;
| | - Sarah Carroll
- Fera Science Ltd, 16233, York, United Kingdom of Great Britain and Northern Ireland;
| | - James Harrison
- University of Exeter, 3286, College of Life and Environmental Sciences, Exeter, United Kingdom of Great Britain and Northern Ireland;
| | - David Studholme
- University of Exeter, 3286, College of Life and Environmental Sciences, Exeter, United Kingdom of Great Britain and Northern Ireland;
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Phylogenomic Analysis Supports the Transfer of 20 Pathovars from Xanthomonas campestris into Xanthomonas euvesicatoria. TAXONOMY 2023. [DOI: 10.3390/taxonomy3010003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
The Gram-negative bacterial genus Xanthomonas includes numerous infra-specific taxa known as pathovars, which are defined primarily on host range and disease symptoms. With the advent of molecular sequence data, many pathovars have been transferred from X. campestris into other Xanthomonas species to better harmonise taxonomy and phylogeny. We performed whole-genome shotgun sequencing on pathotype strains of the following X. campestris pathovars: blepharidis, carissae, clerodendri, convolvuli, coriandri, daturae, euphorbiae, fici, heliotropii, ionidii, lawsoniae, mirabilis, obscurae, paulliniae, pennamericanum, spermacoces, uppalii, vernoniae, viegasii and zingibericola. These genomes showed more than 98% average nucleotide identity with the type-strain of X. euvesicatoria and less than 88% with the type-strain of X. campestris. We propose the transfer of these pathovars into X. euvesicatoria and present an emended species description for X. euvesicatoria.
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Liyanapathiranage P, Wagner N, Avram O, Pupko T, Potnis N. Phylogenetic Distribution and Evolution of Type VI Secretion System in the Genus Xanthomonas. Front Microbiol 2022; 13:840308. [PMID: 35495725 PMCID: PMC9048695 DOI: 10.3389/fmicb.2022.840308] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 02/10/2022] [Indexed: 11/13/2022] Open
Abstract
The type VI secretion system (T6SS) present in many Gram-negative bacteria is a contact-dependent apparatus that can directly deliver secreted effectors or toxins into diverse neighboring cellular targets including both prokaryotic and eukaryotic organisms. Recent reverse genetics studies with T6 core gene loci have indicated the importance of functional T6SS toward overall competitive fitness in various pathogenic Xanthomonas spp. To understand the contribution of T6SS toward ecology and evolution of Xanthomonas spp., we explored the distribution of the three distinguishable T6SS clusters, i3*, i3***, and i4, in approximately 1,740 Xanthomonas genomes, along with their conservation, genetic organization, and their evolutionary patterns in this genus. Screening genomes for core genes of each T6 cluster indicated that 40% of the sequenced strains possess two T6 clusters, with combinations of i3*** and i3* or i3*** and i4. A few strains of Xanthomonas citri, Xanthomonas phaseoli, and Xanthomonas cissicola were the exception, possessing a unique combination of i3* and i4. The findings also indicated clade-specific distribution of T6SS clusters. Phylogenetic analysis demonstrated that T6SS clusters i3* and i3*** were probably acquired by the ancestor of the genus Xanthomonas, followed by gain or loss of individual clusters upon diversification into subsequent clades. T6 i4 cluster has been acquired in recent independent events by group 2 xanthomonads followed by its spread via horizontal dissemination across distinct clades across groups 1 and 2 xanthomonads. We also noted reshuffling of the entire core T6 loci, as well as T6SS spike complex components, hcp and vgrG, among different species. Our findings indicate that gain or loss events of specific T6SS clusters across Xanthomonas phylogeny have not been random.
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Affiliation(s)
| | - Naama Wagner
- The Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Oren Avram
- The Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Tal Pupko
- The Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Neha Potnis
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, United States
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Te Molder D, Poncheewin W, Schaap PJ, Koehorst JJ. Machine learning approaches to predict the Plant-associated phenotype of Xanthomonas strains. BMC Genomics 2021; 22:848. [PMID: 34814827 PMCID: PMC8612006 DOI: 10.1186/s12864-021-08093-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 10/15/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The genus Xanthomonas has long been considered to consist predominantly of plant pathogens, but over the last decade there has been an increasing number of reports on non-pathogenic and endophytic members. As Xanthomonas species are prevalent pathogens on a wide variety of important crops around the world, there is a need to distinguish between these plant-associated phenotypes. To date a large number of Xanthomonas genomes have been sequenced, which enables the application of machine learning (ML) approaches on the genome content to predict this phenotype. Until now such approaches to the pathogenomics of Xanthomonas strains have been hampered by the fragmentation of information regarding pathogenicity of individual strains over many studies. Unification of this information into a single resource was therefore considered to be an essential step. RESULTS Mining of 39 papers considering both plant-associated phenotypes, allowed for a phenotypic classification of 578 Xanthomonas strains. For 65 plant-pathogenic and 53 non-pathogenic strains the corresponding genomes were available and de novo annotated for the presence of Pfam protein domains used as features to train and compare three ML classification algorithms; CART, Lasso and Random Forest. CONCLUSION The literature resource in combination with recursive feature extraction used in the ML classification algorithms provided further insights into the virulence enabling factors, but also highlighted domains linked to traits not present in pathogenic strains.
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Affiliation(s)
- Dennie Te Molder
- Laboratory of Systems and Synthetic Biology, Wageningen University, Wageningen, the Netherlands
| | - Wasin Poncheewin
- Laboratory of Systems and Synthetic Biology, Wageningen University, Wageningen, the Netherlands
| | - Peter J Schaap
- Laboratory of Systems and Synthetic Biology, Wageningen University, Wageningen, the Netherlands
- UNLOCK, Wageningen University, Wageningen, the Netherlands
| | - Jasper J Koehorst
- Laboratory of Systems and Synthetic Biology, Wageningen University, Wageningen, the Netherlands.
- UNLOCK, Wageningen University, Wageningen, the Netherlands.
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Rai R, Pasion J, Majumdar T, Green CE, Hind SR. Genome Sequencing and Functional Characterization of Xanthomonas cucurbitae, the Causal Agent of Bacterial Spot Disease of Cucurbits. PHYTOPATHOLOGY 2021; 111:1289-1300. [PMID: 33734871 DOI: 10.1094/phyto-06-20-0228-r] [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: 06/12/2023]
Abstract
Bacterial leaf spot disease caused by Xanthomonas cucurbitae has severely affected the pumpkin industries in the Midwestern region of United States, with the bacteria mainly infecting pumpkin leaves and fruits, and leading to significant yield losses. In this study, we utilized genomics and genetics approaches to elucidate X. cucurbitae molecular mechanisms of pathogenesis during interaction with its host. We generated the first reference-quality whole-genome sequence of the X. cucurbitae type isolate and compared with other Xanthomonas species, X. cucurbitae has a smaller genome size with fewer virulence-related genes. RNA-seq analysis of X. cucurbitae under plant-mimicking media conditions showed altered transcriptional responses, with upregulation of virulence genes and downregulation of cellular homeostasis genes. Additionally, characterization of key virulence genes using gene deletion methods revealed that both type II enzymes and type III effectors are necessary for X. cucurbitae to cause infection in the pumpkin host.
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Affiliation(s)
- Rikky Rai
- Department of Crop Sciences, University of Illinois, Urbana, IL 61801
| | - Julius Pasion
- Department of Crop Sciences, University of Illinois, Urbana, IL 61801
| | - Tanvi Majumdar
- Department of Crop Sciences, University of Illinois, Urbana, IL 61801
| | - Cory E Green
- Department of Crop Sciences, University of Illinois, Urbana, IL 61801
| | - Sarah R Hind
- Department of Crop Sciences, University of Illinois, Urbana, IL 61801
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Catara V, Cubero J, Pothier JF, Bosis E, Bragard C, Đermić E, Holeva MC, Jacques MA, Petter F, Pruvost O, Robène I, Studholme DJ, Tavares F, Vicente JG, Koebnik R, Costa J. Trends in Molecular Diagnosis and Diversity Studies for Phytosanitary Regulated Xanthomonas. Microorganisms 2021; 9:862. [PMID: 33923763 PMCID: PMC8073235 DOI: 10.3390/microorganisms9040862] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 04/10/2021] [Accepted: 04/12/2021] [Indexed: 11/17/2022] Open
Abstract
Bacteria in the genus Xanthomonas infect a wide range of crops and wild plants, with most species responsible for plant diseases that have a global economic and environmental impact on the seed, plant, and food trade. Infections by Xanthomonas spp. cause a wide variety of non-specific symptoms, making their identification difficult. The coexistence of phylogenetically close strains, but drastically different in their phenotype, poses an added challenge to diagnosis. Data on future climate change scenarios predict an increase in the severity of epidemics and a geographical expansion of pathogens, increasing pressure on plant health services. In this context, the effectiveness of integrated disease management strategies strongly depends on the availability of rapid, sensitive, and specific diagnostic methods. The accumulation of genomic information in recent years has facilitated the identification of new DNA markers, a cornerstone for the development of more sensitive and specific methods. Nevertheless, the challenges that the taxonomic complexity of this genus represents in terms of diagnosis together with the fact that within the same bacterial species, groups of strains may interact with distinct host species demonstrate that there is still a long way to go. In this review, we describe and discuss the current molecular-based methods for the diagnosis and detection of regulated Xanthomonas, taxonomic and diversity studies in Xanthomonas and genomic approaches for molecular diagnosis.
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Affiliation(s)
- Vittoria Catara
- Department of Agriculture, Food and Environment, University of Catania, 95125 Catania, Italy
| | - Jaime Cubero
- National Institute for Agricultural and Food Research and Technology (INIA), 28002 Madrid, Spain;
| | - Joël F. Pothier
- Environmental Genomics and Systems Biology Research Group, Institute for Natural Resource Sciences, Zurich University of Applied Sciences (ZHAW), 8820 Wädenswil, Switzerland;
| | - Eran Bosis
- Department of Biotechnology Engineering, ORT Braude College of Engineering, Karmiel 2161002, Israel;
| | - Claude Bragard
- UCLouvain, Earth & Life Institute, Applied Microbiology, 1348 Louvain-la-Neuve, Belgium;
| | - Edyta Đermić
- Department of Plant Pathology, Faculty of Agriculture, University of Zagreb, 10000 Zagreb, Croatia;
| | - Maria C. Holeva
- Benaki Phytopathological Institute, Scientific Directorate of Phytopathology, Laboratory of Bacteriology, GR-14561 Kifissia, Greece;
| | - Marie-Agnès Jacques
- IRHS, INRA, AGROCAMPUS-Ouest, Univ Angers, SFR 4207 QUASAV, 49071 Beaucouzé, France;
| | - Francoise Petter
- European and Mediterranean Plant Protection Organization (EPPO/OEPP), 75011 Paris, France;
| | - Olivier Pruvost
- CIRAD, UMR PVBMT, F-97410 Saint Pierre, La Réunion, France; (O.P.); (I.R.)
| | - Isabelle Robène
- CIRAD, UMR PVBMT, F-97410 Saint Pierre, La Réunion, France; (O.P.); (I.R.)
| | | | - Fernando Tavares
- CIBIO—Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO-Laboratório Associado, Universidade do Porto, 4485-661 Vairão, Portugal; or
- FCUP-Faculdade de Ciências, Departamento de Biologia, Universidade do Porto, Rua do Campo Alegre, 4169-007 Porto, Portugal
| | | | - Ralf Koebnik
- Plant Health Institute of Montpellier (PHIM), Univ Montpellier, Cirad, INRAe, Institut Agro, IRD, 34398 Montpellier, France;
| | - Joana Costa
- Centre for Functional Ecology-Science for People & the Planet, Department of Life Sciences, University of Coimbra, 300-456 Coimbra, Portugal
- Laboratory for Phytopathology, Instituto Pedro Nunes, 3030-199 Coimbra, Portugal
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12
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Amponsah J, Tegg RS, Thangavel T, Wilson CR. Moments of weaknesses - exploiting vulnerabilities between germination and encystment in the Phytomyxea. Biol Rev Camb Philos Soc 2021; 96:1603-1615. [PMID: 33821562 DOI: 10.1111/brv.12717] [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] [Received: 07/07/2020] [Revised: 03/23/2021] [Accepted: 03/24/2021] [Indexed: 11/30/2022]
Abstract
Attempts at management of diseases caused by protozoan plant parasitic Phytomyxea have often been ineffective. The dormant life stage is characterised by long-lived highly robust resting spores that are largely impervious to chemical treatment and environmental stress. This review explores some life stage weaknesses and highlights possible control measures associated with resting spore germination and zoospore taxis. With phytomyxid pathogens of agricultural importance, zoospore release from resting spores is stimulated by plant root exudates. On germination, the zoospores are attracted to host roots by chemoattractant components of root exudates. Both the relatively metabolically inactive resting spore and motile zoospore need to sense the chemical environment to determine the suitability of these germination stimulants or attractants respectively, before they can initiate an appropriate response. Blocking such sensing could inhibit resting spore germination or zoospore taxis. Conversely, the short life span and the vulnerability of zoospores to the environment require them to infect their host within a few hours after release. Identifying a mechanism or conditions that could synchronise resting spore germination in the absence of host plants could lead to diminished pathogen populations in the field.
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Affiliation(s)
- Jonathan Amponsah
- Tasmanian Institute of Agriculture, New Town Research Laboratories, University of Tasmania, 13 St Johns Avenue, New Town, TAS, 7008, Australia.,Biotechnology and Nuclear Agricultural Research Institute Centre, Ghana Atomic Energy Commission, P.O. Box LG 80, Legon, Accra, Ghana
| | - Robert S Tegg
- Tasmanian Institute of Agriculture, New Town Research Laboratories, University of Tasmania, 13 St Johns Avenue, New Town, TAS, 7008, Australia
| | - Tamilarasan Thangavel
- Tasmanian Institute of Agriculture, New Town Research Laboratories, University of Tasmania, 13 St Johns Avenue, New Town, TAS, 7008, Australia
| | - Calum R Wilson
- Tasmanian Institute of Agriculture, New Town Research Laboratories, University of Tasmania, 13 St Johns Avenue, New Town, TAS, 7008, Australia
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13
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Martins L, Fernandes C, Blom J, Dia NC, Pothier JF, Tavares F. Xanthomonas euroxanthea sp. nov., a new xanthomonad species including pathogenic and non-pathogenic strains of walnut. Int J Syst Evol Microbiol 2020; 70:6024-6031. [PMID: 32924921 PMCID: PMC8049493 DOI: 10.1099/ijsem.0.004386] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Accepted: 07/27/2020] [Indexed: 11/18/2022] Open
Abstract
We describe a novel species isolated from walnut (Juglans regia) which comprises non-pathogenic and pathogenic strains on walnut. The isolates, obtained from a single ornamental walnut tree showing disease symptoms, grew on yeast extract-dextrose-carbonate agar as mucoid yellow colonies characteristic of Xanthomonas species. Pathogenicity assays showed that while strain CPBF 424T causes disease in walnut, strain CPBF 367 was non-pathogenic on walnut leaves. Biolog GEN III metabolic profiles disclosed some differences between strains CPBF 367 and CPBF 424T and other xanthomonads. Multilocus sequence analysis with seven housekeeping genes (fyuA, gyrB, rpoD, atpD, dnaK, efp, glnA) grouped these strains in a distinct cluster from Xanthomonas arboricola pv. juglandis and closer to Xanthomonas prunicola and Xanthomonas arboricola pv. populi. Average nucleotide identity (ANI) analysis results displayed similarity values below 93 % to X. arboricola strains. Meanwhile ANI and digital DNA-DNA hybridization similarity values were below 89 and 50 % to non-arboricola Xanthomonas strains, respectively, revealing that they do not belong to any previously described Xanthomonas species. Furthermore, the two strains show over 98 % similarity to each other. Genomic analysis shows that strain CPBF 424T harbours a complete type III secretion system and several type III effector proteins, in contrast with strain CPBF 367, shown to be non-pathogenic in plant bioassays. Taking these data altogether, we propose that strains CPBF 367 and CPBF 424T belong to a new species herein named Xanthomonas euroxanthea sp. nov., with CPBF 424T (=LMG 31037T=CCOS 1891T=NCPPB 4675T) as the type strain.
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Affiliation(s)
- Leonor Martins
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO, Laboratório Associado, Universidade do Porto, Vairão, Portugal
- FCUP, Faculdade de Ciências, Departamento de Biologia, Universidade do Porto, Rua do Campo Alegre s/n, Porto, Portugal
| | - Camila Fernandes
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO, Laboratório Associado, Universidade do Porto, Vairão, Portugal
- FCUP, Faculdade de Ciências, Departamento de Biologia, Universidade do Porto, Rua do Campo Alegre s/n, Porto, Portugal
- INIAV, Instituto Nacional de Investigação Agrária e Veterinária, Av. da República, Quinta do Marquês, Oeiras, Portugal
| | - Jochen Blom
- Bioinformatics and Systems Biology, Justus-Liebig-University Giessen, Giessen, Germany
| | - Nay C. Dia
- Environmental Genomics and Systems Biology, Institute of Natural Resource Sciences, Zurich University of Applied Sciences (ZHAW), Wädenswil, Switzerland
- Molecular Plant Breeding, Institute of Agricultural Sciences, ETH Zurich, Zurich, Switzerland
| | - Joël F. Pothier
- Environmental Genomics and Systems Biology, Institute of Natural Resource Sciences, Zurich University of Applied Sciences (ZHAW), Wädenswil, Switzerland
| | - Fernando Tavares
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO, Laboratório Associado, Universidade do Porto, Vairão, Portugal
- FCUP, Faculdade de Ciências, Departamento de Biologia, Universidade do Porto, Rua do Campo Alegre s/n, Porto, Portugal
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Studholme DJ, Wicker E, Abrare SM, Aspin A, Bogdanove A, Broders K, Dubrow Z, Grant M, Jones JB, Karamura G, Lang J, Leach J, Mahuku G, Nakato GV, Coutinho T, Smith J, Bull CT. Transfer of Xanthomonas campestris pv. arecae and X. campestris pv. musacearum to X. vasicola (Vauterin) as X. vasicola pv. arecae comb. nov. and X. vasicola pv. musacearum comb. nov. and Description of X. vasicola pv. vasculorum pv. nov. PHYTOPATHOLOGY 2020; 110:1153-1160. [PMID: 31922946 DOI: 10.1094/phyto-03-19-0098-le] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
We present an amended description of the bacterial species Xanthomonas vasicola to include the causative agent of banana Xanthomonas wilt, as well as strains that cause disease on Areca palm, Tripsacum grass, sugarcane, and maize. Genome-sequence data reveal that these strains all share more than 98% average nucleotide with each other and with the type strain. Our analyses and proposals should help to resolve the taxonomic confusion that surrounds some of these pathogens and help to prevent future use of invalid names.[Formula: see text] Copyright © 2020 The Author(s). This is an open access article distributed under the CC BY 4.0 International license.
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Affiliation(s)
| | - Emmanuel Wicker
- IPME, University of Montpellier, CIRAD, IRD, Montpellier, France
| | - Sadik Muzemil Abrare
- Southern Agricultural Research Institute (SARI), Areka Agricultural Research Center, Areka, Ethiopia
| | | | - Adam Bogdanove
- Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, 334 Plant Science Building, Ithaca, NY 14853, U.S.A
| | - Kirk Broders
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO 80523, U.S.A
| | - Zoe Dubrow
- Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, 334 Plant Science Building, Ithaca, NY 14853, U.S.A
| | - Murray Grant
- School of Life Sciences, Gibbet Hill, University of Warwick, Coventry, CV4 7AL, U.K
| | - Jeffrey B Jones
- University of Florida, Plant Pathology Department, 1453 Fifield Hall, Gainesville, FL 32611, U.S.A
| | | | - Jillian Lang
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO 80523, U.S.A
| | - Jan Leach
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO 80523, U.S.A
| | - George Mahuku
- International Institute of Tropical Agiculture (IITA), East Africa Hub, IITA-Tanzania, P.O. Box 34441, Dar es Salaam, Tanzania
| | - Gloria Valentine Nakato
- International Institute of Tropical Agriculture (IITA), Plot 15B, Naguru East Road, Upper Naguru, P.O. Box 7878, Kampala, Uganda
| | - Teresa Coutinho
- Department of Microbiology and Plant Pathology, Centre for Microbial Ecology and Genomics (CMEG), Forestry and Agricultural Biotechnology Institute (FABI), University of Pretoria, Private Bag X28, Pretoria 0028, South Africa
| | | | - Carolee T Bull
- Department of Plant Pathology and Environmental Microbiology, Penn State University, University Park, PA, U.S.A
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15
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Stenotrophomonas maltophilia Encodes a VirB/VirD4 Type IV Secretion System That Modulates Apoptosis in Human Cells and Promotes Competition against Heterologous Bacteria, Including Pseudomonas aeruginosa. Infect Immun 2019; 87:IAI.00457-19. [PMID: 31235638 DOI: 10.1128/iai.00457-19] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 06/17/2019] [Indexed: 12/11/2022] Open
Abstract
Stenotrophomonas maltophilia is an emerging opportunistic and nosocomial pathogen. S. maltophilia is also a risk factor for lung exacerbations in cystic fibrosis patients. S. maltophilia attaches to various mammalian cells, and we recently documented that the bacterium encodes a type II secretion system which triggers detachment-induced apoptosis in lung epithelial cells. We have now confirmed that S. maltophilia also encodes a type IVA secretion system (VirB/VirD4 [VirB/D4] T4SS) that is highly conserved among S. maltophilia strains and, looking beyond the Stenotrophomonas genus, is most similar to the T4SS of Xanthomonas To define the role(s) of this T4SS, we constructed a mutant of strain K279a that is devoid of secretion activity due to loss of the VirB10 component. The mutant induced a higher level of apoptosis upon infection of human lung epithelial cells, indicating that a T4SS effector(s) has antiapoptotic activity. However, when we infected human macrophages, the mutant triggered a lower level of apoptosis, implying that the T4SS also elaborates a proapoptotic factor(s). Moreover, when we cocultured K279a with strains of Pseudomonas aeruginosa, the T4SS promoted the growth of S. maltophilia and reduced the numbers of heterologous bacteria, signaling that another effector(s) has antibacterial activity. In all cases, the effect of the T4SS required S. maltophilia contact with its target. Thus, S. maltophilia VirB/D4 T4SS appears to secrete multiple effectors capable of modulating death pathways. That a T4SS can have anti- and prokilling effects on different targets, including both human and bacterial cells, has, to our knowledge, not been seen before.
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16
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López MM, Lopez-Soriano P, Garita-Cambronero J, Beltrán C, Taghouti G, Portier P, Cubero J, Fischer-Le Saux M, Marco-Noales E. Xanthomonas prunicola sp. nov., a novel pathogen that affects nectarine (Prunus persica var. nectarina) trees. Int J Syst Evol Microbiol 2018; 68:1857-1866. [PMID: 29741474 DOI: 10.1099/ijsem.0.002743] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023] Open
Abstract
Three isolates obtained from symptomatic nectarine trees (Prunus persica var. nectarina) cultivated in Murcia, Spain, which showed yellow and mucoid colonies similar to Xanthomonas arboricola pv. pruni, were negative after serological and real-time PCR analyses for this pathogen. For that reason, these isolates were characterized following a polyphasic approach that included both phenotypic and genomic methods. By sequence analysis of the 16S rRNA gene, these novel strains were identified as members of the genus Xanthomonas, and by multilocus sequence analysis (MLSA) they were clustered together in a distinct group that showed similarity values below 95 % with the rest of the species of this genus. Whole-genome comparisons of the average nucleotide identity (ANI) of genomes of the strains showed less than 91 % average nucleotide identity with all other species of the genus Xanthomonas. Additionally, phenotypic characterization based on API 20 NE, API 50 CH and BIOLOG tests differentiated the strains from the species of the genus Xanthomonas described previously. Moreover, the three strains were confirmed to be pathogenic on peach (Prunus persica), causing necrotic lesions on leaves. On the basis of these results, the novel strains represent a novel species of the genus Xanthomonas, for which the name Xanthomonas prunicola is proposed. The type strain is CFBP 8353 (=CECT 9404=IVIA 3287.1).
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Affiliation(s)
- María M López
- Centro de Protección Vegetal y Biotecnología, Instituto Valenciano de Investigaciones Agrarias (IVIA), Carretera CV-315 Km 10,7, 46113 Moncada, Valencia, Spain
| | - Pablo Lopez-Soriano
- Centro de Protección Vegetal y Biotecnología, Instituto Valenciano de Investigaciones Agrarias (IVIA), Carretera CV-315 Km 10,7, 46113 Moncada, Valencia, Spain
| | - Jerson Garita-Cambronero
- Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Carretera de la Coruña Km 7,5, 28040 Madrid, Spain.,Centro de Investigación de Biocombustibles y Bioproductos, Instituto Tecnológico Agrario de Castilla y León, 24358 Villarejo de Orbigo, León, Spain
| | - Carmen Beltrán
- Consejería de Agricultura y Agua. Comunidad Autónoma Región de Murcia, Calle Mayor s/n, 30150 La Alberca, Murcia, Spain
| | - Geraldine Taghouti
- IRHS, INRA, AGROCAMPUS-Ouest, Université d'Angers, SFR 4207 QUASAV, CIRM-CFBP, 42 rue Georges Morel, 49071 Beaucouzé cedex, France
| | - Perrine Portier
- IRHS, INRA, AGROCAMPUS-Ouest, Université d'Angers, SFR 4207 QUASAV, CIRM-CFBP, 42 rue Georges Morel, 49071 Beaucouzé cedex, France
| | - Jaime Cubero
- Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Carretera de la Coruña Km 7,5, 28040 Madrid, Spain
| | - Marion Fischer-Le Saux
- IRHS, INRA, AGROCAMPUS-Ouest, Université d'Angers, SFR 4207 QUASAV, CIRM-CFBP, 42 rue Georges Morel, 49071 Beaucouzé cedex, France
| | - Ester Marco-Noales
- Centro de Protección Vegetal y Biotecnología, Instituto Valenciano de Investigaciones Agrarias (IVIA), Carretera CV-315 Km 10,7, 46113 Moncada, Valencia, Spain
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