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Abdallah-Ruiz A, Esteban-Perez C, White SB, Schilling W, Zhang X, Stafne ET, Rodríguez-Magaña A, Peña-Baracaldo F, Moreno-Ortiz CA, Silva JL. Baseline microbiota of blueberries, soil, and irrigation water from blueberry farms located in three geographical regions. Heliyon 2024; 10:e40762. [PMID: 39717570 PMCID: PMC11664272 DOI: 10.1016/j.heliyon.2024.e40762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 11/15/2024] [Accepted: 11/27/2024] [Indexed: 12/25/2024] Open
Abstract
Bacterial microbiota was determined in fruit, soil, and irrigation water from blueberry (Vaccinium spp.) farms located in Cundinamarca, Colombia; Mississippi, United States; and Jalisco, Mexico. Bacterial communities were studied using 16S ribosomal ribonucleic acid (rRNA) gene amplification by targeting the V3-V4 hypervariable region. The most abundant phylum in fruit was Proteobacteria in Colombia and the United States and Firmicutes in Mexico. The most abundant phylum in soil and water was Proteobacteria for all regions. The top three genera found in fruit were Heliorestis (9.2 %), Rhodanobacter (3.3 %), and Sphingomonas (2.8 %) for Colombia, Heliorestis (23.1 %), Thiomonas (8.5 %), and Methylobacterium (3.3 %) for the United States, and Heliorestis (47.4 %), Thiomonas (9.1 %), and Bacillus (4.6 %) for Mexico. Colombia reported the highest (Padj < 0.05) alpha diversity for blueberries, and United States and Mexico had similar (Padj > 0.05) results. Beta diversity revealed bacterial communities in fruit differed (P < 0.05) by region. Bacterial differences existed between Colombia, United States, and Mexico for soil and fruit (P = 0.021, 0.003, and 0.006, respectively) and water and fruit (P = 0.003, 0.003, and 0.033, respectively). Blueberries grown in the three different regions have unique microbiota. Fruit and fruit-environment microbial composition also differed by region. These results provide a more complete profile of the bacterial communities on blueberries and their agricultural environments and could contribute to better management and decision-making practices in terms of plant health, food quality, and food safety.
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Affiliation(s)
- Angelica Abdallah-Ruiz
- Department of Biochemistry, Nutrition, and Health Promotion, Mississippi State University, Mississippi State, MS, 39762, USA
| | | | - Shecoya B. White
- Department of Biochemistry, Nutrition, and Health Promotion, Mississippi State University, Mississippi State, MS, 39762, USA
| | - Wes Schilling
- Department of Biochemistry, Nutrition, and Health Promotion, Mississippi State University, Mississippi State, MS, 39762, USA
| | - Xue Zhang
- Department of Biochemistry, Nutrition, and Health Promotion, Mississippi State University, Mississippi State, MS, 39762, USA
| | - Eric T. Stafne
- South Branch Experiment Station, Coastal Research and Extension Center, Mississippi State University, Poplarville, MS, 39470, USA
| | - Alejandro Rodríguez-Magaña
- Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana de Guadalajara, Guadalajara, 45010, Mexico
| | - Fernando Peña-Baracaldo
- Facultad de Ciencias Agropecuarias, Universidad de Ciencias Aplicadas y Ambientales U.D.C.A., Bogotá, 111166, Colombia
| | - Carlos A. Moreno-Ortiz
- Facultad de Ciencias Administrativas y Comerciales, Universidad de Ciencias Aplicadas y Ambientales U.D.C.A., Bogotá, 111166, Colombia
| | - Juan L. Silva
- Department of Biochemistry, Nutrition, and Health Promotion, Mississippi State University, Mississippi State, MS, 39762, USA
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Leveau JHJ. Re-Envisioning the Plant Disease Triangle: Full Integration of the Host Microbiota and a Focal Pivot to Health Outcomes. ANNUAL REVIEW OF PHYTOPATHOLOGY 2024; 62:31-47. [PMID: 38684078 DOI: 10.1146/annurev-phyto-121423-042021] [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: 05/02/2024]
Abstract
The disease triangle is a structurally simple but conceptually rich model that is used in plant pathology and other fields of study to explain infectious disease as an outcome of the three-way relationship between a host, a pathogen, and their environment. It also serves as a guide for finding solutions to treat, predict, and prevent such diseases. With the omics-driven, evidence-based realization that the abundance and activity of a pathogen are impacted by proximity to and interaction with a diverse multitude of other microorganisms colonizing the same host, the disease triangle evolved into a tetrahedron shape, which features an added fourth dimension representing the host-associated microbiota. Another variant of the disease triangle emerged from the recently formulated pathobiome paradigm, which deviates from the classical "one pathogen" etiology of infectious disease in favor of a scenario in which disease represents a conditional outcome of complex interactions between and among a host, its microbiota (including microbes with pathogenic potential), and the environment. The result is a version of the original disease triangle where "pathogen" is substituted with "microbiota." Here, as part of a careful and concise review of the origin, history, and usage of the disease triangle, I propose a next step in its evolution, which is to replace the word "disease" in the center of the host-microbiota-environment triad with the word "health." This triangle highlights health as a desirable outcome (rather than disease as an unwanted state) and as an emergent property of host-microbiota-environment interactions. Applied to the discipline of plant pathology, the health triangle offers an expanded range of targets and approaches for the diagnosis, prediction, restoration, and maintenance of plant health outcomes. Its applications are not restricted to infectious diseases only, and its underlying framework is more inclusive of all microbial contributions to plant well-being, including those by mycorrhizal fungi and nitrogen-fixing bacteria, for which there never was a proper place in the plant disease triangle. The plant health triangle also may have an edge as an education and communication tool to convey and stress the importance of healthy plants and their associated microbiota to a broader public and stakeholdership.
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Affiliation(s)
- Johan H J Leveau
- Department of Plant Pathology, University of California, Davis, California, USA;
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Meyer KM, Muscettola IE, Vasconcelos ALS, Sherman JK, Metcalf CJE, Lindow SE, Koskella B. Conspecific versus heterospecific transmission shapes host specialization of the phyllosphere microbiome. Cell Host Microbe 2023; 31:2067-2079.e5. [PMID: 38029741 DOI: 10.1016/j.chom.2023.11.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 09/09/2023] [Accepted: 11/01/2023] [Indexed: 12/01/2023]
Abstract
In disease ecology, pathogen transmission among conspecific versus heterospecific hosts is known to shape pathogen specialization and virulence, but we do not yet know if similar effects occur at the microbiome level. We tested this idea by experimentally passaging leaf-associated microbiomes either within conspecific or across heterospecific plant hosts. Although conspecific transmission results in persistent host-filtering effects and more within-microbiome network connections, heterospecific transmission results in weaker host-filtering effects but higher levels of interconnectivity. When transplanted onto novel plants, heterospecific lines are less differentiated by host species than conspecific lines, suggesting a shift toward microbiome generalism. Finally, conspecific lines from tomato exhibit a competitive advantage on tomato hosts against those passaged on bean or pepper, suggesting microbiome-level host specialization. Overall, we find that transmission mode and previous host history shape microbiome diversity, with repeated conspecific transmission driving microbiome specialization and repeated heterospecific transmission promoting microbiome generalism.
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Affiliation(s)
- Kyle M Meyer
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA 94720, USA; Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA 94720, USA.
| | - Isabella E Muscettola
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA 94720, USA
| | - Ana Luisa S Vasconcelos
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA 94720, USA; Department of Soil Science, College of Agriculture "Luiz de Queiroz", Universidade de São Paulo, Piracicaba 13418-900, Brazil
| | - Julia K Sherman
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA 94720, USA
| | - C Jessica E Metcalf
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ 08544, USA
| | - Steven E Lindow
- Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA 94720, USA
| | - Britt Koskella
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA 94720, USA; Chan Zuckerberg Biohub, San Francisco, San Francisco, CA 94158, USA
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4
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Mehlferber EC, Debray R, Conover AE, Sherman JK, Kaulbach G, Reed R, McCue KF, Ferrel JE, Khanna R, Koskella B. Phyllosphere microbial associations improve plant reproductive success. FRONTIERS IN PLANT SCIENCE 2023; 14:1273330. [PMID: 38143578 PMCID: PMC10739325 DOI: 10.3389/fpls.2023.1273330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Accepted: 11/09/2023] [Indexed: 12/26/2023]
Abstract
The above-ground (phyllosphere) plant microbiome is increasingly recognized as an important component of plant health. We hypothesized that phyllosphere bacterial recruitment may be disrupted in a greenhouse setting, and that adding a bacterial amendment would therefore benefit the health and growth of host plants. Using a newly developed synthetic phyllosphere bacterial microbiome for tomato (Solanum lycopersicum), we tested this hypothesis across multiple trials by manipulating microbial inoculation of leaves and measuring subsequent plant growth and reproductive success, comparing results from plants grown in both greenhouse and field settings. We confirmed that greenhouse-grown plants have a relatively depauperate phyllosphere bacterial microbiome, which both makes them an ideal system for testing the impact of phyllosphere communities on plant health and important targets for microbial amendments as we move towards increased agricultural sustainability. We find that the addition of the synthetic microbial community early in greenhouse growth leads to an increase in fruit production in this setting, implicating the phyllosphere microbiome as a key component of plant fitness and emphasizing the role that these bacterial microbiomes likely play in the ecology and evolution of plant communities.
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Affiliation(s)
- Elijah C. Mehlferber
- Koskella Lab, University of California, Department of Integrative Biology, Berkeley, CA, United States
| | - Reena Debray
- Koskella Lab, University of California, Department of Integrative Biology, Berkeley, CA, United States
| | - Asa E. Conover
- Koskella Lab, University of California, Department of Integrative Biology, Berkeley, CA, United States
| | - Julia K. Sherman
- Koskella Lab, University of California, Department of Integrative Biology, Berkeley, CA, United States
| | - Griffin Kaulbach
- Department of Environmental Studies, Haverford College, PA, United States
| | - Robert Reed
- i-Cultiver, Inc., Manteca, CA, United States
| | - Kent F. McCue
- Crop Improvement and Genetics Research Unit, Agricultural Research Service, Western Regional Research Center, United States Department of Agriculture, Albany, CA, United States
| | - Jon E. Ferrel
- i-Cultiver, Inc., Manteca, CA, United States
- Azomite Mineral Products, Inc., Nephi, UT, United States
| | - Rajnish Khanna
- i-Cultiver, Inc., Manteca, CA, United States
- Department of Plant Biology, Carnegie Institution for Science, Stanford, CA, United States
| | - Britt Koskella
- Koskella Lab, University of California, Department of Integrative Biology, Berkeley, CA, United States
- Chan Zuckerberg Biohub, San Francisco, CA, United States
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Swift JF, Migicovsky Z, Trello GE, Miller AJ. Grapevine bacterial communities display compartment-specific dynamics over space and time within the Central Valley of California. ENVIRONMENTAL MICROBIOME 2023; 18:84. [PMID: 37996903 PMCID: PMC10668525 DOI: 10.1186/s40793-023-00539-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 11/15/2023] [Indexed: 11/25/2023]
Abstract
BACKGROUND Plant organs (compartments) host distinct microbiota which shift in response to variation in both development and climate. Grapevines are woody perennial crops that are clonally propagated and cultivated across vast geographic areas, and as such, their microbial communities may also reflect site-specific influences. These site-specific influences along with microbial differences across sites compose 'terroir', the environmental influence on wine produced in a given region. Commercial grapevines are typically composed of a genetically distinct root (rootstock) grafted to a shoot system (scion) which adds an additional layer of complexity via genome-to-genome interactions. RESULTS To understand spatial and temporal patterns of bacterial diversity in grafted grapevines, we used 16S rRNA amplicon sequencing to quantify soil and compartment microbiota (berries, leaves, and roots) for grafted grapevines in commercial vineyards across three counties in the Central Valley of California over two successive growing seasons. Community composition revealed compartment-specific dynamics. Roots assembled site-specific bacterial communities that reflected rootstock genotype and environment influences, whereas bacterial communities of leaves and berries displayed associations with time. CONCLUSIONS These results provide further evidence of a microbial terroir within the grapevine root systems but also reveal that the microbiota of above-ground compartments are only weakly associated with the local soil microbiome in the Central Valley of California.
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Affiliation(s)
- Joel F Swift
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103, USA.
- Donald Danforth Plant Science Center, 975 North Warson Road, St. Louis, MO, 63132, USA.
- Kansas Biological Survey and Center for Ecological Research, University of Kansas, Lawrence, KS, 66045, USA.
| | - Zoë Migicovsky
- Department of Plant, Food and Environmental Sciences, Faculty of Agriculture, Dalhousie University, Truro, NS, B2N 5E3, Canada
- Department of Biology, Acadia University, Wolfville, NS, B4P 2R6, Canada
| | - Grace E Trello
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103, USA
| | - Allison J Miller
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103, USA.
- Donald Danforth Plant Science Center, 975 North Warson Road, St. Louis, MO, 63132, USA.
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Louisson Z, Ranjard L, Buckley HL, Case BS, Lear G. Soil bacterial community composition is more stable in kiwifruit orchards relative to phyllosphere communities over time. ENVIRONMENTAL MICROBIOME 2023; 18:71. [PMID: 37620948 PMCID: PMC10463660 DOI: 10.1186/s40793-023-00526-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 08/17/2023] [Indexed: 08/26/2023]
Abstract
BACKGROUND Soil and phyllosphere (leaves and fruit) microbes play critical roles in the productivity and health of crops. However, microbial community dynamics are currently understudied in orchards, with a limited number incorporating temporal monitoring. We used 16S rRNA gene amplicon sequencing to investigate bacterial community temporal dynamics and community assembly processes on the leaves and fruit, and in the soil of 12 kiwifruit orchards across a cropping season in New Zealand. RESULTS Community composition significantly differed (P < 0.001) among the three sample types. However, the communities in the phyllosphere substrates more closely resembled each other, relative to the communities in the soil. There was more temporal stability in the soil bacterial community composition, relative to the communities residing on the leaves and fruit, and low similarity between the belowground and aboveground communities. Bacteria in the soil were more influenced by deterministic processes, while stochastic processes were more important for community assembly in the phyllosphere. CONCLUSIONS The higher temporal variability and the stochastic nature of the community assembly processes observed in the phyllosphere communities highlights why predicting the responsiveness of phyllosphere communities to environmental change, or the likelihood of pathogen invasion, can be challenging. The relative temporal stability and the influence of deterministic selection on soil microbial communities suggests a greater potential for their prediction and reliable manipulation.
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Affiliation(s)
- Ziva Louisson
- School of Biological Sciences, University of Auckland, 3a Symonds Street, Auckland, 1010, New Zealand.
| | - Louis Ranjard
- PlantTech Research Institute, 29 Grey St, Tauranga, 3011, New Zealand
| | - Hannah L Buckley
- School of Science, Auckland University of Technology, 34 St Paul Street, Auckland, 1010, New Zealand
| | - Bradley S Case
- School of Science, Auckland University of Technology, 34 St Paul Street, Auckland, 1010, New Zealand
| | - Gavin Lear
- School of Biological Sciences, University of Auckland, 3a Symonds Street, Auckland, 1010, New Zealand
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7
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Liu X, Zhu X, Dong Y, Chen Y, Li M, Li C. Limited Impact of Soil Microorganisms on the Endophytic Bacteria of Tartary Buckwheat ( Fagopyrum tataricum). Microorganisms 2023; 11:2085. [PMID: 37630645 PMCID: PMC10458046 DOI: 10.3390/microorganisms11082085] [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: 07/08/2023] [Revised: 08/04/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023] Open
Abstract
Soil has been considered the main microbial reservoir for plants, but the robustness of the plant microbiome when the soil resource is removed has not been greatly considered. In the present study, we tested the robustness of the microbiota recruited by Tartary buckwheat (Fagopyrum tataricum Gaertn.), grown on sterile humus soil and irrigated with sterile water. Our results showed that the microbiomes of the leaf, stem, root and next-generation seeds were comparable between treated (grown in sterile soil) and control plants (grown in non-sterile soil), indicating that the plants had alternative robust ways to shape their microbiome. Seed microbiota contributed greatly to endophyte communities in the phyllosphere, rhizosphere and next-generation seeds. The microbiome originated from the seeds conferred clear benefits to seedling growth because seedling height and the number of leaves were significantly increased when grown in sterilized soil. The overall microbiome of the plant was affected very little by the removal of the soil microbial resource. The microbial co-occurrence network exhibited more interactions, and Proteobacteria was enriched in the root of Tartary buckwheat planted in sterilized soil. Our research broadens the understanding of the general principles governing microbiome assembly and is widely applicable to both microbiome modeling and sustainable agriculture.
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Affiliation(s)
- Xuyan Liu
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming 650201, China; (X.L.); (X.Z.); (Y.C.); (M.L.)
- College of Plant Protection, Yunnan Agricultural University, Kunming 650201, China
| | - Xishen Zhu
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming 650201, China; (X.L.); (X.Z.); (Y.C.); (M.L.)
- College of Plant Protection, Yunnan Agricultural University, Kunming 650201, China
| | - Yumei Dong
- Yunnan-Taiwan Engineering Research Center for Characteristic Agriculture Industrialization of Yunnan Province, Yunnan Agricultural University, Kunming 650201, China;
| | - Yan Chen
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming 650201, China; (X.L.); (X.Z.); (Y.C.); (M.L.)
- College of Plant Protection, Yunnan Agricultural University, Kunming 650201, China
| | - Meifang Li
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming 650201, China; (X.L.); (X.Z.); (Y.C.); (M.L.)
- College of Plant Protection, Yunnan Agricultural University, Kunming 650201, China
| | - Chengyun Li
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming 650201, China; (X.L.); (X.Z.); (Y.C.); (M.L.)
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming 650201, China
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Liu J, Sun X, Zuo Y, Hu Q, He X. Plant species shape the bacterial communities on the phyllosphere in a hyper-arid desert. Microbiol Res 2023; 269:127314. [PMID: 36724560 DOI: 10.1016/j.micres.2023.127314] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 01/14/2023] [Accepted: 01/23/2023] [Indexed: 01/28/2023]
Abstract
Microorganisms are an important component of global biodiversity. However, they are vulnerable to hyper-arid climates in desert regions. Xerophytes are desert vegetation with unique biodiversity. However, little is known about the identities and communities of phyllosphere epiphytic microorganisms inhabiting the xerophyte leaf surface in the hot and dry environment. The diversity and community composition of phyllosphere epiphytes on different desert plants in Gansu, China, was investigated using the next-generation sequencing technique, revealing the diversity and community composition of the phyllosphere epiphytic bacteria associated with desert xerophytes. In addition, the ecological functions of the bacterial communities were investigated by combining the sequence classification information and prokaryotic taxonomic function annotation (FAPROTAX). This study determined the phyllosphere bacterial community composition, microbial interactions, and their functions. Despite harsh environments in the arid desert, we found that there are still diverse epiphytic bacteria on the leaves of desert plants. The bacterial communities mainly included Actinobacteria (52.79%), Firmicutes (31.62%), and Proteobacteria (12.20%). Further comparisons revealed different microbial communities, including Firmicutes at the phylum and Paenibacillaceae at the family level, in the phyllosphere among different plants, suggesting that the host plants had strong filter effects on bacteria. Co-occurrence network analysis revealed positive relationships were dominant among different bacterial taxa. The abundance of Actinobacteria and Proteobacteria was positively correlated, demonstrating their mutual relationship. On the other hand, the abundance of Firmicutes was negatively correlated, which suggested that they inhibit the growth of other bacterial taxa. FAPROTAX prediction revealed that chemoheterotrophy (accounting for 39.02% of the community) and aerobic chemoheterotrophy (37.01%) were the main functions of the leaf epiphytic bacteria on desert plants. This study improves our understanding of the community composition and ecological functions of plant-associated microbial communities inhabiting scattered niches in the desert ecosystem. In addition, the study provides insight into the biodiversity assessment in the desert region.
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Affiliation(s)
- Jiaqiang Liu
- School of Life Sciences, Hebei University, Baoding 071002, China.
| | - Xiang Sun
- School of Life Sciences, Hebei University, Baoding 071002, China.
| | - Yiling Zuo
- School of Life Sciences, Hebei University, Baoding 071002, China.
| | - Qiannan Hu
- School of Life Sciences, Hebei University, Baoding 071002, China.
| | - Xueli He
- School of Life Sciences, Hebei University, Baoding 071002, China.
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Vincent SA, Ebertz A, Spanu PD, Devlin PF. Salicylic Acid-Mediated Disturbance Increases Bacterial Diversity in the Phyllosphere but Is Overcome by a Dominant Core Community. Front Microbiol 2022; 13:809940. [PMID: 35283825 PMCID: PMC8908428 DOI: 10.3389/fmicb.2022.809940] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 01/18/2022] [Indexed: 11/13/2022] Open
Abstract
Plant microbiomes and immune responses have coevolved through history, and this applies just as much to the phyllosphere microbiome and defense phytohormone signaling. When in homeostasis, the phyllosphere microbiome confers benefits to its host. However, the phyllosphere is also dynamic and subject to stochastic events that can modulate community assembly. Investigations into the impact of defense phytohormone signaling on the microbiome have so far been limited to culture-dependent studies; or focused on the rhizosphere. In this study, the impact of the foliar phytohormone salicylic acid (SA) on the structure and composition of the phyllosphere microbiome was investigated. 16S rRNA amplicons were sequenced from aerial tissues of two Arabidopsis mutants that exhibit elevated SA signaling through different mechanisms. SA signaling was shown to increase community diversity and to result in the colonization of rare, satellite taxa in the phyllosphere. However, a stable core community remained in high abundance. Therefore, we propose that SA signaling acts as a source of intermediate disturbance in the phyllosphere. Predictive metagenomics revealed that the SA-mediated microbiome was enriched for antibiotic biosynthesis and the degradation of a diverse range of xenobiotics. Core taxa were predicted to be more motile, biofilm-forming and were enriched for traits associated with microbe-microbe communication; offering potential mechanistic explanation of their success despite SA-mediated phyllospheric disturbance.
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Affiliation(s)
- Stacey A. Vincent
- Department of Biological Sciences, Royal Holloway, University of London, Egham, United Kingdom
| | - Andreas Ebertz
- Department of Biological Sciences, Royal Holloway, University of London, Egham, United Kingdom
| | - Pietro D. Spanu
- Department of Life Sciences, Imperial College London, London, United Kingdom
| | - Paul F. Devlin
- Department of Biological Sciences, Royal Holloway, University of London, Egham, United Kingdom
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10
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Plant neighborhood shapes diversity and reduces interspecific variation of the phyllosphere microbiome. THE ISME JOURNAL 2022; 16:1376-1387. [PMID: 35022514 PMCID: PMC9038669 DOI: 10.1038/s41396-021-01184-6] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 12/15/2021] [Accepted: 12/23/2021] [Indexed: 01/04/2023]
Abstract
Microbial communities associated with plant leaf surfaces (i.e., the phyllosphere) are increasingly recognized for their role in plant health. While accumulating evidence suggests a role for host filtering of its microbiota, far less is known about how community composition is shaped by dispersal, including from neighboring plants. We experimentally manipulated the local plant neighborhood within which tomato, pepper, or bean plants were grown in a 3-month field trial. Focal plants were grown in the presence of con- or hetero-specific neighbors (or no neighbors) in a fully factorial combination. At 30-day intervals, focal plants were harvested and replaced with a new age- and species-matched cohort while allowing neighborhood plants to continue growing. Bacterial community profiling revealed that the strength of host filtering effects (i.e., interspecific differences in composition) decreased over time. In contrast, the strength of neighborhood effects increased over time, suggesting dispersal from neighboring plants becomes more important as neighboring plant biomass increases. We next implemented a cross-inoculation study in the greenhouse using inoculum generated from the field plants to directly test host filtering of microbiomes while controlling for directionality and source of dispersal. This experiment further demonstrated that focal host species, the host from which the microbiome came, and in one case the donor hosts' neighbors, contribute to variation in phyllosphere bacterial composition. Overall, our results suggest that local dispersal is a key factor in phyllosphere assembly, and that demographic factors such as nearby neighbor identity and biomass or age are important determinants of phyllosphere microbiome diversity.
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11
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Sullam KE, Musa T. Ecological Dynamics and Microbial Treatments against Oomycete Plant Pathogens. PLANTS 2021; 10:plants10122697. [PMID: 34961168 PMCID: PMC8707103 DOI: 10.3390/plants10122697] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 11/16/2021] [Accepted: 11/23/2021] [Indexed: 11/16/2022]
Abstract
In this review, we explore how ecological concepts may help assist with applying microbial biocontrol agents to oomycete pathogens. Oomycetes cause a variety of agricultural diseases, including potato late blight, apple replant diseases, and downy mildew of grapevine, which also can lead to significant economic damage in their respective crops. The use of microbial biocontrol agents is increasingly gaining interest due to pressure from governments and society to reduce chemical plant protection products. The success of a biocontrol agent is dependent on many ecological processes, including the establishment on the host, persistence in the environment, and expression of traits that may be dependent on the microbiome. This review examines recent literature and trends in research that incorporate ecological aspects, especially microbiome, host, and environmental interactions, into biological control development and applications. We explore ecological factors that may influence microbial biocontrol agents’ efficacy and discuss key research avenues forward.
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12
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Heminger AR, Belden LK, Barney JN, Badgley BD, Haak DC. Horsenettle ( Solanum carolinense) fruit bacterial communities are not variable across fine spatial scales. PeerJ 2021; 9:e12359. [PMID: 34820171 PMCID: PMC8582302 DOI: 10.7717/peerj.12359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 09/30/2021] [Indexed: 11/20/2022] Open
Abstract
Fruit house microbial communities that are unique from the rest of the plant. While symbiotic microbial communities complete important functions for their hosts, the fruit microbiome is often understudied compared to other plant organs. Fruits are reproductive tissues that house, protect, and facilitate the dispersal of seeds, and thus they are directly tied to plant fitness. Fruit microbial communities may, therefore, also impact plant fitness. In this study, we assessed how bacterial communities associated with fruit of Solanum carolinense, a native herbaceous perennial weed, vary at fine spatial scales (<0.5 km). A majority of the studies conducted on plant microbial communities have been done at large spatial scales and have observed microbial community variation across these large spatial scales. However, both the environment and pollinators play a role in shaping plant microbial communities and likely have impacts on the plant microbiome at fine scales. We collected fruit samples from eight sampling locations, ranging from 2 to 450 m apart, and assessed the fruit bacterial communities using 16S rRNA gene amplicon sequencing. Overall, we found no differences in observed richness or microbial community composition among sampling locations. Bacterial community structure of fruits collected near one another were not more different than those that were farther apart at the scales we examined. These fine spatial scales are important to obligate out-crossing plant species such as S. carolinense because they are ecologically relevant to pollinators. Thus, our results could imply that pollinators serve to homogenize fruit bacterial communities across these smaller scales.
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Affiliation(s)
- Ariel R Heminger
- School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America.,Global Change Center, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America
| | - Lisa K Belden
- Global Change Center, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America.,Department of Biological Sciences, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America
| | - Jacob N Barney
- School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America.,Global Change Center, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America
| | - Brian D Badgley
- School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America.,Global Change Center, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America
| | - David C Haak
- School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America.,Global Change Center, Virginia Polytechnic Institute and State University (Virginia Tech), Blacksburg, VA, United States of America
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13
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Johnston-Monje D, Gutiérrez JP, Lopez-Lavalle LAB. Seed-Transmitted Bacteria and Fungi Dominate Juvenile Plant Microbiomes. Front Microbiol 2021; 12:737616. [PMID: 34745040 PMCID: PMC8569520 DOI: 10.3389/fmicb.2021.737616] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 09/13/2021] [Indexed: 11/13/2022] Open
Abstract
Plant microbiomes play an important role in agricultural productivity, but there is still much to learn about their provenance, diversity, and organization. In order to study the role of vertical transmission in establishing the bacterial and fungal populations of juvenile plants, we used high-throughput sequencing to survey the microbiomes of seeds, spermospheres, rhizospheres, roots, and shoots of the monocot crops maize (B73), rice (Nipponbare), switchgrass (Alamo), Brachiaria decumbens, wheat, sugarcane, barley, and sorghum; the dicot crops tomato (Heinz 1706), coffee (Geisha), common bean (G19833), cassava, soybean, pea, and sunflower; and the model plants Arabidopsis thaliana (Columbia-0) and Brachypodium distachyon (Bd21). Unsterilized seeds were planted in either sterile sand or farm soil inside hermetically sealed jars, and after as much as 60 days of growth, DNA was extracted to allow for amplicon sequence-based profiling of the bacterial and fungal populations that developed. Seeds of most plants were dominated by Proteobacteria and Ascomycetes, with all containing operational taxonomic units (OTUs) belonging to Pantoea and Enterobacter. All spermospheres also contained DNA belonging to Pseudomonas, Bacillus, and Fusarium. Despite having only seeds as a source of inoculum, all plants grown on sterile sand in sealed jars nevertheless developed rhizospheres, endospheres, and phyllospheres dominated by shared Proteobacteria and diverse fungi. Compared to sterile sand-grown seedlings, growth on soil added new microbial diversity to the plant, especially to rhizospheres; however, all 63 seed-transmitted bacterial OTUs were still present, and the most abundant bacteria (Pantoea, Enterobacter, Pseudomonas, Klebsiella, and Massilia) were the same dominant seed-transmitted microbes observed in sterile sand-grown plants. While most plant mycobiome diversity was observed to come from soil, judging by read abundance, the dominant fungi (Fusarium and Alternaria) were also vertically transmitted. Seed-transmitted fungi and bacteria appear to make up the majority of juvenile crop plant microbial populations by abundance, and based on occupancy, there seems to be a pan-angiosperm seed-transmitted core bacterial microbiome. Further study of these seed-transmitted microbes will be important to understand their role in plant growth and health, as well as their fate during the plant life cycle and may lead to innovations for agricultural inoculant development.
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Affiliation(s)
- David Johnston-Monje
- MaxPlanck Tandem Group in Plant Microbial Ecology, Universidad del Valle, Cali, Colombia.,International Center for Tropical Agriculture, Palmira, Colombia.,Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, Cologne, Germany
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14
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Haveman NJ, Khodadad CLM, Dixit AR, Louyakis AS, Massa GD, Venkateswaran K, Foster JS. Evaluating the lettuce metatranscriptome with MinION sequencing for future spaceflight food production applications. NPJ Microgravity 2021; 7:22. [PMID: 34140518 PMCID: PMC8211661 DOI: 10.1038/s41526-021-00151-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 06/03/2021] [Indexed: 02/05/2023] Open
Abstract
Healthy plants are vital for successful, long-duration missions in space, as they provide the crew with life support, food production, and psychological benefits. The microorganisms that associate with plant tissues play a critical role in improving plant health and production. To that end, we developed a methodology to investigate the transcriptional activities of the microbiome of red romaine lettuce, a key salad crop that was grown under International Space Station (ISS)-like conditions. Microbial transcripts enriched from host-microbe total RNA were sequenced using the Oxford Nanopore MinION sequencing platform. Results show that this enrichment approach was highly reproducible and could be an effective approach for the on-site detection of microbial transcriptional activity. Our results demonstrate the feasibility of using metatranscriptomics of enriched microbial RNA as a potential method for on-site monitoring of the transcriptional activity of crop microbiomes, thereby helping to facilitate and maintain plant health for on-orbit space food production.
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Affiliation(s)
- Natasha J. Haveman
- grid.15276.370000 0004 1936 8091Department of Microbiology and Cell Science, University of Florida, Space Life Science Lab, Merritt Island, FL USA
| | - Christina L. M. Khodadad
- grid.419743.c0000 0001 0845 4769Amentum Services, Inc., LASSO, Kennedy Space Center, Merritt Island, FL USA
| | - Anirudha R. Dixit
- grid.419743.c0000 0001 0845 4769Amentum Services, Inc., LASSO, Kennedy Space Center, Merritt Island, FL USA
| | - Artemis S. Louyakis
- grid.63054.340000 0001 0860 4915Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT USA
| | - Gioia D. Massa
- grid.419743.c0000 0001 0845 4769Space Crop Production Team, Kennedy Space Center, Merritt Island, FL USA
| | - Kasthuri Venkateswaran
- grid.211367.0Biotechnology and Planetary Protection Group, Jet Propulsion Laboratory, Pasadena, CA USA
| | - Jamie S. Foster
- grid.15276.370000 0004 1936 8091Department of Microbiology and Cell Science, University of Florida, Space Life Science Lab, Merritt Island, FL USA
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15
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Moroenyane I, Tremblay J, Yergeau É. Temporal and spatial interactions modulate the soybean microbiome. FEMS Microbiol Ecol 2021; 97:fiaa2062. [PMID: 33367840 DOI: 10.1093/femsec/fiaa206] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 10/05/2020] [Indexed: 12/26/2022] Open
Abstract
Managed agricultural ecosystems are unique systems where crops and microbes are intrinsically linked. This study focuses on discerning microbiome successional patterns across all plant organs and tests for evidence of niche differentiation along temporal and spatial axes. Soybean plants were grown in an environmental chamber till seed maturation. Samples from various developmental stages (emergence, growth, flowering and maturation) and compartments (leaf, stem, root and rhizosphere) were collected. Community structure and composition were assessed with 16S rRNA gene and ITS region amplicon sequencing. Overall, the interaction between spatial and temporal dynamics modulated alpha and beta diversity patterns. Time lag analysis on measured diversity indices highlighted a strong temporal dependence of communities. Spatial and temporal interactions influenced the relative abundance of the most abundant genera, whilst random forest predictions reinforced the observed localisation patterns of abundant genera. Overall, our results show that spatial and temporal interactions tend to maintain high levels of biodiversity within the bacterial/archaeal community, whilst in fungal communities OTUs within the same genus tend to have overlapping niches.
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Affiliation(s)
- Itumeleng Moroenyane
- Institut national de la recherche scientifique, Centre Armand-Frappier Santé Biotechnologie, 531 boulevard des Prairies, Laval, Québec, H7V1B7, Canada
| | - Julien Tremblay
- Energy, Mining, and Environment, Natural Resource Council Canada, 6100 avenue Royalmount, Montréal, Québec, H4P 2R2, Canada
| | - Étienne Yergeau
- Institut national de la recherche scientifique, Centre Armand-Frappier Santé Biotechnologie, 531 boulevard des Prairies, Laval, Québec, H7V1B7, Canada
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16
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Grapevine Microbiota Reflect Diversity among Compartments and Complex Interactions within and among Root and Shoot Systems. Microorganisms 2021; 9:microorganisms9010092. [PMID: 33401756 PMCID: PMC7823683 DOI: 10.3390/microorganisms9010092] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 12/30/2020] [Accepted: 12/31/2020] [Indexed: 12/15/2022] Open
Abstract
Grafting connects root and shoot systems of distinct individuals, bringing microbial communities of different genotypes together in a single plant. How do root system and shoot system genotypes influence plant microbiota in grafted grapevines? To address this, we utilized clonal replicates of the grapevine ‘Chambourcin’, growing ungrafted and grafted to three different rootstocks in three irrigation treatments. Our objectives were to (1) characterize the microbiota (bacteria and fungi) of below-ground compartments (roots, adjacent soil) and above-ground compartments (leaves, berries), (2) determine how rootstock genotype, irrigation, and their interaction influences grapevine microbiota in different compartments, and (3) investigate abundance of microorganisms implicated in the late-season grapevine disease sour rot (Acetobacterales and Saccharomycetes). We found that plant compartment had the largest influence on microbial diversity. Neither rootstock genotype nor irrigation significantly influenced microbial diversity or composition. However, differential abundance of bacterial and fungal taxa varied as a function of rootstock and irrigation treatment; in particular, Acetobacterales and Saccharomycetes displayed higher relative abundance in berries of grapevines grafted to ‘1103P’ and ‘SO4’ rootstocks and varied across irrigation treatments. This study demonstrates that grapevine compartments retain distinct microbiota and identifies associations between rootstock genotypes, irrigation treatment, and the relative abundance of agriculturally relevant microorganisms in the berries.
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17
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Theofel CG, Williams TR, Gutierrez E, Davidson GR, Jay-Russell M, Harris LJ. Microorganisms Move a Short Distance into an Almond Orchard from an Adjacent Upwind Poultry Operation. Appl Environ Microbiol 2020; 86:e00573-20. [PMID: 32444472 PMCID: PMC7376559 DOI: 10.1128/aem.00573-20] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Accepted: 05/14/2020] [Indexed: 11/25/2022] Open
Abstract
Over a 2-year period, drag swabs of orchard soil surface and air, soil, and almond leaf samples were collected in an almond orchard adjacent to (35 m from the first row of trees) and downwind from a poultry operation and in two almond orchards (controls) that were surrounded by other orchards. Samples were evaluated for aerobic plate count, generic Escherichia coli, other coliforms, the presence of Salmonella, bacterial community structure (analyzed through sequencing of the 16S rRNA gene), and amounts of dry solids (dust) on leaf surfaces on trees 0, 60, and 120 m into each orchard. E. coli was isolated from 41 of 206 (20%) and 1 of 207 (0.48%) air samples in the almond-poultry and control orchards, respectively. Salmonella was not isolated from any of the 529 samples evaluated. On average, the amount of dry solids on leaves collected from trees closest to the poultry operation was more than 2-fold greater than from trees 120 m into the orchard or from any of the trees in the control orchards. Members of the family Staphylococcaceae-often associated with poultry-were, on average, significantly (P < 0.001) more abundant in the phyllosphere of trees closest to the poultry operation (10% of relative abundance) than in trees 120 m into the orchard (1.7% relative abundance) or from any of the trees in control orchards (0.41% relative abundance). Poultry-associated microorganisms from a commercial operation transferred a short distance into an adjacent downwind almond orchard.IMPORTANCE The movement of microorganisms, including foodborne pathogens, from animal operations into adjacent plant crop-growing environments is not well characterized. This study provides evidence that dust and bioaerosols moved from a commercial poultry operation a short distance downwind into an almond orchard and altered the microbiome recovered from the leaves. These data provide growers with information they can use to assess food safety risks on their property.
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Affiliation(s)
- Christopher G Theofel
- Department of Food Science and Technology, University of California, Davis, Davis, California, USA
- Western Center for Food Safety, University of California, Davis, Davis, California, USA
| | - Thomas R Williams
- Department of Food Science and Technology, University of California, Davis, Davis, California, USA
| | - Eduardo Gutierrez
- Department of Food Science and Technology, University of California, Davis, Davis, California, USA
| | - Gordon R Davidson
- Department of Food Science and Technology, University of California, Davis, Davis, California, USA
- Western Center for Food Safety, University of California, Davis, Davis, California, USA
| | - Michele Jay-Russell
- Western Center for Food Safety, University of California, Davis, Davis, California, USA
| | - Linda J Harris
- Department of Food Science and Technology, University of California, Davis, Davis, California, USA
- Western Center for Food Safety, University of California, Davis, Davis, California, USA
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18
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Carvalho CR, Dias AC, Homma SK, Cardoso EJ. Phyllosphere bacterial assembly in citrus crop under conventional and ecological management. PeerJ 2020; 8:e9152. [PMID: 32547860 PMCID: PMC7274167 DOI: 10.7717/peerj.9152] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Accepted: 04/17/2020] [Indexed: 11/20/2022] Open
Abstract
Divergences between agricultural management can result in different types of biological interactions between plants and microorganisms, which may affect food quality and productivity. Conventional practices are well-established in the agroindustry as very efficient and lucrative; however, the increasing demand for sustainable alternatives has turned attention towards agroecological approaches. Here we intend to explore microbial dynamics according to the agricultural management used, based on the composition and structure of these bacterial communities on the most environmentally exposed habitat, the phyllosphere. Leaf samples were collected from a Citrus crop (cultivated Orange) in Mogi-Guaçu (SP, Brazil), where either conventional or ecological management systems were properly applied in two different areas. NGS sequencing analysis and quantitative PCR allowed us to comprehend the phyllosphere behavior and µ-XRF (micro X-ray fluorescence) could provide an insight on agrochemical persistence on foliar tissues. Our results demonstrate that there is considerable variation in the phyllosphere community due to the management practices used in the citrus orchard, and it was possible to quantify most of this variation. Equally, high copper concentrations may have influenced bacterial abundance, having a relevant impact on the differences observed. Moreover, we highlight the intricate relationship microorganisms have with crop production, and presumably with crop yield as well.
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Affiliation(s)
- Carolinne R Carvalho
- Department of Soil Science, College of Agriculture "Luiz de Queiroz", University of São Paulo, Piracicaba, São Paulo, Brazil
| | - Armando Cf Dias
- Department of Soil Science, College of Agriculture "Luiz de Queiroz", University of São Paulo, Piracicaba, São Paulo, Brazil
| | | | - Elke Jbn Cardoso
- Department of Soil Science, College of Agriculture "Luiz de Queiroz", University of São Paulo, Piracicaba, São Paulo, Brazil
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19
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Godon JJ, Galès A, Latrille E, Ouichanpagdee P, Seyer JP. An “overlooked” habitat for thermophilic bacteria: the phyllosphere. BIODISCOVERY 2020. [DOI: 10.3897/biodiscovery.23.e47033] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Thermophilic microbes are present everywhere around us and their only known natural biotope is far away and most usually associated with geothermal energy. To answer this paradox, we explore the hypothesis that the phyllosphere (surface of leaves), due to its exposition to the sun, could well be a thermophilic habitat for microbes and thus a source of thermophilic microbes growing around 50°C – 60°C. To support this hypothesis, we reviewed the heat sources on earth and associated microbial habitats, as well as the difficult identification of thermophilic microbes. We further present an experiment to show the presence and activity of thermophilic bacteria in the phyllosphere. Leaves were collected from eleven tree species from five locations on three continents belonging to three different biomes. On fresh leaves, 16S rDNA sequencing reveals the presence of 0.2 to 7% of clearly identified thermophilic bacteria. Moreover, after incubation at 55°C under aerobic and anaerobic conditions, 16S rDNA sequencing reveals the presence of 4 to 99% of clearly identified thermophilic bacteria. The accumulation of observations provides coherence to our hypothesis and allows the emergence of a new vision of leaves as a thermophilic biotope. We then propose a life cycle of microbes belonging to the thermophilic biotope associated with leaf surfaces.
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20
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Tkacz A, Bestion E, Bo Z, Hortala M, Poole PS. Influence of Plant Fraction, Soil, and Plant Species on Microbiota: a Multikingdom Comparison. mBio 2020; 11:e02785-19. [PMID: 32019791 PMCID: PMC7002342 DOI: 10.1128/mbio.02785-19] [Citation(s) in RCA: 99] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 12/11/2019] [Indexed: 11/20/2022] Open
Abstract
Plant roots influence the soil microbiota via physical interaction, secretion, and plant immunity. However, it is unclear whether the root fraction or soil is more important in determining the structure of the prokaryotic or eukaryotic community and whether this varies between plant species. Furthermore, the leaf (phyllosphere) and root microbiotas have a large overlap; however, it is unclear whether this results from colonization of the phyllosphere by the root microbiota. Soil, rhizosphere, rhizoplane, and root endosphere prokaryote-, eukaryote-, and fungus-specific microbiotas of four plant species were analyzed with high-throughput sequencing. The strengths of factors controlling microbiota structure were determined using permutational multivariate analysis of variance (PERMANOVA) statistics. The origin of the phyllosphere microbiota was investigated using a soil swap experiment. Global microbial kingdom analysis conducted simultaneously on multiple plants shows that cereals, legumes, and Brassicaceae establish similar prokaryotic and similar eukaryotic communities inside and on the root surface. While the bacterial microbiota is recruited from the surrounding soil, its profile is influenced by the root itself more so than by soil or plant species. However, in contrast, the fungal microbiota is most strongly influenced by soil. This was observed in two different soils and for all plant species examined. Microbiota structure is established within 2 weeks of plant growth in soil and remains stable thereafter. A reciprocal soil swap experiment shows that the phyllosphere is colonized from the soil in which the plant is grown.IMPORTANCE Global microbial kingdom analysis conducted simultaneously on multiple plants shows that cereals, legumes, and Brassicaceae establish similar prokaryotic and similar eukaryotic communities inside and on the root surface. While the bacterial microbiota is recruited from the surrounding soil, its profile is influenced by the root fraction more so than by soil or plant species. However, in contrast, the fungal microbiota is most strongly influenced by soil. This was observed in two different soils and for all plant species examined, indicating conserved adaptation of microbial communities to plants. Microbiota structure is established within 2 weeks of plant growth in soil and remains stable thereafter. We observed a remarkable similarity in the structure of a plant's phyllosphere and root microbiotas and show by reciprocal soil swap experiments that both fractions are colonized from the soil in which the plant is grown. Thus, the phyllosphere is continuously colonized by the soil microbiota.
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Affiliation(s)
- Andrzej Tkacz
- Department of Plant Sciences, University of Oxford, Oxford, United Kingdom
| | - Eloïne Bestion
- Department of Plant Sciences, University of Oxford, Oxford, United Kingdom
| | - Zhiyan Bo
- Department of Plant Sciences, University of Oxford, Oxford, United Kingdom
| | - Marion Hortala
- Department of Plant Sciences, University of Oxford, Oxford, United Kingdom
| | - Philip S Poole
- Department of Plant Sciences, University of Oxford, Oxford, United Kingdom
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21
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Vokou D, Genitsaris S, Karamanoli K, Vareli K, Zachari M, Voggoli D, Monokrousos N, Halley JM, Sainis I. Metagenomic Characterization Reveals Pronounced Seasonality in the Diversity and Structure of the Phyllosphere Bacterial Community in a Mediterranean Ecosystem. Microorganisms 2019; 7:microorganisms7110518. [PMID: 31683878 PMCID: PMC6920919 DOI: 10.3390/microorganisms7110518] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 10/20/2019] [Accepted: 10/29/2019] [Indexed: 01/29/2023] Open
Abstract
We explore how the phyllosphere microbial community responds to a very seasonal environment such as the Mediterranean. For this, we studied the epiphytic bacterial community of a Mediterranean ecosystem in summer and winter, expecting to detect seasonal differences at their maximum. With high-throughput sequencing (HTS), we detected the operational taxonomic units (OTUs) present in the phyllosphere and also in the surrounding air. The epiphytic community is approximately five orders of magnitude denser than the airborne one and is made almost exclusively by habitat specialists. The two communities differ considerably but Proteobacteria and Actinobacteria are dominant in both. Of the five most abundant phyllosphere OTUs, two were closely related to Sphingomonas strains, one to Methylobacterium and the other two to Rhizobiales and Burkholderiales. We found the epiphytic community to become much richer, more distinct, even and diverse, denser and more connected in summer. In contrast, there was no difference in the level of bacterial colonization of the phyllosphere between the two seasons, although there were seasonal differences for individual taxonomic groups: Firmicutes, Gemmatimonadetes and Chlroroflexi had a higher participation in summer, whereas the major Proteobacteria classes presented reverse patterns, with Betaproteobacteria increasing in summer at the expense of the prominent Alphaproteobacteria.
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Affiliation(s)
- Despoina Vokou
- Department of Ecology, School of Biology, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
| | - Savvas Genitsaris
- School of Economics, Business Administration and Legal Studies, International Hellenic University, 57001 Thermi, Greece.
| | - Katerina Karamanoli
- School of Agriculture, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
| | - Katerina Vareli
- Department of Biological Applications and Technology, University of Ioannina, 45110 Ioannina, Greece.
| | - Marina Zachari
- Department of Biological Applications and Technology, University of Ioannina, 45110 Ioannina, Greece.
| | - Despoina Voggoli
- Department of Biological Applications and Technology, University of Ioannina, 45110 Ioannina, Greece.
| | - Nikolaos Monokrousos
- Department of Soil Science of Athens, Hellenic Agricultural Organization-Demeter, Institute of Soil and Water Resources, 14123 Lykovrisi, Greece.
| | - John Maxwell Halley
- Department of Biological Applications and Technology, University of Ioannina, 45110 Ioannina, Greece.
| | - Ioannis Sainis
- Department of Biological Applications and Technology, University of Ioannina, 45110 Ioannina, Greece.
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22
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Janakiev T, Dimkić I, Bojić S, Fira D, Stanković S, Berić T. Bacterial communities of plum phyllosphere and characterization of indigenous antagonistic Bacillus thuringiensis R3/3 isolate. J Appl Microbiol 2019; 128:528-543. [PMID: 31606926 DOI: 10.1111/jam.14488] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Revised: 09/30/2019] [Accepted: 10/08/2019] [Indexed: 12/01/2022]
Abstract
AIMS The characterization of bacterial communities diversity on four local plum cultivars in two phenological stages using culture-dependent and culture-independent methods and screening among culturable plum community for indigenous bacteria active against phytopathogens. METHODS AND RESULTS The bacterial communities associated with leaves and fruits of four local Serbian plum cultivars (Požegača, Ranka, Čačanska Lepotica and Čačanska Rodna) were investigated in two phenological stages during early (May) and late (July) fruit maturation. Metagenomic approach revealed Methylobacterium, Sphingomonas and Hymenobacter as dominant genera. The most frequently isolated representatives with cultivable approach were pseudomonads with Pseudomonas syringae and Pseudomonas graminis, the most likely resident species of plum community. Antagonistic Bacillus thuringiensis R3/3 isolate from plum phyllosphere had ability to produce exoenzymes, reduce the growth of phytopathogenic bacteria in co-culture environment and show quorum quenching activity. CONCLUSIONS Plum cultivar and growth season contribute to the structure of the bacterial community associated with plum. Plum phyllosphere is good source of antagonists effective against phytopathogens. SIGNIFICANCE AND IMPACT OF STUDY Knowledge of bacterial communities on plum will have an impact on studies related to phyllosphere ecology and biocontrol. The indigenous antagonistic isolate, B. thuringiensis R3/3, from plum could be further investigated for its potential use in biological control of plum diseases.
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Affiliation(s)
- T Janakiev
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
| | - I Dimkić
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
| | - S Bojić
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
| | - D Fira
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
| | - S Stanković
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
| | - T Berić
- University of Belgrade - Faculty of Biology, Belgrade, Serbia
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23
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Allen ME, Piefer AJ, Cole SN, Werner JJ, Benziger PT, Grieneisen L, Britton SJ. Characterization of Microbial Communities Populating the Inflorescences of Humulus lupulus L. JOURNAL OF THE AMERICAN SOCIETY OF BREWING CHEMISTS 2019. [DOI: 10.1080/03610470.2019.1667739] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Mary E. Allen
- Biology Department, Hartwick College, Oneonta, NY, U.S.A.
| | | | - Sean N. Cole
- Biologics Department, Q2 Solutions, Ithaca, NY, U.S.A.
| | - Jeffrey J. Werner
- Chemistry Department, State University of New York at Cortland, Cortland, NY, U.S.A.
| | - Peter T. Benziger
- Department of Microbiology and Immunology, Stony Brook University, Stony Book, NY, U.S.A.
| | - Laura Grieneisen
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, U.S.A.
| | - Scott J. Britton
- Research & Development, Brewery Duvel Moortgat, Puurs-Sint-Amands, Belgium
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Grady KL, Sorensen JW, Stopnisek N, Guittar J, Shade A. Assembly and seasonality of core phyllosphere microbiota on perennial biofuel crops. Nat Commun 2019; 10:4135. [PMID: 31515535 PMCID: PMC6742659 DOI: 10.1038/s41467-019-11974-4] [Citation(s) in RCA: 134] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 08/15/2019] [Indexed: 12/17/2022] Open
Abstract
Perennial grasses are promising feedstocks for biofuel production, with potential for leveraging their native microbiomes to increase their productivity and resilience to environmental stress. Here, we characterize the 16S rRNA gene diversity and seasonal assembly of bacterial and archaeal microbiomes of two perennial cellulosic feedstocks, switchgrass (Panicum virgatum L.) and miscanthus (Miscanthus x giganteus). We sample leaves and soil every three weeks from pre-emergence through senescence for two consecutive switchgrass growing seasons and one miscanthus season, and identify core leaf taxa based on occupancy. Virtually all leaf taxa are also detected in soil; source-sink modeling shows non-random, ecological filtering by the leaf, suggesting that soil is an important reservoir of phyllosphere diversity. Core leaf taxa include early, mid, and late season groups that were consistent across years and crops. This consistency in leaf microbiome dynamics and core members is promising for microbiome manipulation or management to support crop production. Microbial communities of plant leaf surfaces are ecologically important, but how they assemble and vary in time is unclear. Here, the authors identify core leaf microbiomes and seasonal patterns for two biofuel crops and show with source-sink models that soil is a reservoir of phyllosphere diversity.
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Affiliation(s)
- Keara L Grady
- Department of Microbiology and Molecular Genetics, Michigan State University, 567 Wilson Road, East Lansing, MI, 48824, USA.,The DOE Great Lakes Bioenergy Research Center, Michigan State University, 1129 Farm Lane, East Lansing, MI, 48824, USA
| | - Jackson W Sorensen
- Department of Microbiology and Molecular Genetics, Michigan State University, 567 Wilson Road, East Lansing, MI, 48824, USA.,The DOE Great Lakes Bioenergy Research Center, Michigan State University, 1129 Farm Lane, East Lansing, MI, 48824, USA
| | - Nejc Stopnisek
- The DOE Great Lakes Bioenergy Research Center, Michigan State University, 1129 Farm Lane, East Lansing, MI, 48824, USA.,Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, 293 Farm Lane, East Lansing, MI, 48824, USA
| | - John Guittar
- Department of Microbiology and Molecular Genetics, Michigan State University, 567 Wilson Road, East Lansing, MI, 48824, USA.,Kellogg Biological Station, Michigan State University, 3700 E. Gull Lake Dr, Hickory Corners, MI, 49060, USA
| | - Ashley Shade
- Department of Microbiology and Molecular Genetics, Michigan State University, 567 Wilson Road, East Lansing, MI, 48824, USA. .,The DOE Great Lakes Bioenergy Research Center, Michigan State University, 1129 Farm Lane, East Lansing, MI, 48824, USA. .,Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, 293 Farm Lane, East Lansing, MI, 48824, USA. .,The Plant Resilience Institute, Michigan State University, East Lansing, MI, 48840, USA. .,Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA.
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Schlechter RO, Miebach M, Remus-Emsermann MN. Driving factors of epiphytic bacterial communities: A review. J Adv Res 2019; 19:57-65. [PMID: 31341670 PMCID: PMC6630024 DOI: 10.1016/j.jare.2019.03.003] [Citation(s) in RCA: 102] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 03/12/2019] [Accepted: 03/13/2019] [Indexed: 12/29/2022] Open
Abstract
Bacteria establish complex, compositionally consistent communities on healthy leaves. Ecological processes such as dispersal, diversification, ecological drift, and selection as well as leaf surface physicochemistry and topology impact community assembly. Since the leaf surface is an oligotrophic environment, species interactions such as competition and cooperation may be major contributors to shape community structure. Furthermore, the plant immune system impacts on microbial community composition, as plant cells respond to bacterial molecules and shape their responses according to the mixture of molecules present. Such tunability of the plant immune network likely enables the plant host to differentiate between pathogenic and non-pathogenic colonisers, avoiding costly immune responses to non-pathogenic colonisers. Plant immune responses are either systemically distributed or locally confined, which in turn affects the colonisation pattern of the associated microbiota. However, how each of these factors impacts the bacterial community is unclear. To better understand this impact, bacterial communities need to be studied at a micrometre resolution, which is the scale that is relevant to the members of the community. Here, current insights into the driving factors influencing the assembly of leaf surface-colonising bacterial communities are discussed, with a special focus on plant host immunity as an emerging factor contributing to bacterial leaf colonisation.
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Affiliation(s)
- Rudolf O. Schlechter
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
- Biomolecular Interaction Centre, University of Canterbury, Christchurch, New Zealand
| | - Moritz Miebach
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Mitja N.P. Remus-Emsermann
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
- Biomolecular Interaction Centre, University of Canterbury, Christchurch, New Zealand
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26
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Brueckner B, Ruppel S. Microbial Status of White Asparagus Spears during Storage in Moist Packages. J Food Prot 2019; 82:1479-1483. [PMID: 31411507 DOI: 10.4315/0362-028x.jfp-18-528] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
White asparagus is a high-value commodity of large economic importance in Germany. Its harvest period lasts only a limited part of the year, during which daily yield and also market demand are highly variable. Harvested asparagus is perishable; thus, quality control and shelf life must be ensured by proper handling, e.g., avoiding fresh weight losses and, at the same time, limiting microbial growth. The aim of this study was to determine the effect of moist asparagus packaging on unpeeled white asparagus (cv. Gijnlim). Water was added to some of the packages to reduce fresh weight losses and to study the consequences for microbial growth. Polythene bag packaging, lined inside with cellulose fleece, was used to hold 500-g bunches of spears, covered partly (open bag) or totally (closed bag). Storage duration was 7 days, at temperatures of 2°C, 8°C, and a combination of 2 and 22°C, simulating retail conditions. Using a standardized cultivation method for food assessment, CFU counts (5.20 to 7.95 log CFU), number of pseudomonads (4.79 to 7.90 log CFU), lactic acid bacteria (<3.00 to 3.94 log CFU), Enterobacteriaceae (4.26 to 7.15 log CFU, including Escherichia coli <1.00 log CFU), yeasts (<2.30 to 3.15 to 3.53 log CFU), and molds (<2.30 log CFU), as well as sulfite-reducing clostridia (<1 log CFU) were determined. Temperature was the most important factor for microbial growth. Additional water had no effect in most cases; it inhibited most of the fresh weight losses compared to dry treatments in this study but led to 2% weight increase in closed bags. Our results point to the conclusion that moist packaging would be a feasible alternative to dry wrapping with regard to weight retention, and it did not increase growth of the analyzed microbial groups to an unacceptable value.
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Affiliation(s)
| | - Silke Ruppel
- Department Plant Microbe Systems, Leibniz Institute for Vegetable and Ornamental Crops, Großbeeren/Erfurt e.V., 14979 Grossbeeren, Germany (ORCID: https://orcid.org/0000-0003-1821-7040 [B.B.])
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27
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Metagenome tracking biogeographic agroecology: Phytobiota of tomatoes from Virginia, Maryland, North Carolina and California. Food Microbiol 2019; 79:132-136. [DOI: 10.1016/j.fm.2018.12.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 11/30/2018] [Accepted: 12/03/2018] [Indexed: 11/21/2022]
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29
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Assessment of the non-lactic acid bacteria microbiota in fresh cucumbers and commercially fermented cucumber pickles brined with 6% NaCl. Food Microbiol 2019; 77:10-20. [DOI: 10.1016/j.fm.2018.08.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 07/31/2018] [Accepted: 08/02/2018] [Indexed: 11/18/2022]
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30
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Sánchez-Cañizares C, Jorrín B, Poole PS, Tkacz A. Understanding the holobiont: the interdependence of plants and their microbiome. Curr Opin Microbiol 2017; 38:188-196. [PMID: 28732267 DOI: 10.1016/j.mib.2017.07.001] [Citation(s) in RCA: 148] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Revised: 06/29/2017] [Accepted: 07/04/2017] [Indexed: 01/06/2023]
Abstract
The holobiont is composed by the plant and its microbiome. In a similar way to ecological systems of higher organisms, the holobiont shows interdependent and complex dynamics [1,2]. While plants originate from seeds, the microbiome has a multitude of sources. The assemblage of these communities depends on the interaction between the emerging seedling and its surrounding environment, with soil being the main source. These microbial communities are controlled by the plant through different strategies, such as the specific profile of root exudates and its immune system. Despite this control, the microbiome is still able to adapt and thrive. The molecular knowledge behind these interactions and microbial '-omic' technologies are developing to the point of enabling holobiont engineering. For a long time microorganisms were in the background of plant biology but new multidisciplinary approaches have led to an appreciation of the importance of the holobiont, where plants and microbes are interdependent.
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Affiliation(s)
- Carmen Sánchez-Cañizares
- Department of Plant Sciences, University of Oxford, South Parks Road, OX1 3RB Oxford, United Kingdom
| | - Beatriz Jorrín
- Department of Plant Sciences, University of Oxford, South Parks Road, OX1 3RB Oxford, United Kingdom
| | - Philip S Poole
- Department of Plant Sciences, University of Oxford, South Parks Road, OX1 3RB Oxford, United Kingdom
| | - Andrzej Tkacz
- Department of Plant Sciences, University of Oxford, South Parks Road, OX1 3RB Oxford, United Kingdom.
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Busby PE, Soman C, Wagner MR, Friesen ML, Kremer J, Bennett A, Morsy M, Eisen JA, Leach JE, Dangl JL. Research priorities for harnessing plant microbiomes in sustainable agriculture. PLoS Biol 2017; 15:e2001793. [PMID: 28350798 PMCID: PMC5370116 DOI: 10.1371/journal.pbio.2001793] [Citation(s) in RCA: 370] [Impact Index Per Article: 46.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Feeding a growing world population amidst climate change requires optimizing the reliability, resource use, and environmental impacts of food production. One way to assist in achieving these goals is to integrate beneficial plant microbiomes-i.e., those enhancing plant growth, nutrient use efficiency, abiotic stress tolerance, and disease resistance-into agricultural production. This integration will require a large-scale effort among academic researchers, industry researchers, and farmers to understand and manage plant-microbiome interactions in the context of modern agricultural systems. Here, we identify priorities for research in this area: (1) develop model host-microbiome systems for crop plants and non-crop plants with associated microbial culture collections and reference genomes, (2) define core microbiomes and metagenomes in these model systems, (3) elucidate the rules of synthetic, functionally programmable microbiome assembly, (4) determine functional mechanisms of plant-microbiome interactions, and (5) characterize and refine plant genotype-by-environment-by-microbiome-by-management interactions. Meeting these goals should accelerate our ability to design and implement effective agricultural microbiome manipulations and management strategies, which, in turn, will pay dividends for both the consumers and producers of the world food supply.
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Affiliation(s)
- Posy E. Busby
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, Oregon, United States of America
| | - Chinmay Soman
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana Champaign, Urbana, Illinois, United States of America
| | - Maggie R. Wagner
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina, United States of America
| | - Maren L. Friesen
- Department of Plant Biology, Michigan State University, East Lansing, Michigan, United States of America
- Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, Michigan, United States of America
| | - James Kremer
- MSU-DOE Plant Research Laboratory, Michigan State University, East Lansing, Michigan, United States of America
| | - Alison Bennett
- The James Hutton Institute, Invergowrie, Dundee, Scotland
| | - Mustafa Morsy
- College of Natural Sciences and Mathematics, University of West Alabama, Livingston, Alabama, United States of America
| | - Jonathan A. Eisen
- Genome Center, University of California, Davis, California, United States of America
| | - Jan E. Leach
- Bioagricultural Sciences and Pest Management, Colorado State University, Ft Collins, Colorado, United States of America
| | - Jeffery L. Dangl
- Howard Hughes Medical Institute, Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
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