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Posada LF, Arteaga-Figueroa LA, Adarve-Rengifo I, Cadavid M, Zapata S, Álvarez JC. Endophytic microbial diversity associated with commercial cultivar and crop wild relative banana variety could provide clues for microbial community management. Microbiol Res 2024; 287:127862. [PMID: 39121704 DOI: 10.1016/j.micres.2024.127862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 07/09/2024] [Accepted: 07/29/2024] [Indexed: 08/12/2024]
Abstract
Endophytes, microorganisms inhabiting internal plant tissues, play a pivotal role in plant growth and disease resistance. Moreover, previous studies have established that Musa plants derive disease protective functions from their microbiome. Notably, one of the crop wild relatives of banana, the Calcutta 4 variety, exhibits resistance to various phytopathogens such as Pseudocercospora fijiensis (P. fijiensis), while the Williams commercial cultivar (cv.) is highly susceptible. Therefore, this study aims primarily to characterize and compare the endophytic microbiota composition of Calcutta 4 and Williams banana plants when grown sympatrically. Alongside, differences in endophytic microbiome between plant sections (shoot or roots), growth phases (in vitro or greenhouse) and fitness factors such as the addition of plant growth-promoting bacteria Bacillus subtilis EA-CB0575 (T2 treatment) or infection by P. fijiensis (T3 treatment) were examined. Both culture-dependent and -independent techniques were used to evaluate these differences and assess the culturability of banana endophytes under varying conditions. Microbial cultures resulted in 331 isolates distributed across 54 genera when all treatments were evaluated, whereas 16 S sequencing produced 9510 ASVs assigned in 1456 genera. Alpha and beta diversity exhibited significant differences based on plant section, with an increase in phylogenetic diversity observed in plants with pathogen infection (T3) compared to control plants (T1). Additionally, four differentially abundant genera associated with nitrogen metabolism were identified in T3 plants and seven genera showed differential abundance when comparing varieties. When culture-dependent and -independent methods were compared, it was found that isolates represented 3.7 % of the genera detected by culture-independent methods, accounting for 12-41 % of the total data depending on the treatment. These results are crucial for proposing management strategies derived from crop wild relatives to enhance the resilience of susceptible commercial varieties against fitness factors affecting crop development. Additionally, they help to decipher the pathogenic effects of P. fijiensis in banana plants and advance the understanding of how plant domestication influences the endosphere.
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Affiliation(s)
- Luisa F Posada
- Grupo de Investigación Zentech. Pontificia Universidad Javeriana. Facultad de Ingeniería. Departamento de Ingeniería Industrial, Carrera 7 # 40-62, Bogotá, Colombia
| | - Luis A Arteaga-Figueroa
- Grupo de Investigación CIBIOP. Universidad EAFIT. Biological Sciences Department, Carrera 49 # 7 sur-50, Medellín, Colombia
| | - Isabel Adarve-Rengifo
- Grupo de Investigación CIBIOP. Universidad EAFIT. Biological Sciences Department, Carrera 49 # 7 sur-50, Medellín, Colombia
| | - Maria Cadavid
- Grupo de Investigación CIBIOP. Universidad EAFIT. Biological Sciences Department, Carrera 49 # 7 sur-50, Medellín, Colombia
| | | | - Javier C Álvarez
- Grupo de Investigación CIBIOP. Universidad EAFIT. Biological Sciences Department, Carrera 49 # 7 sur-50, Medellín, Colombia.
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2
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Rezende G, Rocha F, Funnicelli M, Malavazi I, Crauwels S, Brandao M, Cunha A. Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil. Heliyon 2024; 10:e32283. [PMID: 38933974 PMCID: PMC11200342 DOI: 10.1016/j.heliyon.2024.e32283] [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: 02/19/2024] [Revised: 05/29/2024] [Accepted: 05/31/2024] [Indexed: 06/28/2024] Open
Abstract
Grapes are globally popular with wine production being one of the most well-known uses of grapes worldwide. Brazil has a growing wine industry, and the Serra Gaúcha region is a significant contributor to the country's wine production. Nonetheless, other states are increasing their relevance in this segment. Environmental factors and the soil microbiome (bacteria and fungi) heavily influence grape quality, shaping the crucial "terroir" for wines. Here, soil quality was assessed through nutrient analysis and bacteria microbial diversity, which could significantly impact grape health and final wine attributes. Soil samples from São Paulo's vineyards, focusing on Syrah, Malbec, and Cabernet Sauvignon, underwent chemical and microbial analysis via 16S rRNA metabarcoding and highlighted significant differences in soil composition between vineyards. Statistical analyses including PCA and CAP showcased region-based separation and intricate associations between microbiota, region, and grape variety. Correlation analysis pinpointed microbial genera linked to specific soil nutrients. Random Forest analysis identified abundant bacterial genera per grape variety and the Network analysis revealed varied co-occurrence patterns, with Cabernet Sauvignon exhibiting complex microbial interactions. This study unveils complex relationships between soil microbiota, nutrients, and diverse grape varieties in distinct vineyard regions. Understanding how these specific microorganisms are associated with grapes can improve vineyard management, grape quality, and wine production. It can also potentially optimize soil health, bolster grapevine resilience against pests and diseases, and contribute to the unique character of wines known as terroir.
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Affiliation(s)
- G.S. Rezende
- Genetic and Evolution Department, Laboratory of Biochemistry and Applied Genetics (LBGA-UFSCar), SP, Brazil
| | - F.I. Rocha
- USDA, Agricultural Research Service, Water Management Research Unit, San Joaquin Valley Agricultural Sciences Center, Parlier, CA, USA
| | - M.I.G. Funnicelli
- Laboratory of Bioinformatics, Department of Agricultural, Livestock and Environmental Biotechnology, São Paulo State University (UNESP), School of Agricultural and Veterinary Sciences, Jaboticabal, SP, Brazil
| | - I. Malavazi
- Genetic and Evolution Department, Laboratory of Biochemistry and Applied Genetics (LBGA-UFSCar), SP, Brazil
| | - S. Crauwels
- Laboratory for Process Microbial Ecology and Bioinspirational Management (PME&BIM), Centre of Microbial and Plant Genetics (CMPG), Department of Microbial and Molecular Systems (M2S), KU Leuven, Leuven, Belgium
- Leuven Institute for Beer Research (LIBR), KU Leuven, Leuven, Belgium
| | - M.M. Brandao
- Universidade Estadual de Campinas. Centro de Biologia Molecular e Engenharia Genética - Laboratory of Integrative and Systemic Biology (LaBIS- UNICAMP), SP, Brazil
| | - A.F. Cunha
- Genetic and Evolution Department, Laboratory of Biochemistry and Applied Genetics (LBGA-UFSCar), SP, Brazil
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Zai X, Cordovez V, Zhu F, Zhao M, Diao X, Zhang F, Raaijmakers JM, Song C. C4 cereal and biofuel crop microbiomes. Trends Microbiol 2024:S0966-842X(24)00093-3. [PMID: 38772810 DOI: 10.1016/j.tim.2024.04.008] [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: 12/07/2023] [Revised: 04/18/2024] [Accepted: 04/19/2024] [Indexed: 05/23/2024]
Abstract
Microbiomes provide multiple life-support functions for plants, including nutrient acquisition and tolerance to abiotic and biotic stresses. Considering the importance of C4 cereal and biofuel crops for food security under climate change conditions, more attention has been given recently to C4 plant microbiome assembly and functions. Here, we review the current status of C4 cereal and biofuel crop microbiome research with a focus on beneficial microbial traits for crop growth and health. We highlight the importance of environmental factors and plant genetics in C4 crop microbiome assembly and pinpoint current knowledge gaps. Finally, we discuss the potential of foxtail millet as a C4 model species and outline future perspectives of C4 plant microbiome research.
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Affiliation(s)
- Xiaoyu Zai
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China; National Academy of Agriculture Green Development, China Agricultural University, Beijing, China; Key Laboratory of Plant-Soil Interactions, Ministry of Education, China Agricultural University, 100193 Beijing, China; National Observation and Research Station of Agriculture Green Development, 057250 Quzhou, Hebei, China
| | - Viviane Cordovez
- Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen, The Netherlands.
| | - Feng Zhu
- Key Laboratory of Agricultural Water Resources, Hebei Laboratory of Agricultural Water-Saving, Center for Agricultural Resources Research, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, 050021 Shijiazhuang, China
| | - Meicheng Zhao
- Key Laboratory of Agricultural Water Resources, Hebei Laboratory of Agricultural Water-Saving, Center for Agricultural Resources Research, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, 050021 Shijiazhuang, China; Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, 100081 Beijing, China
| | - Xianmin Diao
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, 100081 Beijing, China
| | - Fusuo Zhang
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China; National Academy of Agriculture Green Development, China Agricultural University, Beijing, China; Key Laboratory of Plant-Soil Interactions, Ministry of Education, China Agricultural University, 100193 Beijing, China; National Observation and Research Station of Agriculture Green Development, 057250 Quzhou, Hebei, China
| | - Jos M Raaijmakers
- Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen, The Netherlands; Institute of Biology, Leiden University, Leiden, The Netherlands
| | - Chunxu Song
- State Key Laboratory of Nutrient Use and Management, College of Resources and Environmental Sciences, China Agricultural University, Beijing, China; National Academy of Agriculture Green Development, China Agricultural University, Beijing, China; Key Laboratory of Plant-Soil Interactions, Ministry of Education, China Agricultural University, 100193 Beijing, China; National Observation and Research Station of Agriculture Green Development, 057250 Quzhou, Hebei, China.
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Quijia Pillajo J, Chapin LJ, Quiroz-Moreno CD, Altland JE, Jones ML. Nutrient availability and plant phenological stage influence the substrate microbiome in container-grown Impatiens walleriana 'Xtreme Red'. BMC PLANT BIOLOGY 2024; 24:176. [PMID: 38448825 PMCID: PMC10916185 DOI: 10.1186/s12870-024-04854-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 02/22/2024] [Indexed: 03/08/2024]
Abstract
BACKGROUND The microbiome plays a fundamental role in plant health and performance. Soil serves as a reservoir of microbial diversity where plants attract microorganisms via root exudates. The soil has an important impact on the composition of the rhizosphere microbiome, but greenhouse ornamental plants are commonly grown in soilless substrates. While soil microbiomes have been extensively studied in traditional agriculture to improve plant performance, health, and sustainability, information about the microbiomes of soilless substrates is still limited. Thus, we conducted an experiment to explore the microbiome of a peat-based substrate used in container production of Impatiens walleriana, a popular greenhouse ornamental plant. We investigated the effects of plant phenological stage and fertilization level on the substrate microbiome. RESULTS Impatiens plants grown under low fertilization rates were smaller and produced more flowers than plants grown under optimum and high fertilization. The top five bacterial phyla present in the substrate were Proteobacteria, Actinobacteria, Bacteriodota, Verrucomicrobiota, and Planctomycetota. We found a total of 2,535 amplicon sequence variants (ASV) grouped into 299 genera. The substrate core microbiome was represented by only 1.8% (48) of the identified ASV. The microbiome community composition was influenced by plant phenological stage and fertilizer levels. Phenological stage exhibited a stronger influence on microbiome composition than fertilizer levels. Differential abundance analysis using DESeq2 identified more ASVs significantly affected (enriched or depleted) in the high fertilizer levels at flowering. As observed for community composition, the effect of plant phenological stage on microbial community function was stronger than fertilizer level. Phenological stage and fertilizer treatments did not affect alpha-diversity in the substrate. CONCLUSIONS In container-grown ornamental plants, the substrate serves as the main microbial reservoir for the plant, and the plant and agricultural inputs (fertilization) modulate the microbial community structure and function of the substrate. The differences observed in substrate microbiome composition across plant phenological stage were explained by pH, total organic carbon (TOC) and fluoride, and across fertilizer levels by pH and phosphate (PO4). Our project provides an initial diversity profile of the bacteria occurring in soilless substrates, an underexplored source of microbial diversity.
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Affiliation(s)
- Juan Quijia Pillajo
- Department of Horticulture and Crop Science, The Ohio State University, Wooster, OH, 44691, USA
| | - Laura J Chapin
- Department of Horticulture and Crop Science, The Ohio State University, Wooster, OH, 44691, USA
| | - Cristian D Quiroz-Moreno
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, OH, 43210, USA
| | - James E Altland
- Application Technology Research Unit, United States Department of Agriculture (USDA)-Agricultural Research Service, Wooster, OH, 44691, USA
| | - Michelle L Jones
- Department of Horticulture and Crop Science, The Ohio State University, Wooster, OH, 44691, USA.
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Lewin S, Wende S, Wehrhan M, Verch G, Ganugi P, Sommer M, Kolb S. Cereals rhizosphere microbiome undergoes host selection of nitrogen cycle guilds correlated to crop productivity. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 911:168794. [PMID: 38000749 DOI: 10.1016/j.scitotenv.2023.168794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 08/31/2023] [Accepted: 11/20/2023] [Indexed: 11/26/2023]
Abstract
Sustainable transformation of agricultural plant production requires the reduction of nitrogen (N) fertilizer application. Such a reduced N fertilizer application may impede crop production due to an altered symbiosis of crops and their rhizosphere microbiome, since reduced N input may affect the competition and synergisms with the plant. The assessment of such changes in the crop microbiome functionalities at spatial scales relevant for agricultural management remains challenging. We investigated in a field plot experiment how and if the N cycling guilds of the rhizosphere of globally relevant cereal crops - winter barley, wheat and rye - are influenced by reduced N fertilization. Crop productivity was assessed by remote sensing of the shoot biomass. Microbial N cycling guilds were investigated by metagenomics targeting diazotrophs, nitrifiers, denitrifiers and the dissimilatory nitrate to ammonium reducing guild (DNRA). The functional composition of microbial N cycling guilds was explained by crop productivity parameters and soil pH, and diverged substantially between the crop species. The responses of individual microbial N cycling guild abundances to shoot dry weight and rhizosphere nitrate content was modulated by the N fertilization treatments and the crop species, which was identified based on regression analyses. Thus, characteristic shifts in the microbial N cycling guild acquisition associated with the crop host species were resolved. Particularly, the rhizosphere of rye was enriched with potentially N-preserving microbial guilds - diazotrophs and the DNRA guild - when no fertilizer was applied. We speculate that the acquisition of microbial N cycling guilds was the result of plant species-specific acquisition strategies. Thus, the investigated cereal crop holobionts have likely different symbiotic strategies that make them differently resilient against reduced N fertilizer inputs. Furthermore, we demonstrated that these belowground patterns of N cycling guilds from the rhizosphere microbiome are linked to remotely sensed aboveground plant productivity.
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Affiliation(s)
- Simon Lewin
- Working Group Microbial Biogeochemistry, Research Area Landscape Functioning, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany
| | - Sonja Wende
- Working Group Microbial Biogeochemistry, Research Area Landscape Functioning, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany
| | - Marc Wehrhan
- Working Group Landscape Pedology, Research Area Landscape Functioning, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany
| | - Gernot Verch
- Experimental Station Dedelow, Experimental Infrastructure Platform, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany
| | - Paola Ganugi
- Department of Agricultural, Forest and Food sciences, University of Turin, Grugliasco, Italy
| | - Michael Sommer
- Working Group Landscape Pedology, Research Area Landscape Functioning, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany; Institute of Environmental Science & Geography, University of Potsdam, Karl-Liebknecht-Str. 24-25, 14476 Potsdam, Germany
| | - Steffen Kolb
- Working Group Microbial Biogeochemistry, Research Area Landscape Functioning, Leibniz Centre for Agricultural Landscape Research e.V. (ZALF), Müncheberg, Germany; Thaer Institute, Faculty of Life Sciences, Humboldt University of Berlin, Berlin, Germany.
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6
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Chai YN, Qi Y, Goren E, Chiniquy D, Sheflin AM, Tringe SG, Prenni JE, Liu P, Schachtman DP. Root-associated bacterial communities and root metabolite composition are linked to nitrogen use efficiency in sorghum. mSystems 2024; 9:e0119023. [PMID: 38132569 PMCID: PMC10804983 DOI: 10.1128/msystems.01190-23] [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: 11/15/2023] [Accepted: 11/20/2023] [Indexed: 12/23/2023] Open
Abstract
The development of cereal crops with high nitrogen use efficiency (NUE) is a priority for worldwide agriculture. In addition to conventional plant breeding and genetic engineering, the use of the plant microbiome offers another approach to improving crop NUE. To gain insight into the bacterial communities associated with sorghum lines that differ in NUE, a field experiment was designed comparing 24 diverse Sorghum bicolor lines under sufficient and deficient nitrogen (N). Amplicon sequencing and untargeted gas chromatography-mass spectrometry were used to characterize the bacterial communities and the root metabolome associated with sorghum genotypes varying in sensitivity to low N. We demonstrated that N stress and sorghum type (energy, sweet, and grain sorghum) significantly impacted the root-associated bacterial communities and root metabolite composition of sorghum. We found a positive correlation between sorghum NUE and bacterial richness and diversity in the rhizosphere. The greater alpha diversity in high NUE lines was associated with the decreased abundance of a dominant bacterial taxon, Pseudomonas. Multiple strong correlations were detected between root metabolites and rhizosphere bacterial communities in response to low N stress. This indicates that the shift in the sorghum microbiome due to low N is associated with the root metabolites of the host plant. Taken together, our findings suggest that host genetic regulation of root metabolites plays a role in defining the root-associated microbiome of sorghum genotypes differing in NUE and tolerance to low N stress.IMPORTANCEThe development of crops that are more nitrogen use-efficient (NUE) is critical for the future of the enhanced sustainability of agriculture worldwide. This objective has been pursued mainly through plant breeding and plant molecular engineering, but these approaches have had only limited success. Therefore, a different strategy that leverages soil microbes needs to be fully explored because it is known that soil microbes improve plant growth through multiple mechanisms. To design approaches that use the soil microbiome to increase NUE, it will first be essential to understand the relationship among soil microbes, root metabolites, and crop productivity. Using this approach, we demonstrated that certain key metabolites and specific microbes are associated with high and low sorghum NUE in a field study. This important information provides a new path forward for developing crop genotypes that have increased NUE through the positive contribution of soil microbes.
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Affiliation(s)
- Yen Ning Chai
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
| | - Yunhui Qi
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Emily Goren
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Dawn Chiniquy
- Environmental Genomics and System Biology, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Amy M. Sheflin
- Department of Horticulture and Landscape Architecture, Colorado State University, Colorado State University, Fort Collins, Colorado, USA
| | - Susannah G. Tringe
- Environmental Genomics and System Biology, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Jessica E. Prenni
- Department of Horticulture and Landscape Architecture, Colorado State University, Colorado State University, Fort Collins, Colorado, USA
| | - Peng Liu
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Daniel P. Schachtman
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
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Gómez-Álvarez EM, Salardi-Jost M, Ahumada GD, Perata P, Dell'Acqua M, Pucciariello C. Seed bacterial microbiota in post-submergence tolerant and sensitive barley genotypes. FUNCTIONAL PLANT BIOLOGY : FPB 2024; 51:FP23166. [PMID: 38266278 DOI: 10.1071/fp23166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 01/03/2024] [Indexed: 01/26/2024]
Abstract
Flooding is a predominant abiotic stress for cultivated plants, including barley. This cereal crop shows a large adaptability to different environmental conditions, suggesting the presence of key traits to tolerate adverse conditions. During germination, genetic variations account for dissimilarities in flooding tolerance. However, differences in the seed microbiota may also contribute to tolerance/sensitivity during seedling establishment. This work investigated differences in microbiome among the grains of barley accessions. Two barley phenotypes were compared, each either tolerant or sensitive to a short submergence period followed by a recovery. The study used a metataxonomic analysis based on 16S ribosomal RNA gene sequencing and subsequent functional prediction. Our results support the hypothesis that bacterial microbiota inhabiting the barley seeds are different between sensitive and tolerant barley accessions, which harbour specific bacterial phyla and families. Finally, bacteria detected in tolerant barley accessions show a peculiar functional enrichment that suggests a possible connection with successful germination and seedling establishment.
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Affiliation(s)
| | | | | | | | - Matteo Dell'Acqua
- Genetics Lab, Center of Plant Sciences, Scuola Superiore Sant'Anna, Pisa, Italy
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8
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Moulia V, Ait-Mouheb N, Lesage G, Hamelin J, Wéry N, Bru-Adan V, Kechichian L, Heran M. Short-term effect of reclaimed wastewater quality gradient on soil microbiome during irrigation. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 901:166028. [PMID: 37549700 DOI: 10.1016/j.scitotenv.2023.166028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 08/01/2023] [Accepted: 08/01/2023] [Indexed: 08/09/2023]
Abstract
To investigate the effect of wastewater (WW) treatment on soil bacterial communities, water of different quality was used to irrigate eight lettuces per tank: raw municipal wastewater (RWW), WW treated with an aerated constructed wetland (CWW) and WW treated with a membrane bioreactor (MBW), and tap water (TW). The physicochemical and microbiological characteristics (quality indicators) of these water types were characterized, and the water and soil bacterial communities were monitored by quantitative PCR (qPCR) and 16S rRNA gene sequencing. Despite marked differences in microbial load and diversity of waters, soil communities remained remarkably stable after irrigation. Microbial biomass was increased only in soils irrigated with RWW. At the end of the irrigation period (day 84), soil and water shared a large fraction of their bacterial communities, from 43 % to 70 %, depending on the water quality, indicating a transfer of bacterial communities from water to soil. Overall, the relative abundance of Proteobacteria and Acidobacteria was increased and that of Actinobacteria was decreased in soils irrigated with MBW, CWW and even more with RWW. Multivariate ordination clearly separated soils in three groups: soils irrigated with the cleanest water (TW), with treated WW (MBW and CWW), and with untreated WW (RWW). Nitrifying, denitrifying, and nitrogen-fixing bacteria were quantified by qPCR targeting amoA, narG, and nifH, respectively. Nitrifying bacteria were the most affected by the water quality, as indicated by amoA copy number increase in RWW-irrigated soil and decrease in CWW-irrigated soil. Overall, the abundance of all three genes was positively influenced by RWW treatment. In conclusion, the 84 days of irrigation influenced the soil microbial communities, and the impact depended on the quality of the used water.
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Affiliation(s)
- V Moulia
- IEM, University of Montpellier, Montpellier, France; INRAE, UMR G-EAU, University of Montpellier, Montpellier, France; INRAE, Univ Montpellier, LBE, 102 avenue des Étangs, 11100, Narbonne, France
| | - N Ait-Mouheb
- INRAE, UMR G-EAU, University of Montpellier, Montpellier, France
| | - G Lesage
- IEM, University of Montpellier, Montpellier, France
| | - J Hamelin
- INRAE, Univ Montpellier, LBE, 102 avenue des Étangs, 11100, Narbonne, France
| | - N Wéry
- INRAE, Univ Montpellier, LBE, 102 avenue des Étangs, 11100, Narbonne, France.
| | - V Bru-Adan
- INRAE, Univ Montpellier, LBE, 102 avenue des Étangs, 11100, Narbonne, France
| | - L Kechichian
- INRAE, UMR G-EAU, University of Montpellier, Montpellier, France
| | - M Heran
- IEM, University of Montpellier, Montpellier, France
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9
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Uchimiya M, Elliott LE, Derito CM, Hay AG. Metagenome-assembled genomes from sugarcane mill mud. Microbiol Resour Announc 2023; 12:e0056823. [PMID: 37846981 PMCID: PMC10652976 DOI: 10.1128/mra.00568-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 09/05/2023] [Indexed: 10/18/2023] Open
Abstract
The genomes of 11 bacteria and 3 archaea were assembled from metagenomic DNA extracted from sugarcane mill mud. These metagenome-assembled genomes ranged from 1.79 to 6.45 Mb, with 2,263 to 5,551 predicted proteins, 80.65% to 100% genome completeness, and 43.19% to 68.02% G+C content.
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Affiliation(s)
- Minori Uchimiya
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, New Orleans, Louisiana, USA
| | - Leah E. Elliott
- Department of Biological and Chemical Sciences, Wells College, Aurora, New York, USA
| | | | - Anthony G. Hay
- Department of Microbiology, Cornell University, Ithaca, New York, USA
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10
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Escudero-Martinez C, Bulgarelli D. Engineering the Crop Microbiota Through Host Genetics. ANNUAL REVIEW OF PHYTOPATHOLOGY 2023; 61:257-277. [PMID: 37196364 DOI: 10.1146/annurev-phyto-021621-121447] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
The microbiota populating the plant-soil continuum defines an untapped resource for sustainable crop production. The host plant is a driver for the taxonomic composition and function of these microbial communities. In this review, we illustrate how the host genetic determinants of the microbiota have been shaped by plant domestication and crop diversification. We discuss how the heritable component of microbiota recruitment may represent, at least partially, a selection for microbial functions underpinning the growth, development, and health of their host plants and how the magnitude of this heritability is influenced by the environment. We illustrate how host-microbiota interactions can be treated as an external quantitative trait and review recent studies associating crop genetics with microbiota-based quantitative traits. We also explore the results of reductionist approaches, including synthetic microbial communities, to establish causal relationships between microbiota and plant phenotypes. Lastly, we propose strategies to integrate microbiota manipulation into crop selection programs. Although a detailed understanding of when and how heritability for microbiota composition can be deployed for breeding purposes is still lacking, we argue that advances in crop genomics are likely to accelerate wider applications of plant-microbiota interactions in agriculture.
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Affiliation(s)
| | - Davide Bulgarelli
- Plant Sciences, School of Life Sciences, University of Dundee, Dundee, United Kingdom; ,
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11
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Yue H, Yue W, Jiao S, Kim H, Lee YH, Wei G, Song W, Shu D. Plant domestication shapes rhizosphere microbiome assembly and metabolic functions. MICROBIOME 2023; 11:70. [PMID: 37004105 PMCID: PMC10064753 DOI: 10.1186/s40168-023-01513-1] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 03/07/2023] [Indexed: 05/23/2023]
Abstract
BACKGROUND The rhizosphere microbiome, which is shaped by host genotypes, root exudates, and plant domestication, is crucial for sustaining agricultural plant growth. Despite its importance, how plant domestication builds up specific rhizosphere microbiomes and metabolic functions, as well as the importance of these affected rhizobiomes and relevant root exudates in maintaining plant growth, is not well understood. Here, we firstly investigated the rhizosphere bacterial and fungal communities of domestication and wild accessions of tetraploid wheat using amplicon sequencing (16S and ITS) after 9 years of domestication process at the main production sites in China. We then explored the ecological roles of root exudation in shaping rhizosphere microbiome functions by integrating metagenomics and metabolic genomics approaches. Furthermore, we established evident linkages between root morphology traits and keystone taxa based on microbial culture and plant inoculation experiments. RESULTS Our results suggested that plant rhizosphere microbiomes were co-shaped by both host genotypes and domestication status. The wheat genomes contributed more variation in the microbial diversity and composition of rhizosphere bacterial communities than fungal communities, whereas plant domestication status exerted much stronger influences on the fungal communities. In terms of microbial interkingdom association networks, domestication destabilized microbial network and depleted the abundance of keystone fungal taxa. Moreover, we found that domestication shifted the rhizosphere microbiome from slow growing and fungi dominated to fast growing and bacteria dominated, thereby resulting in a shift from fungi-dominated membership with enrichment of carbon fixation genes to bacteria-dominated membership with enrichment of carbon degradation genes. Metagenomics analyses further indicated that wild cultivars of wheat possess higher microbial function diversity than domesticated cultivars. Notably, we found that wild cultivar is able to harness rhizosphere microorganism carrying N transformation (i.e., nitrification, denitrification) and P mineralization pathway, whereas rhizobiomes carrying inorganic N fixation, organic N ammonification, and inorganic P solubilization genes are recruited by the releasing of root exudates from domesticated wheat. More importantly, our metabolite-wide association study indicated that the contrasting functional roles of root exudates and the harnessed keystone microbial taxa with different nutrient acquisition strategies jointly determined the aboveground plant phenotypes. Furthermore, we observed that although domesticated and wild wheats recruited distinct microbial taxa and relevant functions, domestication-induced recruitment of keystone taxa led to a consistent growth regulation of root regardless of wheat domestication status. CONCLUSIONS Our results indicate that plant domestication profoundly influences rhizosphere microbiome assembly and metabolic functions and provide evidence that host plants are able to harness a differentiated ecological role of root-associated keystone microbiomes through the release of root exudates to sustain belowground multi-nutrient cycles and plant growth. These findings provide valuable insights into the mechanisms underlying plant-microbiome interactions and how to harness the rhizosphere microbiome for crop improvement in sustainable agriculture. Video Abstract.
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Affiliation(s)
- Hong Yue
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China
| | - Wenjie Yue
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China
| | - Shuo Jiao
- Shaanxi Key Laboratory of Agricultural and Environmental Microbiology, Yangling, Xianyang, 712100, Shaanxi, China
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China
| | - Hyun Kim
- Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, Korea
| | - Yong-Hwan Lee
- Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, Korea
| | - Gehong Wei
- Shaanxi Key Laboratory of Agricultural and Environmental Microbiology, Yangling, Xianyang, 712100, Shaanxi, China.
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China.
| | - Weining Song
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China.
| | - Duntao Shu
- Shaanxi Key Laboratory of Agricultural and Environmental Microbiology, Yangling, Xianyang, 712100, Shaanxi, China.
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Xianyang, 712100, Shaanxi, China.
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Zhao L, He Y, Zheng Y, Xu Y, Shi S, Fan M, Gu S, Li G, Tianli W, Wang J, Li J, Deng X, Liao X, Du J, Nian F. Differences in soil physicochemical properties and rhizosphere microbial communities of flue-cured tobacco at different transplantation stages and locations. Front Microbiol 2023; 14:1141720. [PMID: 37152740 PMCID: PMC10157256 DOI: 10.3389/fmicb.2023.1141720] [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: 01/10/2023] [Accepted: 03/03/2023] [Indexed: 05/09/2023] Open
Abstract
Rhizosphere microbiota play an important role in regulating soil physical and chemical properties and improving crop production performance. This study analyzed the relationship between the diversity of rhizosphere microbiota and the yield and quality of flue-cured tobacco at different transplant times (D30 group, D60 group and D90 group) and in different regions [Linxiang Boshang (BS) and Linxiang ZhangDuo (ZD)] by high-throughput sequencing technology. The results showed that there were significant differences in the physicochemical properties and rhizosphere microbiota of flue-cured tobacco rhizosphere soil at different transplanting times, and that the relative abundance of Bacillus in the rhizosphere microbiota of the D60 group was significantly increased. RDA and Pearson correlation analysis showed that Bacillus, Streptomyces and Sphingomonas were significantly correlated with soil physical and chemical properties. PIGRUSt2 function prediction results showed that compared with the D30 group, the D60 group had significantly increased metabolic pathways such as the superpathway of pyrimidine deoxyribonucleoside salvage, allantoin degradation to glyoxylate III and pyrimidine deoxyribonucleotides de novo biosynthesis III metabolic pathways. The D90 group had significantly increased metabolic pathways such as ubiquitol-8 biosynthesis (prokaryotic), ubiquitol-7 biosynthesis (prokaryotic) and ubiquitol-10 biosynthesis (prokaryotic) compared with the D60 group. In addition, the yield and quality of flue-cured tobacco in the BS region were significantly higher than those in the ZD region, and the relative abundance of Firmicutes and Bacillus in the rhizosphere microbiota of flue-cured tobacco in the BS region at the D60 transplant stage was significantly higher than that in the ZD region. In addition, the results of the hierarchical sample metabolic pathway abundance map showed that the PWY-6572 metabolic pathway was mainly realized by Paenibacillus, and that the relative abundance of flue-cured tobacco rhizosphere microbiota (Paenibacillus) participating in PWY-6572 in the D60 transplant period in the BS region was significantly higher than that in the ZD region. In conclusion, different transplanting periods of flue-cured tobacco have important effects on soil physical and chemical properties and rhizosphere microbial communities. There were significant differences in the rhizosphere microbiota and function of flue-cured tobacco in different regions, which may affect the performance and quality of this type of tobacco.
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Affiliation(s)
- Leifeng Zhao
- College of Tobacco Science, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Yuansheng He
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Yuanxian Zheng
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Yinlian Xu
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Shoujie Shi
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Meixun Fan
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Shaolong Gu
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Guohong Li
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Wajie Tianli
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Jiming Wang
- Lincang Branch Company of Yunnan Tobacco Company, Lincang, Yunnan, China
| | - Junying Li
- Yunnan Academy of Tobacco Agricultural Sciences, Kunming, Yunnan, China
| | - Xiaopeng Deng
- Yunnan Academy of Tobacco Agricultural Sciences, Kunming, Yunnan, China
| | - Xiaolin Liao
- College of Food Science and Technology, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Jun Du
- Institute of Plant Nutrition, Agricultural Resources and Environmental Science, Henan Academy of Agricultural Sciences, Zhengzhou, China
- *Correspondence: Jun Du,
| | - Fuzhao Nian
- College of Tobacco Science, Yunnan Agricultural University, Kunming, Yunnan, China
- Fuzhao Nian,
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