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Lane BR, Kuhs MA, Zaret MM, Song Z, Borer ET, Seabloom EW, Schlatter DC, Kinkel LL. Foliar fungi-imposed costs to plant productivity moderate shifts in composition of the rhizosphere microbiome. FRONTIERS IN PLANT SCIENCE 2025; 16:1558191. [PMID: 40110355 PMCID: PMC11921152 DOI: 10.3389/fpls.2025.1558191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2025] [Accepted: 02/17/2025] [Indexed: 03/22/2025]
Abstract
Plants in grasslands navigate a complex landscape of interactions including competition for resources and defense against pathogens. Foliar fungi can suppress plant growth directly through pathogenic interactions, or indirectly via host growth-defense tradeoffs. The exclusion of foliar fungi allows the reallocation of resources from defense to growth and reproduction. In addition, plants also invest photosynthates in rhizodeposition, or root exudates, which play a significant role in shaping the rhizosphere microbial community. However, it remains unclear what impact the exclusion of foliar fungi has on the allocation of resources to rhizodeposition and the composition of the rhizosphere microbial community. Using a 6-year foliar fungicide study in plots planted with 16 species of native prairie plants, we asked whether foliar fungi influence the rhizosphere microbial composition of a common prairie grass (Andropogon gerardii) and a common legume (Lespedeza capatita). We found that foliar fungicide increased aboveground biomass and season-long plant production, but did not alter root biomass, seed production, or rhizosphere microbial diversity. The magnitude of change in aboveground season-long plant production was significantly associated with the magnitude of change in the rhizosphere microbial community in paired foliar fungicide-treated vs. control plots. These results suggest important coupling between foliar fungal infection and plant investment in rhizodeposition to modify the local soil microbial community.
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Affiliation(s)
- Brett R Lane
- Department of Plant Pathology, University of Minnesota, St. Paul, MN, United States
| | - Molly A Kuhs
- Department of Ecology, Evolution and Behavior, University of Minnesota, St Paul, MN, United States
| | - Max M Zaret
- Department of Ecology, Evolution and Behavior, University of Minnesota, St Paul, MN, United States
| | - Zewei Song
- Department of Plant Pathology, University of Minnesota, St. Paul, MN, United States
| | - Elizabeth T Borer
- Department of Ecology, Evolution and Behavior, University of Minnesota, St Paul, MN, United States
| | - Eric W Seabloom
- Department of Ecology, Evolution and Behavior, University of Minnesota, St Paul, MN, United States
| | - Daniel C Schlatter
- Plant Science Research Unit, United States Department of Agriculture - Agricultural Research Service (USDA-ARS), St. Paul, MN, United States
| | - Linda L Kinkel
- Department of Plant Pathology, University of Minnesota, St. Paul, MN, United States
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Oubohssaine M, Rabeh K, Hnini M. Symbiosis vs pathogenesis in plants: Reflections and perspectives. Microb Pathog 2025; 200:107333. [PMID: 39870251 DOI: 10.1016/j.micpath.2025.107333] [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: 10/18/2024] [Revised: 01/21/2025] [Accepted: 01/22/2025] [Indexed: 01/29/2025]
Abstract
Plant-microbe partnerships constitute a complex and intricately woven network of connections that have evolved over countless centuries, involving both cooperation and antagonism. In various contexts, plants and microorganisms engage in mutually beneficial partnerships that enhance crop health and maintain balance in ecosystems. However, these associations also render plants susceptible to a range of pathogens. Understanding the fundamental molecular mechanisms governing these associations is crucial, given the notable susceptibility of plants to external environmental influences. Based on quorum sensing signals, phytohormone, and volatile organic carbon (VOC) production and others molecules, microorganisms influence plant growth, health, and defense responses. This review explores the multifaceted relationships between plants and their associated microorganisms, encompassing mutualism, commensalism, and antagonism. The molecular mechanisms of symbiotic and pathogenic interactions share similarities but lead to different outcomes. While symbiosis benefits both parties, pathogenesis harms the host. Genetic adaptations optimize these interactions, involving coevolution driving process. Environmental factors influence outcomes, emphasizing the need for understanding and manipulation of microbial communities for beneficial results. Research directions include employing multi-omics techniques, functional studies, investigating environmental factors, understanding evolutionary trajectories, and harnessing knowledge to engineer synthetic microbial consortia for sustainable agriculture and disease management.
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Affiliation(s)
- Malika Oubohssaine
- Microbiology and Molecular Biology Team, Center of Plant and Microbial Biotechnology, Biodiversity and Environment. Faculty of Sciences, Mohammed V University in Rabat, Avenue Ibn Battouta, BP 1014, Rabat, 10000, Morocco.
| | - Karim Rabeh
- Oasis System Research Unit, Regional Center of Agricultural Research of Errachidia, National Institute of Agricultural research, PO. Box 415, Rabat, 10090, Morocco
| | - Mohamed Hnini
- Research Team in Science and Technology, High School of Technology Laayoune, Ibn Zohr University, Morocco
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3
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Yu N, Gao Y, Chang F, Liu W, Guo C, Cai H. Screening of Antagonistic Trichoderma Strains to Enhance Soybean Growth. J Fungi (Basel) 2025; 11:159. [PMID: 39997453 PMCID: PMC11856567 DOI: 10.3390/jof11020159] [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: 01/04/2025] [Revised: 01/24/2025] [Accepted: 01/31/2025] [Indexed: 02/26/2025] Open
Abstract
This study investigates the isolation and screening of Trichoderma strains that exhibit antagonistic properties against soybean root-infecting Fusarium species, particularly F. oxysporum. From soybean rhizosphere soil, 37 antagonistic Trichoderma strains were identified using the plate confrontation method, demonstrating inhibitory effects ranging from 47.57% to 72.86% against F. oxysporum. Strain 235T4 exhibited the highest inhibition rate at 72.86%. Molecular identification confirmed that the strains belonged to eight species within the Trichoderma genus, with notable strains promoting soybean growth in greenhouse tests. In pot experiments, the application of Trichoderma significantly reduced the disease index of soybean plants inoculated with F. oxysporum, particularly with strain 223H16, which achieved an 83.78% control efficiency. Field applications further indicated enhanced soybean growth metrics, including increased pod numbers and plant height, when treated with specific Trichoderma strains. Additionally, Trichoderma application enriched the fungal diversity in the soybean rhizosphere, resulting in a significant reduction of Fusarium populations by approximately 50%. This study highlights the potential of Trichoderma species as biological control agents to enhance soybean health and productivity while improving soil fungal diversity.
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Affiliation(s)
| | | | | | | | | | - Hongsheng Cai
- Key Laboratory of Molecular Cytogenetics and Genetic Breeding of Heilongjiang Province, College of Life Science and Technology, Harbin Normal University, Harbin 150025, China
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4
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Li L, Huang J, Liu Y, Zhang Q, Han Q, Liu Y, Zhang G, Wang X, Zhao W, Liu L. Analysis of microbial community composition and diversity in the rhizosphere of Salvia miltiorrhiza at different growth stages. Int Microbiol 2025; 28:277-288. [PMID: 38833100 DOI: 10.1007/s10123-024-00542-6] [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: 01/30/2024] [Revised: 05/20/2024] [Accepted: 05/24/2024] [Indexed: 06/06/2024]
Abstract
Salvia miltiorrhiza is a kind of medicinal plant with various pharmacological activities. Few studies on the composition and diversity of rhizosphere microbial communities at different growth stages have been conducted on Salvia miltiorrhiz; in particular, salviorrhiza grows in soil that has been continuously planted for 3 years. The purpose of this study was to understand the changes of soil physicochemical properties of Salvia miltiorrhiza at different growth stages, and to study the composition and diversity of rhizosphere microbial community at different growth stages. Illumina NovaSeq sequencing technology was used to analyze the bacterial 16S rRNA gene and the fungal ITS region in the rhizosphere soil of Salvia miltiorrhiza at different growth stages. The results showed that the dominant bacterial phyla in the Salvia miltiorrhiza rhizosphere were Proteobacteria, Bacteroidetes, Acidobacteria, Firmicutes, Actinobacteria, and Chloroflexi. The dominant fungal phyla were Ascomycota, Mortierellomycota, Basidiomycota, and Rozellomycota. During the growth of Salvia miltiorrhiza, the physical and chemical properties of soil changed. As the Salvia miltiorrhiza grew, the content of available phosphorus, available potassium, pH, nitrate nitrogen, and ammonium nitrogen significantly decreased. Ammonium nitrogen and nitrate nitrogen had a greater impact on the bacterial community structure in the rhizosphere than on the fungal community structure. The work was to reveal differences in the rhizosphere bacterial and fungal community structure during different growth stages of Salvia miltiorrhiza, further understand the changes of rhizosphere microbial ecological characteristics and soil physicochemical properties during the cultivation of Salvia miltiorrhiza.
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Affiliation(s)
- Lina Li
- College of Agriculture and Forestry, Linyi University, Linyi, 276000, China
| | - Juying Huang
- College of Agriculture and Forestry, Linyi University, Linyi, 276000, China
| | - Yushan Liu
- Shandong (Linyi) Institute of Modern Agriculture, Zhejiang University, Linyi, 276000, China
| | - Qian Zhang
- Linyi Academy of Agricultural Sciences, Linyi, 276012, China
| | - Qingdian Han
- College of Agriculture and Forestry, Linyi University, Linyi, 276000, China.
| | - Yunguo Liu
- College of Agriculture and Forestry, Linyi University, Linyi, 276000, China
| | - Guangna Zhang
- College of Agriculture and Forestry, Linyi University, Linyi, 276000, China
| | - Xiao Wang
- Specialized Cooperative for Planting Traditional Chinese Medicine, Yuantong, Pingyi County, 273300, China
| | - Wenfei Zhao
- Linyi Academy of Agricultural Sciences, Linyi, 276012, China
| | - Lingxiao Liu
- Linyi Academy of Agricultural Sciences, Linyi, 276012, China
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Laevens GCS, Dolson WC, Drapeau MM, Telhig S, Ruffell SE, Rose DM, Glick BR, Stegelmeier AA. The Good, the Bad, and the Fungus: Insights into the Relationship Between Plants, Fungi, and Oomycetes in Hydroponics. BIOLOGY 2024; 13:1014. [PMID: 39765681 PMCID: PMC11673877 DOI: 10.3390/biology13121014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Revised: 11/25/2024] [Accepted: 11/30/2024] [Indexed: 01/11/2025]
Abstract
Hydroponic systems are examples of controlled environment agriculture (CEA) and present a promising alternative to traditional farming methods by increasing productivity, profitability, and sustainability. In hydroponic systems, crops are grown in the absence of soil and thus lack the native soil microbial community. This review focuses on fungi and oomycetes, both beneficial and pathogenic, that can colonize crops and persist in hydroponic systems. The symptomatology and mechanisms of pathogenesis for Botrytis, Colletotrichum, Fulvia, Fusarium, Phytophthora, Pythium, and Sclerotinia are explored for phytopathogenic fungi that target floral organs, leaves, roots, and vasculature of economically important hydroponic crops. Additionally, this review thoroughly explores the use of plant growth-promoting fungi (PGPF) to combat phytopathogens and increase hydroponic crop productivity; details of PGP strategies and mechanisms are discussed. The benefits of Aspergillus, Penicillium, Taloromyces, and Trichoderma to hydroponics systems are explored in detail. The culmination of these areas of research serves to improve the current understanding of the role of beneficial and pathogenic fungi, specifically in the hydroponic microbiome.
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Affiliation(s)
- Grace C. S. Laevens
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (W.C.D.); (M.M.D.)
| | - William C. Dolson
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (W.C.D.); (M.M.D.)
| | - Michelle M. Drapeau
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (W.C.D.); (M.M.D.)
| | - Soufiane Telhig
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada; (S.T.)
| | - Sarah E. Ruffell
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (W.C.D.); (M.M.D.)
| | - Danielle M. Rose
- Ceragen Inc., 151 Charles St W, Suite 199, Kitchener, ON N2G 1H6, Canada; (S.T.)
| | - Bernard R. Glick
- Department of Biology, University of Waterloo, 200 University Avenue West, Waterloo, ON N2L 3G1, Canada (W.C.D.); (M.M.D.)
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6
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C-Dupont AÖ, Rosado-Porto D, Sundaram IS, Ratering S, Schnell S. Elevated Atmospheric Co 2 Levels Impact Soil Protist Functional Core Community Compositions. Curr Microbiol 2024; 81:411. [PMID: 39414704 PMCID: PMC11485191 DOI: 10.1007/s00284-024-03930-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Accepted: 09/30/2024] [Indexed: 10/18/2024]
Abstract
Protists, known as microeukaryotes, are a significant portion of soil microbial communities. They are crucial predators of bacteria and depend on bacterial community dynamics for the growth and evolution of protistan communities. In parallel, increased levels of atmospheric CO2 significantly impact bacterial metabolic activity in rhizosphere soils. In this study, we investigated the effect of elevated atmospheric CO2 levels on the metabolically active protist community composition and function and their co-occurrences with bacteria from bulk and rhizosphere soils from the Giessen Free-Air CO2 enrichment grassland experiment. Metabarcoding sequencing data analyses of partial 18S rRNA from total soil RNA showed that elevated CO2 concentrations stimulated only a few ASVs of phagotrophic predators of bacteria and other microeukaryotes, affecting protist community composition (P = 0.006, PERMANOVA). In parallel, phagotrophic and parasitic lineages appeared slightly favoured under ambient CO2 conditions, results that were corroborated by microbial signature analyses. Cross-comparisons of protist-bacteria co-occurrences showed mostly negative relations between prokaryotes and microeukaryotes, indicating that the ongoing increase in atmospheric CO2 will lead to changes in microbial soil communities and their interactions, potentially cascading to higher trophic levels in soil systems.
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Affiliation(s)
- Alessandra Ö C-Dupont
- Institute of Applied Microbiology, IFZ, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany.
| | - David Rosado-Porto
- Institute of Applied Microbiology, IFZ, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany
| | - Indhu Shanmuga Sundaram
- Institute of Applied Microbiology, IFZ, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany
- Ceradis Crop Protection BV, Agrobusiness Park 10, 6708 PW, Wageningen, Netherlands
| | - Stefan Ratering
- Institute of Applied Microbiology, IFZ, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany
| | - Sylvia Schnell
- Institute of Applied Microbiology, IFZ, Justus-Liebig-University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany
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7
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Qiao Y, Lin Z, Li L, Jiang W, Ge J, Chen J, Lu L, Tian S. Serendipita indica Drives Sulfur-Related Microbiota in Enhancing Growth of Hyperaccumulator Sedum alfredii and Facilitating Soil Cadmium Remediation. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:14726-14739. [PMID: 39116417 DOI: 10.1021/acs.est.4c01418] [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: 08/10/2024]
Abstract
Endophytic fungus Serendipita indica can bolster plant growth and confer protection against various biotic and abiotic stresses. However, S. indica-reshaped rhizosphere microecology interactions and root-soil interface processes in situ at the submicrometer scale remain poorly understood. We combined amplicon sequencing and high-resolution nano X-ray fluorescence (nano-XRF) imaging of the root-soil interface to reveal cadmium (Cd) rhizosphere processes. S. indica can successfully colonize the roots of Sedum alfredii Hance, which induces a remarkable increase in shoot biomass by 211.32% and Cd accumulation by 235.72%. Nano-XRF images showed that S. indica colonization altered the Cd distribution in the rhizosphere and facilitated the proximity of more Cd and sulfur (S) to enter the roots and transport to the shoot. Furthermore, the rhizosphere-enriched microbiota demonstrated a more stable network structure after the S. indica inoculation. Keystone species were strongly associated with growth promotion and Cd absorption. For example, Comamonadaceae are closely related to the organic acid cycle and S bioavailability, which could facilitate Cd and S accumulation in plants. Meanwhile, Sphingomonadaceae could release auxin and boost plant biomass. In summary, we construct a mutualism system for beneficial fungi and hyperaccumulation plants, which facilitates high-efficient remediation of Cd-contaminated soils by restructuring the rhizosphere microbiota.
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Affiliation(s)
- Yabei Qiao
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
| | - Zhi Lin
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
| | - Luxi Li
- Advanced Photon Source, Argonne National Laboratory, Lemont, Illinois 60439, United States
| | - Wei Jiang
- Xianghu Laboratory, Biotechnology Institute, Hangzhou 311231, P. R. China
| | - Jun Ge
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
| | - Jiuzhou Chen
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
| | - Lingli Lu
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
| | - Shengke Tian
- MOE Key Laboratory of Environment Remediation and Ecological Health, College of Environmental & Resource Science, Zhejiang University, Hangzhou 310058, P. R. China
- Zhejiang Provincial Key Laboratory of Subtropic Soil and Plant Nutrition, Zhejiang University, Hangzhou 310058, P. R. China
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8
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Masood HA, Qi Y, Zahid MK, Li Z, Ahmad S, Lv JM, Shahid MS, Ali HE, Ondrasek G, Qi X. Recent advances in nano-enabled immunomodulation for enhancing plant resilience against phytopathogens. FRONTIERS IN PLANT SCIENCE 2024; 15:1445786. [PMID: 39170781 PMCID: PMC11336869 DOI: 10.3389/fpls.2024.1445786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 07/22/2024] [Indexed: 08/23/2024]
Abstract
Plant diseases caused by microbial pathogens pose a severe threat to global food security. Although genetic modifications can improve plant resistance; however, environmentally sustainable strategies are needed to manage plant diseases. Nano-enabled immunomodulation involves using engineered nanomaterials (ENMs) to modulate the innate immune system of plants and enhance their resilience against pathogens. This emerging approach provides unique opportunities through the ability of ENMs to act as nanocarriers for delivering immunomodulatory agents, nanoprobes for monitoring plant immunity, and nanoparticles (NPs) that directly interact with plant cells to trigger immune responses. Recent studies revealed that the application of ENMs as nanoscale agrochemicals can strengthen plant immunity against biotic stress by enhancing systemic resistance pathways, modulating antioxidant defense systems, activating defense-related genetic pathways and reshaping the plant-associated microbiomes. However, key challenges remain in unraveling the complex mechanisms through which ENMs influence plant molecular networks, assessing their long-term environmental impacts, developing biodegradable formulations, and optimizing targeted delivery methods. This review provides a comprehensive investigation of the latest research on nano-enabled immunomodulation strategies, potential mechanisms of action, and highlights future perspectives to overcome existing challenges for sustainable plant disease management.
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Affiliation(s)
- Hafiza Ayesha Masood
- Xianghu Laboratory, Hangzhou, China
- MEU Research Unit, Middle East University, Amman, Jordan
- Department of Life Sciences, Western Caspian University, Baku, Azerbaijan
| | | | | | | | - Salman Ahmad
- Department of Plant Pathology, Faculty of Agriculture, University of Sargodha, Sargodha, Pakistan
| | | | - Muhammad Shafiq Shahid
- Department of Plant Sciences, College of Agricultural and Marine Sciences, Sultan Qaboos University, Muscat, Oman
| | - Hamada E. Ali
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
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Jia X, Lin S, Zhang Q, Wang Y, Hong L, Li M, Zhang S, Wang T, Jia M, Luo Y, Ye J, Wang H. The Ability of Different Tea Tree Germplasm Resources in South China to Aggregate Rhizosphere Soil Characteristic Fungi Affects Tea Quality. PLANTS (BASEL, SWITZERLAND) 2024; 13:2029. [PMID: 39124147 PMCID: PMC11314174 DOI: 10.3390/plants13152029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 07/11/2024] [Accepted: 07/21/2024] [Indexed: 08/12/2024]
Abstract
It is generally recognized that the quality differences in plant germplasm resources are genetically determined, and that only a good "pedigree" can have good quality. Ecological memory of plants and rhizosphere soil fungi provides a new perspective to understand this phenomenon. Here, we selected 45 tea tree germplasm resources and analyzed the rhizosphere soil fungi, nutrient content and tea quality. We found that the ecological memory of tea trees for soil fungi led to the recruitment and aggregation of dominant fungal populations that were similar across tea tree varieties, differing only in the number of fungi. We performed continuous simulation and validation to identify four characteristic fungal genera that determined the quality differences. Further analysis showed that the greater the recruitment and aggregation of Saitozyma and Archaeorhizomyces by tea trees, the greater the rejection of Chaetomium and Trechispora, the higher the available nutrient content in the soil and the better the tea quality. In summary, our study presents a new perspective, showing that ecological memory between tea trees and rhizosphere soil fungi leads to differences in plants' ability to recruit and aggregate characteristic fungi, which is one of the most important determinants of tea quality. The artificial inoculation of rhizosphere fungi may reconstruct the ecological memory of tea trees and substantially improve their quality.
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Affiliation(s)
- Xiaoli Jia
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.)
| | - Shaoxiong Lin
- College of Life Science, Longyan University, Longyan 364012, China
| | - Qi Zhang
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.)
| | - Yuhua Wang
- College of JunCao Science and Ecology, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Lei Hong
- College of Life Science, Longyan University, Longyan 364012, China
- College of JunCao Science and Ecology, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Mingzhe Li
- College of Life Science, Longyan University, Longyan 364012, China
| | - Shuqi Zhang
- College of Life Science, Longyan University, Longyan 364012, China
| | - Tingting Wang
- College of Life Science, Longyan University, Longyan 364012, China
| | - Miao Jia
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.)
| | - Yangxin Luo
- College of Life Science, Longyan University, Longyan 364012, China
| | - Jianghua Ye
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.)
| | - Haibin Wang
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.)
- College of Life Science, Longyan University, Longyan 364012, China
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10
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Abdelfadil MR, Patz S, Kolb S, Ruppel S. Unveiling the influence of salinity on bacterial microbiome assembly of halophytes and crops. ENVIRONMENTAL MICROBIOME 2024; 19:49. [PMID: 39026296 PMCID: PMC11256479 DOI: 10.1186/s40793-024-00592-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Accepted: 07/07/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Climate change and anthropogenic activities intensify salinity stress impacting significantly on plant productivity and biodiversity in agroecosystems. There are naturally salt-tolerant plants (halophytes) that can grow and withstand such harsh conditions. Halophytes have evolved along with their associated microbiota to adapt to hypersaline environments. Identifying shared microbial taxa between halophyte species has rarely been investigated. We performed a comprehensive meta-analysis using the published bacterial 16S rRNA gene sequence datasets to untangle the rhizosphere microbiota structure of two halophyte groups and non-halophytes. We aimed for the identification of marker taxa of plants being adapted to a high salinity using three independent approaches. RESULTS Fifteen studies met the selection criteria for downstream analysis, consisting of 40 plants representing diverse halophyte and non-halophyte species. Microbiome structural analysis revealed distinct compositions for halophytes that face high salt concentrations in their rhizosphere compared to halophytes grown at low salt concentrations or from non-halophytes. For halophytes grown at high salt concentrations, we discovered three bacterial genera that were independently detected through the analysis of the core microbiome, key hub taxa by network analysis and random forest analysis. These genera were Thalassospira, Erythrobacter, and Marinobacter. CONCLUSIONS Our meta-analysis revealed that salinity level is a critical factor in affecting the rhizosphere microbiome assembly of plants. Detecting marker taxa across high-halophytes may help to select Bacteria that might improve the salt tolerance of non-halophytic plants.
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Affiliation(s)
- Mohamed R Abdelfadil
- Thaer-Institute, Faculty of Life Sciences, Humboldt University of Berlin, 10115, Berlin, Germany.
- Department of Plant-Microbe Systems, Leibniz Institute of Vegetable and Ornamental Crops (IGZ), 14979, Großbeeren, Germany.
- Microbial Biogeochemistry, RA Landscape Functioning, Leibniz Center for Agricultural Landscape Research (ZALF), Eberswalder Str. 84, D-15374, Müncheberg, Germany.
| | - Sascha Patz
- Computomics GmbH, Eisenbahnstraße 1, 72072, Tübingen, Baden-Württemberg, Germany
| | - Steffen Kolb
- Thaer-Institute, Faculty of Life Sciences, Humboldt University of Berlin, 10115, Berlin, Germany
- Microbial Biogeochemistry, RA Landscape Functioning, Leibniz Center for Agricultural Landscape Research (ZALF), Eberswalder Str. 84, D-15374, Müncheberg, Germany
| | - Silke Ruppel
- Department of Plant-Microbe Systems, Leibniz Institute of Vegetable and Ornamental Crops (IGZ), 14979, Großbeeren, Germany
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11
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Chen P, Huang P, Yu H, Yu H, Xie W, Wang Y, Zhou Y, Chen L, Zhang M, Yao R. Strigolactones shape the assembly of root-associated microbiota in response to phosphorus availability. mSystems 2024; 9:e0112423. [PMID: 38780241 PMCID: PMC11237589 DOI: 10.1128/msystems.01124-23] [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: 10/20/2023] [Accepted: 04/22/2024] [Indexed: 05/25/2024] Open
Abstract
Plants rely on strigolactones (SLs) to regulate their development and form symbiotic relationships with microbes as part of the adaptive phosphorus (P) efficiency strategies. However, the impact of SLs on root-associated microbial communities in response to P availability remains unknown. Here, root microbiota of SL biosynthesis (max3-11) and perception (d14-1) were compared to wild-type Col-0 plants under different P concentrations. Using high-throughput sequencing, the relationship between SLs, P concentrations, and the root-associated microbiota was investigated to reveal the variation in microbial diversity, composition, and interaction. Plant genotypes and P availability played important but different roles in shaping the root-associated microbial community. Importantly, SLs were found to attract Acinetobacter in low P conditions, which included an isolated CP-2 (Acinetobacter soli) that could promote plant growth in cocultivation experiments. Moreover, SLs could change the topologic structure within co-occurrence networks and increase the number of keystone taxa (e.g., Rhizobiaceae and Acidobacteriaceae) to enhance microbial community stability. This study reveals the key role of SLs in mediating root-associated microbiota interactions.IMPORTANCEStrigolactones (SLs) play a crucial role in plant development and their symbiotic relationships with microbes, particularly in adapting to phosphorus levels. Using high-throughput sequencing, we compared the root microbiota of plants with SL biosynthesis and perception mutants to wild-type plants under different phosphorus concentrations. These results found that SLs can attract beneficial microbes in low phosphorus conditions to enhance plant growth. Additionally, SLs affect microbial network structures, increasing the stability of microbial communities. This study highlights the key role of SLs in shaping root-associated microbial interactions, especially in response to phosphorus availability.
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Affiliation(s)
- Pubo Chen
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
| | - Pingliang Huang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
| | - Haiyang Yu
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
| | - Huang Yu
- School of Resource and Environment and Safety Engineering, University of South China, Hengyang, China
| | - Weicheng Xie
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
| | - Yuehua Wang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
| | - Yu Zhou
- Hunan Institute of Microbiology, Changsha, China
| | - Li Chen
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
- Greater Bay Area Institute for Innovation, Hunan University, Guangzhou, China
| | - Meng Zhang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
- Greater Bay Area Institute for Innovation, Hunan University, Guangzhou, China
| | - Ruifeng Yao
- State Key Laboratory of Chemo/Biosensing and Chemometrics, Hunan University, Changsha, China
- Hunan Provincial Key Laboratory of Plant Functional Genomics and Developmental Regulation, Hunan University, Changsha, China
- College of Biology, Hunan University, Changsha, China
- Yuelushan Lab, Changsha, China
- Greater Bay Area Institute for Innovation, Hunan University, Guangzhou, China
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12
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Jia X, Lin S, Wang Y, Zhang Q, Jia M, Li M, Chen Y, Cheng P, Hong L, Zhang Y, Ye J, Wang H. Recruitment and Aggregation Capacity of Tea Trees to Rhizosphere Soil Characteristic Bacteria Affects the Quality of Tea Leaves. PLANTS (BASEL, SWITZERLAND) 2024; 13:1686. [PMID: 38931118 PMCID: PMC11207862 DOI: 10.3390/plants13121686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 06/07/2024] [Accepted: 06/17/2024] [Indexed: 06/28/2024]
Abstract
There are obvious differences in quality between different varieties of the same plant, and it is not clear whether they can be effectively distinguished from each other from a bacterial point of view. In this study, 44 tea tree varieties (Camellia sinensis) were used to analyze the rhizosphere soil bacterial community using high-throughput sequencing technology, and five types of machine deep learning were used for modeling to obtain characteristic microorganisms that can effectively differentiate different varieties, and validation was performed. The relationship between characteristic microorganisms, soil nutrient transformation, and tea quality formation was further analyzed. It was found that 44 tea tree varieties were classified into two groups (group A and group B) and the characteristic bacteria that distinguished them came from 23 genera. Secondly, the content of rhizosphere soil available nutrients (available nitrogen, available phosphorus, and available potassium) and tea quality indexes (tea polyphenols, theanine, and caffeine) was significantly higher in group A than in group B. The classification result based on both was consistent with the above bacteria. This study provides a new insight and research methodology into the main reasons for the formation of quality differences among different varieties of the same plant.
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Affiliation(s)
- Xiaoli Jia
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
| | - Shaoxiong Lin
- College of Life Science, Longyan University, Longyan 364012, China
| | - Yuhua Wang
- College of JunCao Science and Ecology, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Qi Zhang
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
| | - Miao Jia
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
| | - Mingzhe Li
- College of Life Science, Longyan University, Longyan 364012, China
| | - Yiling Chen
- College of Life Science, Longyan University, Longyan 364012, China
| | - Pengyuan Cheng
- College of Life Science, Longyan University, Longyan 364012, China
| | - Lei Hong
- College of Life Science, Longyan University, Longyan 364012, China
- College of JunCao Science and Ecology, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Ying Zhang
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
| | - Jianghua Ye
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
| | - Haibin Wang
- College of Tea and Food, Wuyi University, Wuyishan 354300, China; (X.J.); (J.Y.)
- College of Life Science, Longyan University, Longyan 364012, China
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13
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Wang X, Tang Y, Yue X, Wang S, Yang K, Xu Y, Shen Q, Friman VP, Wei Z. The role of rhizosphere phages in soil health. FEMS Microbiol Ecol 2024; 100:fiae052. [PMID: 38678007 PMCID: PMC11065364 DOI: 10.1093/femsec/fiae052] [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: 12/31/2023] [Revised: 03/22/2024] [Accepted: 04/25/2024] [Indexed: 04/29/2024] Open
Abstract
While the One Health framework has emphasized the importance of soil microbiomes for plant and human health, one of the most diverse and abundant groups-bacterial viruses, i.e. phages-has been mostly neglected. This perspective reviews the significance of phages for plant health in rhizosphere and explores their ecological and evolutionary impacts on soil ecosystems. We first summarize our current understanding of the diversity and ecological roles of phages in soil microbiomes in terms of nutrient cycling, top-down density regulation, and pathogen suppression. We then consider how phages drive bacterial evolution in soils by promoting horizontal gene transfer, encoding auxiliary metabolic genes that increase host bacterial fitness, and selecting for phage-resistant mutants with altered ecology due to trade-offs with pathogen competitiveness and virulence. Finally, we consider challenges and avenues for phage research in soil ecosystems and how to elucidate the significance of phages for microbial ecology and evolution and soil ecosystem functioning in the future. We conclude that similar to bacteria, phages likely play important roles in connecting different One Health compartments, affecting microbiome diversity and functions in soils. From the applied perspective, phages could offer novel approaches to modulate and optimize microbial and microbe-plant interactions to enhance soil health.
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Affiliation(s)
- Xiaofang Wang
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Yike Tang
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Xiufeng Yue
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Shuo Wang
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Keming Yang
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Yangchun Xu
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Qirong Shen
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
| | - Ville-Petri Friman
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
- Department of Microbiology, University of Helsinki, 00014 Helsinki, Finland
| | - Zhong Wei
- Jiangsu provincial key lab for solid organic waste utilization, Key lab of organic-based fertilizers of China,Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving fertilizers, Nanjing Agricultural University, Nanjing 210095, China
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14
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Xing W, Gai X, Xue L, Li S, Zhang X, Ju F, Chen G. Enriched rhizospheric functional microbiome may enhance adaptability of Artemisia lavandulaefolia and Betula luminifera in antimony mining areas. Front Microbiol 2024; 15:1348054. [PMID: 38577689 PMCID: PMC10993014 DOI: 10.3389/fmicb.2024.1348054] [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: 12/01/2023] [Accepted: 02/27/2024] [Indexed: 04/06/2024] Open
Abstract
Dominant native plants are crucial for vegetation reconstruction and ecological restoration of mining areas, though their adaptation mechanisms in stressful environments are unclear. This study focuses on the interactions between dominant indigenous species in antimony (Sb) mining area, Artemisia lavandulaefolia and Betula luminifera, and the microbes in their rhizosphere. The rhizosphere microbial diversity and potential functions of both plants were analyzed through the utilization of 16S, ITS sequencing, and metabarcoding analysis. The results revealed that soil environmental factors, rather than plant species, had a more significant impact on the composition of the rhizosphere microbial community. Soil pH and moisture significantly affected microbial biomarkers and keystone species. Actinobacteria, Proteobacteria and Acidobacteriota, exhibited high resistance to Sb and As, and played a crucial role in the cycling of carbon, nitrogen (N), phosphorus (P), and sulfur (S). The genes participating in N, P, and S cycling exhibited metabolic coupling with those genes associated with Sb and As resistance, which might have enhanced the rhizosphere microbes' capacity to endure environmental stressors. The enrichment of these rhizosphere functional microbes is the combined result of dispersal limitations and deterministic assembly processes. Notably, the genes related to quorum sensing, the type III secretion system, and chemotaxis systems were significantly enriched in the rhizosphere of plants, especially in B. luminifera, in the mining area. The phylogenetic tree derived from the evolutionary relationships among rhizosphere microbial and chloroplast whole-genome resequencing results, infers both species especially B. luminifera, may have undergone co-evolution with rhizosphere microorganisms in mining areas. These findings offer valuable insights into the dominant native rhizosphere microorganisms that facilitate plant adaptation to environmental stress in mining areas, thereby shedding light on potential strategies for ecological restoration in such environments.
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Affiliation(s)
- Wenli Xing
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, China
| | - Xu Gai
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, China
| | - Liang Xue
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, China
| | - Shaocui Li
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, China
| | - Xiaoping Zhang
- China National Bamboo Research Center, Key Laboratory of State Forestry and Grassland Administration on Bamboo Forest Ecology and Resource Utilization, Hangzhou, Zhejiang, China
| | - Feng Ju
- Key Laboratory of Coastal Environment and Resources of Zhejiang Province, School of Engineering, Westlake University, Hangzhou, China
| | - Guangcai Chen
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, China
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15
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Liu P, Zhang X, Lin L, Cao Y, Lin X, Ye L, Yan J, Gao H, Wen J, Mysore KS, Liu J. Nodulation Signaling Pathway 1 and 2 Modulate Vanadium Accumulation and Tolerance of Legumes. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2306389. [PMID: 38225717 DOI: 10.1002/advs.202306389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 12/14/2023] [Indexed: 01/17/2024]
Abstract
Vanadium (V) pollution potentially threatens human health. Here, it is found that nsp1 and nsp2, Rhizobium symbiosis defective mutants of Medicago truncatula, are sensitive to V. Concentrations of phosphorus (P), iron (Fe), and sulfur (S) with V are negatively correlated in the shoots of wild-type R108, but not in mutant nsp1 and nsp2 shoots. Mutations in the P transporter PHT1, PHO1, and VPT families, Fe transporter IRT1, and S transporter SULTR1/3/4 family confer varying degrees of V tolerance on plants. Among these gene families, MtPT1, MtZIP6, MtZIP9, and MtSULTR1; 1 in R108 roots are significantly inhibited by V stress, while MtPHO1; 2, MtVPT2, and MtVPT3 are significantly induced. Overexpression of Arabidopsis thaliana VPT1 or M. truncatula MtVPT3 increases plant V tolerance. However, the response of these genes to V is weakened in nsp1 or nsp2 and influenced by soil microorganisms. Mutations in NSPs reduce rhizobacterial diversity under V stress and simplify the V-responsive operational taxonomic unit modules in co-occurrence networks. Furthermore, R108 recruits more beneficial rhizobacteria related to V, P, Fe, and S than does nsp1 or nsp2. Thus, NSPs can modulate the accumulation and tolerance of legumes to V through P, Fe, and S transporters, ion homeostasis, and rhizobacterial community responses.
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Affiliation(s)
- Peng Liu
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Xinfei Zhang
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Lin Lin
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Yanyan Cao
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Xizhen Lin
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Liaoliao Ye
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Jun Yan
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Huiling Gao
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
| | - Jiangqi Wen
- Institute for Agricultural Biosciences, Oklahoma State University, 3210 Sam Noble Parkway, Ardmore, OK, 73401, USA
| | - Kirankumar S Mysore
- Institute for Agricultural Biosciences, Oklahoma State University, 3210 Sam Noble Parkway, Ardmore, OK, 73401, USA
| | - Jinlong Liu
- College of Grassland Agriculture, Northwest A&F University, Yangling, Shaanxi, 712 100, P. R. China
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16
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Xing W, Gai X, Xue L, Chen G. Evaluating the role of rhizosphere microbial home-field advantage in Betula luminifera adaptation to antimony mining areas. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:169009. [PMID: 38040368 DOI: 10.1016/j.scitotenv.2023.169009] [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: 09/04/2023] [Revised: 11/04/2023] [Accepted: 11/28/2023] [Indexed: 12/03/2023]
Abstract
It has been established that the coevolution of plants and the rhizosphere microbiome in response to abiotic stress can result in the recruitment of specific functional microbiomes. However, the potential of inoculated rhizosphere microbiomes to enhance plant fitness and the inheritance of adaptive traits in subsequent generations remains unclear. In this study, cross-inoculation trials were conducted using seeds, rhizosphere microbiome, and in situ soil collected from areas of Betula luminifera grown in both antimony mining and control sites. Compared to the control site, plants originating from mining areas exhibited stronger adaptive traits, specifically manifested as significant increases in hundred-seed weight, specific surface area, and germination rate, as well as markedly enhanced seedling survival rate and biomass. Inoculation with mining microbiomes could enhance the fitness of plants in mining sites through a "home-field advantage" while also improving the fitness of plants originating from control sites. During the initial phase of seedling development, bacteria play a crucial role in promoting growth, primarily due to their mechanisms of metal resistance and nutrient cycling. This study provided evidence that the outcomes of long-term coevolution between plants and the rhizosphere microbiome in mining areas can be passed on to future generations. Moreover, it has been demonstrated that transgenerational inheritance and rhizosphere microbiome inoculation are important factors in improving the adaptability of plants in mining areas. The findings have important implications for vegetation restoration and ecological environment improvement in mining areas.
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Affiliation(s)
- Wenli Xing
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou 311400, China; Nanjing Forestry University, Nanjing 210037, China
| | - Xu Gai
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou 311400, China
| | - Liang Xue
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou 311400, China
| | - Guangcai Chen
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou 311400, China.
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17
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Jiang G, Zhang Y, Chen M, Ramoneda J, Han L, Shi Y, Peyraud R, Wang Y, Shi X, Chen X, Ding W, Jousset A, Hikichi Y, Ohnishi K, Zhao FJ, Xu Y, Shen Q, Dini-Andreote F, Zhang Y, Wei Z. Effects of plant tissue permeability on invasion and population bottlenecks of a phytopathogen. Nat Commun 2024; 15:62. [PMID: 38167266 PMCID: PMC10762237 DOI: 10.1038/s41467-023-44234-7] [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: 03/28/2023] [Accepted: 12/05/2023] [Indexed: 01/05/2024] Open
Abstract
Pathogen genetic diversity varies in response to environmental changes. However, it remains unclear whether plant barriers to invasion could be considered a genetic bottleneck for phytopathogen populations. Here, we implement a barcoding approach to generate a pool of 90 isogenic and individually barcoded Ralstonia solanacearum strains. We used 90 of these strains to inoculate tomato plants with different degrees of physical permeability to invasion (intact roots, wounded roots and xylem inoculation) and quantify the phytopathogen population dynamics during invasion. Our results reveal that the permeability of plant roots impacts the degree of population bottleneck, genetic diversity, and composition of Ralstonia populations. We also find that selection is the main driver structuring pathogen populations when barriers to infection are less permeable, i.e., intact roots, the removal of root physical and immune barriers results in the predominance of stochasticity in population assembly. Taken together, our study suggests that plant root permeability constitutes a bottleneck for phytopathogen invasion and genetic diversity.
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Affiliation(s)
- Gaofei Jiang
- College of Resources and Environment, College of Plant Protection, Interdisciplinary Research Center for Agriculture Green Development in Yangtze River Basin, Southwest University, Chongqing, China
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Yuling Zhang
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Min Chen
- College of Environmental Science and Engineering, Shaanxi University of Science & Technology, Xi'an, China
| | - Josep Ramoneda
- Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
| | - Liangliang Han
- Department of Biomedical Science, City University of Hong Kong, Kowloon Tong, Hong Kong SAR, China
| | - Yu Shi
- State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, Henan, China
| | - Rémi Peyraud
- iMEAN, Ramonville Saint Agne, Occitanie, FR, France
| | - Yikui Wang
- Vegetable Research Institute, Guangxi Academy of Agricultural Science, Nanning, China
| | - Xiaojun Shi
- College of Resources and Environment, College of Plant Protection, Interdisciplinary Research Center for Agriculture Green Development in Yangtze River Basin, Southwest University, Chongqing, China
| | - Xinping Chen
- College of Resources and Environment, College of Plant Protection, Interdisciplinary Research Center for Agriculture Green Development in Yangtze River Basin, Southwest University, Chongqing, China
| | - Wei Ding
- College of Resources and Environment, College of Plant Protection, Interdisciplinary Research Center for Agriculture Green Development in Yangtze River Basin, Southwest University, Chongqing, China
| | - Alexandre Jousset
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Yasufumi Hikichi
- Faculty of Agriculture and Marine Science, Kochi University, Nankoku, Japan
| | - Kouhei Ohnishi
- Faculty of Agriculture and Marine Science, Kochi University, Nankoku, Japan
| | - Fang-Jie Zhao
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Yangchun Xu
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Qirong Shen
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China
| | - Francisco Dini-Andreote
- Department of Plant Science & Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
- The One Health Microbiome Center, Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Yong Zhang
- College of Resources and Environment, College of Plant Protection, Interdisciplinary Research Center for Agriculture Green Development in Yangtze River Basin, Southwest University, Chongqing, China.
- College of Environmental Science and Engineering, Shaanxi University of Science & Technology, Xi'an, China.
| | - Zhong Wei
- Key Laboratory of Plant Immunity, Jiangsu Provincial Key Laboratory for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, National Engineering Research Center for Organic-based Fertilizers, Nanjing Agricultural University, Nanjing, China.
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18
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Van Cauwenberghe J, Simms EL. How might bacteriophages shape biological invasions? mBio 2023; 14:e0188623. [PMID: 37812005 PMCID: PMC10653932 DOI: 10.1128/mbio.01886-23] [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] [Indexed: 10/10/2023] Open
Abstract
Invasions by eukaryotes dependent on environmentally acquired bacterial mutualists are often limited by the ability of bacterial partners to survive and establish free-living populations. Focusing on the model legume-rhizobium mutualism, we apply invasion biology hypotheses to explain how bacteriophages can impact the competitiveness of introduced bacterial mutualists. Predicting how phage-bacteria interactions affect invading eukaryotic hosts requires knowing the eco-evolutionary constraints of introduced and native microbial communities, as well as their differences in abundance and diversity. By synthesizing research from invasion biology, as well as bacterial, viral, and community ecology, we create a conceptual framework for understanding and predicting how phages can affect biological invasions through their effects on bacterial mutualists.
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Affiliation(s)
- Jannick Van Cauwenberghe
- Institute of Biodiversity, Faculty of Biological Sciences, Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany
- Department of Integrative Biology, University of California, Berkeley, California, USA
| | - Ellen L. Simms
- Department of Integrative Biology, University of California, Berkeley, California, USA
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19
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Granada Agudelo M, Ruiz B, Capela D, Remigi P. The role of microbial interactions on rhizobial fitness. FRONTIERS IN PLANT SCIENCE 2023; 14:1277262. [PMID: 37877089 PMCID: PMC10591227 DOI: 10.3389/fpls.2023.1277262] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 09/22/2023] [Indexed: 10/26/2023]
Abstract
Rhizobia are soil bacteria that can establish a nitrogen-fixing symbiosis with legume plants. As horizontally transmitted symbionts, the life cycle of rhizobia includes a free-living phase in the soil and a plant-associated symbiotic phase. Throughout this life cycle, rhizobia are exposed to a myriad of other microorganisms that interact with them, modulating their fitness and symbiotic performance. In this review, we describe the diversity of interactions between rhizobia and other microorganisms that can occur in the rhizosphere, during the initiation of nodulation, and within nodules. Some of these rhizobia-microbe interactions are indirect, and occur when the presence of some microbes modifies plant physiology in a way that feeds back on rhizobial fitness. We further describe how these interactions can impose significant selective pressures on rhizobia and modify their evolutionary trajectories. More extensive investigations on the eco-evolutionary dynamics of rhizobia in complex biotic environments will likely reveal fascinating new aspects of this well-studied symbiotic interaction and provide critical knowledge for future agronomical applications.
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Affiliation(s)
- Margarita Granada Agudelo
- Laboratoire des Interactions Plantes Microbes Environnement (LIPME), Université de Toulouse, INRAE, CNRS, Castanet-Tolosan, France
| | - Bryan Ruiz
- Laboratoire des Interactions Plantes Microbes Environnement (LIPME), Université de Toulouse, INRAE, CNRS, Castanet-Tolosan, France
| | - Delphine Capela
- Laboratoire des Interactions Plantes Microbes Environnement (LIPME), Université de Toulouse, INRAE, CNRS, Castanet-Tolosan, France
| | - Philippe Remigi
- Laboratoire des Interactions Plantes Microbes Environnement (LIPME), Université de Toulouse, INRAE, CNRS, Castanet-Tolosan, France
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20
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Pan JY, Wang CB, Nong JL, Xie QL, Shen TM. Plant growth-promoting rhizobacteria are important contributors to rice yield in karst soils. 3 Biotech 2023; 13:158. [PMID: 37151997 PMCID: PMC10156889 DOI: 10.1007/s13205-023-03593-0] [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: 12/09/2022] [Accepted: 04/26/2023] [Indexed: 05/09/2023] Open
Abstract
The difficulty of releasing nutrients from soils in karst areas limits the yield of local crops and leads to poverty. In this study, two strains of plant growth-promoting rhizobacteria (PGPR) were isolated from the rhizosphere soil of typical plants in karst areas, which were both identified as Bacillus sp. and named GS1 and N1. And two isolates were used to construct a composite PGPR named MC1. These three strains of PGPR were used for soil inoculation in the pot experiment and field trial and their capacity to promote rice development was assessed. The results showed that MC1 inoculation exhibited notable rice growth-promoting ability in pot experiments, and, respectively, had an increment of 16.96, 18.74, and 11.50% in shoot biomass, total biomass, and rice height compared with control. This is largely attributed to PGPR's capacity to secrete phytohormones and soil enzymes, particularly urease (UE) in GS1, whose secreted UE content was significantly higher by 12.18% compared to the control. When applied to the field, MC1 inoculation not only increased rice yield by 8.52% and the available nutrient content in rice rhizosphere soil, such as available phosphorus (AP) and exchangeable magnesium (EMg); but also improved the abundance of beneficial rhizobacteria and the diversity of microbial communities in rice rhizosphere soil. Results in this study revealed that inoculated PGPR played a major role in promoting rice growth and development, and a new strategy for facilitating the growth of rice crops in agriculture was elucidated. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-023-03593-0.
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Affiliation(s)
- Jia-Yuan Pan
- School of Environmental Science and Engineering, Guilin University of Technology, Guilin, 541004 People’s Republic of China
| | - Chao-Bei Wang
- School of Environmental Science and Engineering, Guilin University of Technology, Guilin, 541004 People’s Republic of China
| | - Jie-Liang Nong
- School of Environmental Science and Engineering, Guilin University of Technology, Guilin, 541004 People’s Republic of China
| | - Qing-Lin Xie
- School of Environmental Science and Engineering, Guilin University of Technology, Guilin, 541004 People’s Republic of China
| | - Tai-Ming Shen
- School of Energy and Building Environment, Guilin University of Aerospace Technology, Guilin, 541004 People’s Republic of China
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21
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Chung YA. The temporal and spatial dimensions of plant-soil feedbacks. THE NEW PHYTOLOGIST 2023; 237:2012-2019. [PMID: 36604846 DOI: 10.1111/nph.18719] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 12/12/2022] [Indexed: 06/17/2023]
Abstract
Feedbacks between plants and soil microbes form a keystone to terrestrial community and ecosystem dynamics. Recent advances in dissecting the spatial and temporal dynamics of plant-soil feedbacks (PSFs) have challenged longstanding assumptions of spatially well-mixed microbial communities and exceedingly fast microbial assembly dynamics relative to plant lifespans. Instead, PSFs emerge from interactions that are inherently mismatched in spatial and temporal scales, and explicitly considering these spatial and temporal dynamics is crucial to understanding the contribution of PSFs to foundational ecological patterns. I propose a synthetic spatiotemporal framework for future research that pairs experimental and modeling approaches grounded in mechanism to improve predictability and generalizability of PSFs.
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Affiliation(s)
- Y Anny Chung
- Departments of Plant Biology and Plant Pathology, University of Georgia, Athens, GA, 30602, USA
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22
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Sun S, Xue R, Liu M, Wang L, Zhang W. Research progress and hotspot analysis of rhizosphere microorganisms based on bibliometrics from 2012 to 2021. Front Microbiol 2023; 14:1085387. [PMID: 36910227 PMCID: PMC9995608 DOI: 10.3389/fmicb.2023.1085387] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 01/24/2023] [Indexed: 02/25/2023] Open
Abstract
Rhizosphere microorganisms are important organisms for plant growth promotion and bio-control. To understand the research hot topics and frontier trends of rhizosphere microorganisms comprehensively and systematically, we collected 6,056 publications on rhizosphere microorganisms from Web of Science and performed a bibliometric analysis by CiteSpace 6.1.3 and R 5.3.1. The results showed that the total number of references issued in this field has been on the rise in the past decades. China, India, and Pakistan are the top three countries in terms of the number of articles issued, while Germany, the United States, and Spain were the countries with the highest number of co-published papers with other countries. The core research content in this field were the bio-control, bacterial community, ACC deaminase, phytoremediation, induced systematic resistance, and plant growth promotion. Seeding growth, Bacillus velezensis, plant-growth, and biological-control were currently and may be the highlights in the field of rhizosphere microorganisms research for a long time in the future. The above study results quantitatively, objectively, and scientifically described the research status and research focus of rhizosphere microorganisms from 2012 to 2021 from the perspective of referred papers, with a view to promoting in-depth research in this field and providing reference information for scholars in related fields to refine research trends and scientific issues.
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Affiliation(s)
- Shangsheng Sun
- Engineering Center for Environmental DNA Technology and Aquatic Ecological Health Assessment, Shanghai Ocean University, Shanghai, China
| | - Ruipeng Xue
- Engineering Center for Environmental DNA Technology and Aquatic Ecological Health Assessment, Shanghai Ocean University, Shanghai, China
| | - Mengyue Liu
- Engineering Center for Environmental DNA Technology and Aquatic Ecological Health Assessment, Shanghai Ocean University, Shanghai, China
| | - Liqing Wang
- Engineering Center for Environmental DNA Technology and Aquatic Ecological Health Assessment, Shanghai Ocean University, Shanghai, China.,Centre for Research on Environmental Ecology and Fish Nutrient of the Ministry of Agriculture, Shanghai Ocean University, Shanghai, China
| | - Wei Zhang
- Engineering Center for Environmental DNA Technology and Aquatic Ecological Health Assessment, Shanghai Ocean University, Shanghai, China.,Centre for Research on Environmental Ecology and Fish Nutrient of the Ministry of Agriculture, Shanghai Ocean University, Shanghai, China
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Sun Z, Dzakpasu M, Zhang D, Liu G, Wang Z, Qu M, Chen R, Wang XC, Zheng Y. Enantioselectivity and mechanisms of chiral herbicide biodegradation in hydroponic systems. CHEMOSPHERE 2022; 307:135701. [PMID: 35842049 DOI: 10.1016/j.chemosphere.2022.135701] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 07/01/2022] [Accepted: 07/11/2022] [Indexed: 06/15/2023]
Abstract
This study demonstrates the enantioselective removal dynamics and mechanisms of the chiral herbicide metolachlor in a hydroponic system of Phragmites australis. It presents the first work to elucidate plant-microbial driven enantioselective degradation processes of chiral chemicals. The results showed a degradation efficiency of up to 95.07 ± 2.81% in the hydroponic system driven by a notably high degradation rate constant of 0.086 d-1. P. australis was demonstrated to rapidly increase the contribution of biodegradation pathways in the hydroponic system to 82.21 ± 4.81% within 4 d with an enantiomeric fraction (EF) drop to 0.26 ± 0.02 to favour the enantioselective degradation of S-Metolachlor (kS-Metolachlor = 0.568 d-1 and kR-Metolachlor = 0.147 d-1). Comparatively, the biodegradation pathways in the control constituted less than 25%, with an EF value of circa 0.5. However, the enantioselective biodegradation pathways exhibited complete reversal after about 4 d to favour R-Metolachlor. Plants promoted the degradation of R-Metolachlor, evidenced by an increase in EF to 0.59 ± 0.03. Nonetheless, metolachlor showed an inhibitory effect on plants reflected by the reduction of plant growth rate, chlorophyll content, and electron transport rate to -7.85 ± 1.52%, 1.33 ± 0.43 mg g-1, 4.03 ± 1.33 μmol (m2 s)-1, respectively. However, rhizosphere microorganisms aided plants to catalyze excessive reactive oxygen species production by the antioxidant enzymes to protect plants from oxidative damage and restore their physiological activities. High-throughput analysis of microbial communities demonstrated the enrichment of Massilia (40.63%) and Pseudomonas (8.16%) in the initial stage to promote the rapid degradation of S-Metolachlor. By contrast, the proliferation of Brevundimonas (32.29%) and Pseudarthrobacter (11.03%) in the terminal stage was closely associated with the degradation of R-Metolachlor. Moreover, as symbiotic bacteria of plants, these bacteria aided plants protection from reactive oxygen damages and promoted the recovery of plant metabolic functions and photosynthesis. Overall, these results demonstrate biodegradation mediated by plant-microbe mechanisms as the main driver for the enantioselective degradation of metolachlor in hydroponic systems.
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Affiliation(s)
- Zhuanzhuan Sun
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Mawuli Dzakpasu
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China; International Science & Technology Cooperation Center for Urban Alternative Water Resources Development, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Dongxian Zhang
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Guochen Liu
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Zhenzhen Wang
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Miaowen Qu
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Rong Chen
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China; Shaanxi Key Laboratory of Environmental Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Xiaochang C Wang
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China; International Science & Technology Cooperation Center for Urban Alternative Water Resources Development, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China
| | - Yucong Zheng
- Key Laboratory of Northwest Water Resource, Environment and Ecology, MOE, School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China; Shaanxi Key Laboratory of Environmental Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, PR China.
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