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Rosado-Porto D, Ratering S, Moser G, Deppe M, Müller C, Schnell S. Soil metatranscriptome demonstrates a shift in C, N, and S metabolisms of a grassland ecosystem in response to elevated atmospheric CO2. Front Microbiol 2022; 13:937021. [PMID: 36081791 PMCID: PMC9445814 DOI: 10.3389/fmicb.2022.937021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 08/01/2022] [Indexed: 11/16/2022] Open
Abstract
Soil organisms play an important role in the equilibrium and cycling of nutrients. Because elevated CO2 (eCO2) affects plant metabolism, including rhizodeposition, it directly impacts the soil microbiome and microbial processes. Therefore, eCO2 directly influences the cycling of different elements in terrestrial ecosystems. Hence, possible changes in the cycles of carbon (C), nitrogen (N), and sulfur (S) were analyzed, alongside the assessment of changes in the composition and structure of the soil microbiome through a functional metatranscriptomics approach (cDNA from mRNA) from soil samples taken at the Giessen free-air CO2 enrichment (Gi-FACE) experiment. Results showed changes in the expression of C cycle genes under eCO2 with an increase in the transcript abundance for carbohydrate and amino acid uptake, and degradation, alongside an increase in the transcript abundance for cellulose, chitin, and lignin degradation and prokaryotic carbon fixation. In addition, N cycle changes included a decrease in the transcript abundance of N2O reductase, involved in the last step of the denitrification process, which explains the increase of N2O emissions in the Gi-FACE. Also, a shift in nitrate (NO3-) metabolism occurred, with an increase in transcript abundance for the dissimilatory NO3- reduction to ammonium (NH4+) (DNRA) pathway. S metabolism showed increased transcripts for sulfate (SO42-) assimilation under eCO2 conditions. Furthermore, soil bacteriome, mycobiome, and virome significantly differed between ambient and elevated CO2 conditions. The results exhibited the effects of eCO2 on the transcript abundance of C, N, and S cycles, and the soil microbiome. This finding showed a direct connection between eCO2 and the increased greenhouse gas emission, as well as the importance of soil nutrient availability to maintain the balance of soil ecosystems.
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Affiliation(s)
- David Rosado-Porto
- Institute of Applied Microbiology, Justus Liebig University, Giessen, Germany
- Faculty of Basic and Biomedical Sciences, Simón Bolívar University, Barranquilla, Colombia
| | - Stefan Ratering
- Institute of Applied Microbiology, Justus Liebig University, Giessen, Germany
| | - Gerald Moser
- Institute of Plant Ecology, Justus Liebig University, Giessen, Germany
| | - Marianna Deppe
- Institute of Plant Ecology, Justus Liebig University, Giessen, Germany
| | - Christoph Müller
- Institute of Plant Ecology, Justus Liebig University, Giessen, Germany
- School of Biology and Environmental Science and Earth Institute, University College Dublin, Dublin, Ireland
| | - Sylvia Schnell
- Institute of Applied Microbiology, Justus Liebig University, Giessen, Germany
- *Correspondence: Sylvia Schnell
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Rosado-Porto D, Ratering S, Cardinale M, Maisinger C, Moser G, Deppe M, Müller C, Schnell S. Elevated Atmospheric CO 2 Modifies Mostly the Metabolic Active Rhizosphere Soil Microbiome in the Giessen FACE Experiment. MICROBIAL ECOLOGY 2022; 83:619-634. [PMID: 34148108 PMCID: PMC8979872 DOI: 10.1007/s00248-021-01791-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 06/08/2021] [Indexed: 06/12/2023]
Abstract
Elevated levels of atmospheric CO2 lead to the increase of plant photosynthetic rates, carbon inputs into soil and root exudation. In this work, the effects of rising atmospheric CO2 levels on the metabolic active soil microbiome have been investigated at the Giessen free-air CO2 enrichment (Gi-FACE) experiment on a permanent grassland site near Giessen, Germany. The aim was to assess the effects of increased C supply into the soil, due to elevated CO2, on the active soil microbiome composition. RNA extraction and 16S rRNA (cDNA) metabarcoding sequencing were performed from bulk and rhizosphere soils, and the obtained data were processed for a compositional data analysis calculating diversity indices and differential abundance analyses. The structure of the metabolic active microbiome in the rhizospheric soil showed a clear separation between elevated and ambient CO2 (p = 0.002); increased atmospheric CO2 concentration exerted a significant influence on the microbiomes differentiation (p = 0.01). In contrast, elevated CO2 had no major influence on the structure of the bulk soil microbiome (p = 0.097). Differential abundance results demonstrated that 42 bacterial genera were stimulated under elevated CO2. The RNA-based metabarcoding approach used in this research showed that the ongoing atmospheric CO2 increase of climate change will significantly shift the microbiome structure in the rhizosphere.
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Affiliation(s)
- David Rosado-Porto
- Institute of Applied Microbiology, Justus Liebig University, Giessen, DE, Germany
- Faculty of Basic and Biomedical Sciences, Simón Bolívar University, Barranquilla, Colombia
| | - Stefan Ratering
- Institute of Applied Microbiology, Justus Liebig University, Giessen, DE, Germany
| | - Massimiliano Cardinale
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Prov.le Monteroni, 73100, Lecce, Italy
| | - Corinna Maisinger
- Institute of Applied Microbiology, Justus Liebig University, Giessen, DE, Germany
| | - Gerald Moser
- Institute of Plant Ecology, Justus Liebig University, Giessen, DE, Germany
| | - Marianna Deppe
- Institute of Plant Ecology, Justus Liebig University, Giessen, DE, Germany
| | - Christoph Müller
- Institute of Plant Ecology, Justus Liebig University, Giessen, DE, Germany
- School of Biology and Environmental Science and Earth Institute, University College Dublin, Belfield, Dublin, Ireland
| | - Sylvia Schnell
- Institute of Applied Microbiology, Justus Liebig University, Giessen, DE, Germany.
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He Z, Deng Y, Xu M, Li J, Liang J, Xiong J, Yu H, Wu B, Wu L, Xue K, Shi S, Carrillo Y, Van Nostrand JD, Hobbie SE, Reich PB, Schadt CW, Kent AD, Pendall E, Wallenstein M, Luo Y, Yan Q, Zhou J. Microbial functional genes commonly respond to elevated carbon dioxide. ENVIRONMENT INTERNATIONAL 2020; 144:106068. [PMID: 32871382 DOI: 10.1016/j.envint.2020.106068] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/14/2020] [Accepted: 08/17/2020] [Indexed: 06/11/2023]
Abstract
Atmospheric CO2 concentration is increasing, largely due to anthropogenic activities. Previous studies of individual free-air CO2 enrichment (FACE) experimental sites have shown significant impacts of elevated CO2 (eCO2) on soil microbial communities; however, no common microbial response patterns have yet emerged, challenging our ability to predict ecosystem functioning and sustainability in the future eCO2 environment. Here we analyzed 66 soil microbial communities from five FACE sites, and showed common microbial response patterns to eCO2, especially for key functional genes involved in carbon and nitrogen fixation (e.g., pcc/acc for carbon fixation, nifH for nitrogen fixation), carbon decomposition (e.g., amyA and pulA for labile carbon decomposition, mnp and lcc for recalcitrant carbon decomposition), and greenhouse gas emissions (e.g., mcrA for methane production, norB for nitrous oxide production) across five FACE sites. Also, the relative abundance of those key genes was generally increased and directionally associated with increased biomass, soil carbon decomposition, and soil moisture. In addition, a further literature survey of more disparate FACE experimental sites indicated increased biomass, soil carbon decay, nitrogen fixation, methane and nitrous oxide emissions, plant and soil carbon and nitrogen under eCO2. A conceptual framework was developed to link commonly responsive functional genes with ecosystem processes, such as pcc/acc vs. soil carbon storage, amyA/pulA/mnp/lcc vs. soil carbon decomposition, and nifH vs. nitrogen availability, suggesting that such common responses of microbial functional genes may have the potential to predict ecosystem functioning and sustainability in the future eCO2 environment.
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Affiliation(s)
- Zhili He
- Environmental Microbiomics Research Center, School of Environmental Science and Engineering, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Sun Yat-sen University, Guangzhou 510006, China; Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States; College of Agronomy, Hunan Agricultural University, Changsha 410128, China.
| | - Ye Deng
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China
| | - Meiying Xu
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; State Key Laboratory of Applied Microbiology Southern China, Guangdong Institute of Microbiology, Guangzhou 510070, China
| | - Juan Li
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Junyi Liang
- Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Jinbo Xiong
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; School of Marine Sciences, Ningbo University, Ningbo 315211, China
| | - Hao Yu
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Harbin Institute of Technology, Harbin 150001, China; School of Environmental Science and Engineering, Liaoning Technical University, Fuxin 123000, China
| | - Bo Wu
- Environmental Microbiomics Research Center, School of Environmental Science and Engineering, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Sun Yat-sen University, Guangzhou 510006, China; Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Liyou Wu
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Kai Xue
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Shengjing Shi
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Environmental Science, Policy and Management, University of California, Berkeley, CA 94720, United States
| | - Yolima Carrillo
- Hawkesbury Institute for the Environment, University of Western Sydney, Sydney 2751, Australia; University of Wyoming, Laramie, WY 82071, United States
| | - Joy D Van Nostrand
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Sarah E Hobbie
- The University of Minnesota, St. Paul, MN 55108, United States
| | - Peter B Reich
- Hawkesbury Institute for the Environment, University of Western Sydney, Sydney 2751, Australia; The University of Minnesota, St. Paul, MN 55108, United States
| | - Christopher W Schadt
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, United States
| | - Angela D Kent
- Department of Natural Resources and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, United States
| | - Elise Pendall
- Hawkesbury Institute for the Environment, University of Western Sydney, Sydney 2751, Australia; University of Wyoming, Laramie, WY 82071, United States
| | - Matthew Wallenstein
- Natural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO 80523, United States
| | - Yiqi Luo
- Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States
| | - Qingyun Yan
- Environmental Microbiomics Research Center, School of Environmental Science and Engineering, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Sun Yat-sen University, Guangzhou 510006, China; Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States.
| | - Jizhong Zhou
- Institute for Environmental Genomics, The University of Oklahoma, Norman, OK 73019, United States; Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK 73019, United States; Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States; State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China.
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Raut S, Polley HW, Fay PA, Kang S. Bacterial community response to a preindustrial-to-future CO 2 gradient is limited and soil specific in Texas Prairie grassland. GLOBAL CHANGE BIOLOGY 2018; 24:5815-5827. [PMID: 30230661 DOI: 10.1111/gcb.14453] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 09/07/2018] [Indexed: 06/08/2023]
Abstract
Rising atmospheric CO2 concentration directly stimulates plant productivity and affects nutrient dynamics in the soil. However, the influence of CO2 enrichment on soil bacterial communities remains elusive, likely due to their complex interactions with a wide range of plant and soil properties. Here, we investigated the bacterial community response to a decade long preindustrial-to-future CO2 gradient (250-500 ppm) among three contrasting soil types using 16S rRNA gene amplicon sequencing. In addition, we examined the effect of seasonal variation and plant species composition on bacterial communities. We found that Shannon index (H') and Faith's phylogenetic diversity (PD) did not change in response to the CO2 gradient (R2 = 0.01, p > 0.05). CO2 gradient and season also had a negligible effect on overall community structure, although silty clay soil communities were better structured on a CO2 gradient (p < 0.001) among three soils. Similarly, CO2 gradient had no significant effect on the relative abundance of different phyla. However, we observed soil-specific variation of CO2 effects in a few individual families. For example, the abundance of Pirellulaceae family decreased linearly with CO2 gradient, but only in sandy loam soils. Conversely, the abundance of Micromonosporaceae and Gaillaceae families increased with CO2 gradient in clay soils. Soil water content (SWC) and nutrient properties were the key environmental constraints shaping bacterial community structure, one manifestation of which was a decline in bacterial diversity with increasing SWC. Furthermore, the impact of plant species composition on community structure was secondary to the strong influence of soil properties. Taken together, our findings indicate that bacterial communities may be largely unresponsive to indirect effects of CO2 enrichment through plants. Instead, bacterial communities are strongly regulated by edaphic conditions, presumably because soil differences create distinct environmental niches for bacteria.
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Affiliation(s)
- Swastika Raut
- Department of Biology, Baylor University, Waco, Texas
| | - Herbert W Polley
- Grassland, Soil and Water Research Laboratory, Department of Agriculture, Agricultural Research Service, Temple, Texas
| | - Philip A Fay
- Grassland, Soil and Water Research Laboratory, Department of Agriculture, Agricultural Research Service, Temple, Texas
| | - Sanghoon Kang
- Department of Biology, Baylor University, Waco, Texas
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Brenzinger K, Kujala K, Horn MA, Moser G, Guillet C, Kammann C, Müller C, Braker G. Soil Conditions Rather Than Long-Term Exposure to Elevated CO 2 Affect Soil Microbial Communities Associated with N-Cycling. Front Microbiol 2017; 8:1976. [PMID: 29093701 PMCID: PMC5651278 DOI: 10.3389/fmicb.2017.01976] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2017] [Accepted: 09/25/2017] [Indexed: 11/13/2022] Open
Abstract
Continuously rising atmospheric CO2 concentrations may lead to an increased transfer of organic C from plants to the soil through rhizodeposition and may affect the interaction between the C- and N-cycle. For instance, fumigation of soils with elevated CO2 (eCO2) concentrations (20% higher compared to current atmospheric concentrations) at the Giessen Free-Air Carbon Dioxide Enrichment (GiFACE) sites resulted in a more than 2-fold increase of long-term N2O emissions and an increase in dissimilatory reduction of nitrate compared to ambient CO2 (aCO2). We hypothesized that the observed differences in soil functioning were based on differences in the abundance and composition of microbial communities in general and especially of those which are responsible for N-transformations in soil. We also expected eCO2 effects on soil parameters, such as on nitrate as previously reported. To explore the impact of long-term eCO2 on soil microbial communities, we applied a molecular approach (qPCR, T-RFLP, and 454 pyrosequencing). Microbial groups were analyzed in soil of three sets of two FACE plots (three replicate samples from each plot), which were fumigated with eCO2 and aCO2, respectively. N-fixers, denitrifiers, archaeal and bacterial ammonia oxidizers, and dissimilatory nitrate reducers producing ammonia were targeted by analysis of functional marker genes, and the overall archaeal community by 16S rRNA genes. Remarkably, soil parameters as well as the abundance and composition of microbial communities in the top soil under eCO2 differed only slightly from soil under aCO2. Wherever differences in microbial community abundance and composition were detected, they were not linked to CO2 level but rather determined by differences in soil parameters (e.g., soil moisture content) due to the localization of the GiFACE sets in the experimental field. We concluded that +20% eCO2 had little to no effect on the overall microbial community involved in N-cycling in the soil but that spatial heterogeneity over extended periods had shaped microbial communities at particular sites in the field. Hence, microbial community composition and abundance alone cannot explain the functional differences leading to higher N2O emissions under eCO2 and future studies should aim at exploring the active members of the soil microbial community.
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Affiliation(s)
- Kristof Brenzinger
- Department of Biogeochemistry, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany.,Department of Plant Ecology, University of Giessen, Giessen, Germany
| | - Katharina Kujala
- Water Resources and Environmental Engineering Research Unit, University of Oulu, Oulu, Finland
| | - Marcus A Horn
- Department of Ecological Microbiology, University of Bayreuth, Bayreuth, Germany.,Institute of Microbiology, Leibniz Universität Hannover, Hannover, Germany
| | - Gerald Moser
- Department of Plant Ecology, University of Giessen, Giessen, Germany
| | - Cécile Guillet
- Department of Plant Ecology, University of Giessen, Giessen, Germany
| | - Claudia Kammann
- Department of Plant Ecology, University of Giessen, Giessen, Germany.,Climate Change Research for Special Crops, Department of Soil Science and Plant Nutrition, Geisenheim University, Geisenheim, Germany
| | - Christoph Müller
- Department of Plant Ecology, University of Giessen, Giessen, Germany.,School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
| | - Gesche Braker
- Department of Biogeochemistry, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany.,University of Kiel, Kiel, Germany
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