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Jutla A, Filippelli GM, McMahon KD, Tringe SG, Colwell RR, Nguyen H, Imperiale MJ. One Health, climate change, and infectious microbes: a joint effort between AGU and ASM to understand impacts of changing climate and microbes on human well-being across scales. mSphere 2024; 9:e0003524. [PMID: 38294223 PMCID: PMC10900903 DOI: 10.1128/msphere.00035-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2024] Open
Affiliation(s)
- Antarpreet Jutla
- Department of Environmental Engineering Sciences, GeoHealth and Hydrology Laboratory, University of Florida, Gainesville, Florida, USA
| | - Gabriel M. Filippelli
- Department of Earth Sciences, Indiana University Purdue University Indianapolis (IUPUI), Indianapolis, Indiana, USA
| | - Katherine D. McMahon
- Department of Civil and Environmental Engineering, University of Wisconsin—Madison, Madison, Wisconsin, USA
| | - Susannah G. Tringe
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Rita R. Colwell
- Institute for Advanced Computer Studies, University of Maryland, College Park, Maryland, USA
| | - Helen Nguyen
- Helen Nguyen, Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Michael J. Imperiale
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, Michigan, USA
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2
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Chai YN, Qi Y, Goren E, Chiniquy D, Sheflin AM, Tringe SG, Prenni JE, Liu P, Schachtman DP. Root-associated bacterial communities and root metabolite composition are linked to nitrogen use efficiency in sorghum. mSystems 2024; 9:e0119023. [PMID: 38132569 PMCID: PMC10804983 DOI: 10.1128/msystems.01190-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 11/20/2023] [Indexed: 12/23/2023] Open
Abstract
The development of cereal crops with high nitrogen use efficiency (NUE) is a priority for worldwide agriculture. In addition to conventional plant breeding and genetic engineering, the use of the plant microbiome offers another approach to improving crop NUE. To gain insight into the bacterial communities associated with sorghum lines that differ in NUE, a field experiment was designed comparing 24 diverse Sorghum bicolor lines under sufficient and deficient nitrogen (N). Amplicon sequencing and untargeted gas chromatography-mass spectrometry were used to characterize the bacterial communities and the root metabolome associated with sorghum genotypes varying in sensitivity to low N. We demonstrated that N stress and sorghum type (energy, sweet, and grain sorghum) significantly impacted the root-associated bacterial communities and root metabolite composition of sorghum. We found a positive correlation between sorghum NUE and bacterial richness and diversity in the rhizosphere. The greater alpha diversity in high NUE lines was associated with the decreased abundance of a dominant bacterial taxon, Pseudomonas. Multiple strong correlations were detected between root metabolites and rhizosphere bacterial communities in response to low N stress. This indicates that the shift in the sorghum microbiome due to low N is associated with the root metabolites of the host plant. Taken together, our findings suggest that host genetic regulation of root metabolites plays a role in defining the root-associated microbiome of sorghum genotypes differing in NUE and tolerance to low N stress.IMPORTANCEThe development of crops that are more nitrogen use-efficient (NUE) is critical for the future of the enhanced sustainability of agriculture worldwide. This objective has been pursued mainly through plant breeding and plant molecular engineering, but these approaches have had only limited success. Therefore, a different strategy that leverages soil microbes needs to be fully explored because it is known that soil microbes improve plant growth through multiple mechanisms. To design approaches that use the soil microbiome to increase NUE, it will first be essential to understand the relationship among soil microbes, root metabolites, and crop productivity. Using this approach, we demonstrated that certain key metabolites and specific microbes are associated with high and low sorghum NUE in a field study. This important information provides a new path forward for developing crop genotypes that have increased NUE through the positive contribution of soil microbes.
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Affiliation(s)
- Yen Ning Chai
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
| | - Yunhui Qi
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Emily Goren
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Dawn Chiniquy
- Environmental Genomics and System Biology, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Amy M. Sheflin
- Department of Horticulture and Landscape Architecture, Colorado State University, Colorado State University, Fort Collins, Colorado, USA
| | - Susannah G. Tringe
- Environmental Genomics and System Biology, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Jessica E. Prenni
- Department of Horticulture and Landscape Architecture, Colorado State University, Colorado State University, Fort Collins, Colorado, USA
| | - Peng Liu
- Department of Statistics, Iowa State University, Ames, Iowa, USA
| | - Daniel P. Schachtman
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
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3
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Hartman WH, Bueno de Mesquita CP, Theroux SM, Morgan-Lang C, Baldocchi DD, Tringe SG. Multiple microbial guilds mediate soil methane cycling along a wetland salinity gradient. mSystems 2024; 9:e0093623. [PMID: 38170982 PMCID: PMC10804969 DOI: 10.1128/msystems.00936-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 11/29/2023] [Indexed: 01/05/2024] Open
Abstract
Estuarine wetlands harbor considerable carbon stocks, but rising sea levels could affect their ability to sequester soil carbon as well as their potential to emit methane (CH4). While sulfate loading from seawater intrusion may reduce CH4 production due to the higher energy yield of microbial sulfate reduction, existing studies suggest other factors are likely at play. Our study of 11 wetland complexes spanning a natural salinity and productivity gradient across the San Francisco Bay and Delta found that while CH4 fluxes generally declined with salinity, they were highest in oligohaline wetlands (ca. 3-ppt salinity). Methanogens and methanogenesis genes were weakly correlated with CH4 fluxes but alone did not explain the highest rates observed. Taxonomic and functional gene data suggested that other microbial guilds that influence carbon and nitrogen cycling need to be accounted for to better predict CH4 fluxes at landscape scales. Higher methane production occurring near the freshwater boundary with slight salinization (and sulfate incursion) might result from increased sulfate-reducing fermenter and syntrophic populations, which can produce substrates used by methanogens. Moreover, higher salinities can solubilize ionically bound ammonium abundant in the lower salinity wetland soils examined here, which could inhibit methanotrophs and potentially contribute to greater CH4 fluxes observed in oligohaline sediments.IMPORTANCELow-level salinity intrusion could increase CH4 flux in tidal freshwater wetlands, while higher levels of salinization might instead decrease CH4 fluxes. High CH4 emissions in oligohaline sites are concerning because seawater intrusion will cause tidal freshwater wetlands to become oligohaline. Methanogenesis genes alone did not account for landscape patterns of CH4 fluxes, suggesting mechanisms altering methanogenesis, methanotrophy, nitrogen cycling, and ammonium release, and increasing decomposition and syntrophic bacterial populations could contribute to increases in net CH4 flux at oligohaline salinities. Improved understanding of these influences on net CH4 emissions could improve restoration efforts and accounting of carbon sequestration in estuarine wetlands. More pristine reference sites may have older and more abundant organic matter with higher carbon:nitrogen compared to wetlands impacted by agricultural activity and may present different interactions between salinity and CH4. This distinction might be critical for modeling efforts to scale up biogeochemical process interactions in estuarine wetlands.
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Affiliation(s)
| | | | | | - Connor Morgan-Lang
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Dennis D. Baldocchi
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, California, USA
| | - Susannah G. Tringe
- DOE Joint Genome Institute, Berkeley, California, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
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4
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Bueno de Mesquita CP, Hartman WH, Ardón M, Tringe SG. Disentangling the effects of sulfate and other seawater ions on microbial communities and greenhouse gas emissions in a coastal forested wetland. ISME Commun 2024; 4:ycae040. [PMID: 38628812 PMCID: PMC11020224 DOI: 10.1093/ismeco/ycae040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 03/19/2024] [Accepted: 03/20/2024] [Indexed: 04/19/2024]
Abstract
Seawater intrusion into freshwater wetlands causes changes in microbial communities and biogeochemistry, but the exact mechanisms driving these changes remain unclear. Here we use a manipulative laboratory microcosm experiment, combined with DNA sequencing and biogeochemical measurements, to tease apart the effects of sulfate from other seawater ions. We examined changes in microbial taxonomy and function as well as emissions of carbon dioxide, methane, and nitrous oxide in response to changes in ion concentrations. Greenhouse gas emissions and microbial richness and composition were altered by artificial seawater regardless of whether sulfate was present, whereas sulfate alone did not alter emissions or communities. Surprisingly, addition of sulfate alone did not lead to increases in the abundance of sulfate reducing bacteria or sulfur cycling genes. Similarly, genes involved in carbon, nitrogen, and phosphorus cycling responded more strongly to artificial seawater than to sulfate. These results suggest that other ions present in seawater, not sulfate, drive ecological and biogeochemical responses to seawater intrusion and may be drivers of increased methane emissions in soils that received artificial seawater addition. A better understanding of how the different components of salt water alter microbial community composition and function is necessary to forecast the consequences of coastal wetland salinization.
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Affiliation(s)
- Clifton P Bueno de Mesquita
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Wyatt H Hartman
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Marcelo Ardón
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, NC 27695, United States
| | - Susannah G Tringe
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
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5
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Zheng Q, Hu Y, Kosina SM, Van Goethem MW, Tringe SG, Bowen BP, Northen TR. Conservation of beneficial microbes between the rhizosphere and the cyanosphere. New Phytol 2023; 240:1246-1258. [PMID: 37668195 DOI: 10.1111/nph.19225] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 07/26/2023] [Indexed: 09/06/2023]
Abstract
Biocrusts are phototroph-driven communities inhabiting arid soil surfaces. Like plants, most photoautotrophs (largely cyanobacteria) in biocrusts are thought to exchange fixed carbon for essential nutrients like nitrogen with cyanosphere bacteria. Here, we aim to compare beneficial interactions in rhizosphere and cyanosphere environments, including finding growth-promoting strains for hosts from both environments. To examine this, we performed a retrospective analysis of 16S rRNA gene sequencing datasets, host-microbe co-culture experiments between biocrust communities/biocrust isolates and a model grass (Brachypodium distachyon) or a dominant biocrust cyanobacterium (Microcoleus vaginatus), and metabolomic analysis. All 18 microbial phyla in the cyanosphere were also present in the rhizosphere, with additional 17 phyla uniquely found in the rhizosphere. The biocrust microbes promoted the growth of the model grass, and three biocrust isolates (Bosea sp._L1B56, Pseudarthrobacter sp._L1D14 and Pseudarthrobacter picheli_L1D33) significantly promoted the growth of both hosts. Moreover, pantothenic acid was produced by Pseudarthrobacter sp._L1D14 when grown on B. distachyon exudates, and supplementation of plant growth medium with this metabolite increased B. distachyon biomass by over 60%. These findings suggest that cyanobacteria and other diverse photoautotrophic hosts can be a source for new plant growth-promoting microbes and metabolites.
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Affiliation(s)
- Qing Zheng
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Yuntao Hu
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Suzanne M Kosina
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Marc W Van Goethem
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Susannah G Tringe
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Benjamin P Bowen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Trent R Northen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Joint Genome Institute, Berkeley, CA, 94720, USA
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6
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Qi M, Berry JC, Veley KM, O'Connor L, Finkel OM, Salas-González I, Kuhs M, Jupe J, Holcomb E, Glavina Del Rio T, Creech C, Liu P, Tringe SG, Dangl JL, Schachtman DP, Bart RS. Correction: Identification of beneficial and detrimental bacteria impacting sorghum responses to drought using multi-scale and multi-system microbiome comparisons. ISME J 2023:10.1038/s41396-023-01442-9. [PMID: 37322286 DOI: 10.1038/s41396-023-01442-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Affiliation(s)
- Mingsheng Qi
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | | | - Kira M Veley
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Lily O'Connor
- Donald Danforth Plant Science Center, St. Louis, MO, USA
- Washington University, St. Louis, MO, USA
| | - Omri M Finkel
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Plant and Environmental Sciences, Institute of Life Science, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Isai Salas-González
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Molly Kuhs
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Julietta Jupe
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Emily Holcomb
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | | | - Cody Creech
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Peng Liu
- Department of Statistics, Iowa State University, Ames, IA, USA
| | - Susannah G Tringe
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jeffery L Dangl
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum in Genetics and Molecular Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Daniel P Schachtman
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
- Center for Plant Science Innovation, University of Nebraska - Lincoln, Lincoln, NE, USA
| | - Rebecca S Bart
- Donald Danforth Plant Science Center, St. Louis, MO, USA.
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7
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Duncan A, Barry K, Daum C, Eloe-Fadrosh E, Roux S, Schmidt K, Tringe SG, Valentin KU, Varghese N, Salamov A, Grigoriev IV, Leggett RM, Moulton V, Mock T. Dataset of 143 metagenome-assembled genomes from the Arctic and Atlantic Oceans, including 21 for eukaryotic organisms. Data Brief 2023; 47:108990. [PMID: 36879606 PMCID: PMC9984783 DOI: 10.1016/j.dib.2023.108990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 01/18/2023] [Accepted: 02/09/2023] [Indexed: 02/17/2023] Open
Abstract
This article presents metagenome-assembled genomes (MAGs) for both eukaryotic and prokaryotic organisms originating from the Arctic and Atlantic oceans, along with gene prediction and functional annotation for MAGs from both domains. Eleven samples from the chlorophyll-a maximum layer of the surface ocean were collected during two cruises in 2012; six from the Arctic in June-July on ARK-XXVII/1 (PS80), and five from the Atlantic in November on ANT-XXIX/1 (PS81). Sequencing and assembly was carried out by the Joint Genome Institute (JGI), who provide annotation of the assembled sequences, and 122 MAGs for prokaryotic organisms. A subsequent binning process identified 21 MAGs for eukaryotic organisms, mostly identified as Mamiellophyceae or Bacillariophyceae. The data for each MAG includes sequences in FASTA format, and tables of functional annotation of genes. For eukaryotic MAGs, transcript and protein sequences for predicted genes are available. A spreadsheet is provided summarising quality measures and taxonomic classifications for each MAG. These data provide draft genomes for uncultured marine microbes, including some of the first MAGs for polar eukaryotes, and can provide reference genetic data for these environments, or used in genomics-based comparison between environments.
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Affiliation(s)
- Anthony Duncan
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Kerrie Barry
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Chris Daum
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Emiley Eloe-Fadrosh
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Simon Roux
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Katrin Schmidt
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Susannah G Tringe
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Klaus U Valentin
- Alfred-Wegener Institute for Polar and Marine Research, Am Handelshafen 12, 27570, Bremerhaven, Germany
| | - Neha Varghese
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Asaf Salamov
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Igor V Grigoriev
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | | | - Vincent Moulton
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Thomas Mock
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
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Abstract
Methyl-based methanogenesis is one of three broad categories of archaeal anaerobic methanogenesis, including both the methyl dismutation (methylotrophic) pathway and the methyl-reducing (also known as hydrogen-dependent methylotrophic) pathway. Methyl-based methanogenesis is increasingly recognized as an important source of methane in a variety of environments. Here, we provide an overview of methyl-based methanogenesis research, including the conditions under which methyl-based methanogenesis can be a dominant source of methane emissions, experimental methods for distinguishing different pathways of methane production, molecular details of the biochemical pathways involved, and the genes and organisms involved in these processes. We also identify the current gaps in knowledge and present a genomic and metagenomic survey of methyl-based methanogenesis genes, highlighting the diversity of methyl-based methanogens at multiple taxonomic levels and the widespread distribution of known methyl-based methanogenesis genes and families across different environments.
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Affiliation(s)
| | - Dongying Wu
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Susannah G. Tringe
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
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9
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Qi M, Berry JC, Veley KW, O'Connor L, Finkel OM, Salas-González I, Kuhs M, Jupe J, Holcomb E, Glavina Del Rio T, Creech C, Liu P, Tringe SG, Dangl JL, Schachtman DP, Bart RS. Identification of beneficial and detrimental bacteria impacting sorghum responses to drought using multi-scale and multi-system microbiome comparisons. ISME J 2022; 16:1957-1969. [PMID: 35523959 PMCID: PMC9296637 DOI: 10.1038/s41396-022-01245-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 04/08/2022] [Accepted: 04/12/2022] [Indexed: 12/12/2022]
Abstract
Drought is a major abiotic stress limiting agricultural productivity. Previous field-level experiments have demonstrated that drought decreases microbiome diversity in the root and rhizosphere. How these changes ultimately affect plant health remains elusive. Toward this end, we combined reductionist, transitional and ecological approaches, applied to the staple cereal crop sorghum to identify key root-associated microbes that robustly affect drought-stressed plant phenotypes. Fifty-three Arabidopsis-associated bacteria were applied to sorghum seeds and their effect on root growth was monitored. Two Arthrobacter strains caused root growth inhibition (RGI) in Arabidopsis and sorghum. In the context of synthetic communities, Variovorax strains were able to protect plants from Arthrobacter-caused RGI. As a transitional system, high-throughput phenotyping was used to test the synthetic communities. During drought stress, plants colonized by Arthrobacter had reduced growth and leaf water content. Plants colonized by both Arthrobacter and Variovorax performed as well or better than control plants. In parallel, we performed a field trial wherein sorghum was evaluated across drought conditions. By incorporating data on soil properties into the microbiome analysis, we accounted for experimental noise with a novel method and were able to observe the negative correlation between the abundance of Arthrobacter and plant growth. Having validated this approach, we cross-referenced datasets from the high-throughput phenotyping and field experiments and report a list of bacteria with high confidence that positively associated with plant growth under drought stress. In conclusion, a three-tiered experimental system successfully spanned the lab-to-field gap and identified beneficial and deleterious bacterial strains for sorghum under drought.
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Affiliation(s)
- Mingsheng Qi
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | | | - Kira W Veley
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Lily O'Connor
- Donald Danforth Plant Science Center, St. Louis, MO, USA.,Washington University, St. Louis, MO, USA
| | - Omri M Finkel
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Department of Plant and Environmental Sciences, Institute of Life Science, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Isai Salas-González
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Molly Kuhs
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Julietta Jupe
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Emily Holcomb
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | | | - Cody Creech
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Peng Liu
- Department of Statistics, Iowa State University, Ames, IA, USA
| | - Susannah G Tringe
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.,Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jeffery L Dangl
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Curriculum in Genetics and Molecular Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.,Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Daniel P Schachtman
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA.,Center for Plant Science Innovation, University of Nebraska - Lincoln, Lincoln, NE, USA
| | - Rebecca S Bart
- Donald Danforth Plant Science Center, St. Louis, MO, USA.
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10
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Tringe SG. A toolkit for microbial community editing. Nat Rev Microbiol 2022; 20:383. [PMID: 35581476 DOI: 10.1038/s41579-022-00747-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/10/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Susannah G Tringe
- DOE Joint Genome Institute and Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
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11
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Duncan A, Barry K, Daum C, Eloe-Fadrosh E, Roux S, Schmidt K, Tringe SG, Valentin KU, Varghese N, Salamov A, Grigoriev IV, Leggett RM, Moulton V, Mock T. Metagenome-assembled genomes of phytoplankton microbiomes from the Arctic and Atlantic Oceans. Microbiome 2022; 10:67. [PMID: 35484634 PMCID: PMC9047304 DOI: 10.1186/s40168-022-01254-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 02/28/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Phytoplankton communities significantly contribute to global biogeochemical cycles of elements and underpin marine food webs. Although their uncultured genomic diversity has been estimated by planetary-scale metagenome sequencing and subsequent reconstruction of metagenome-assembled genomes (MAGs), this approach has yet to be applied for complex phytoplankton microbiomes from polar and non-polar oceans consisting of microbial eukaryotes and their associated prokaryotes. RESULTS Here, we have assembled MAGs from chlorophyll a maximum layers in the surface of the Arctic and Atlantic Oceans enriched for species associations (microbiomes) with a focus on pico- and nanophytoplankton and their associated heterotrophic prokaryotes. From 679 Gbp and estimated 50 million genes in total, we recovered 143 MAGs of medium to high quality. Although there was a strict demarcation between Arctic and Atlantic MAGs, adjacent sampling stations in each ocean had 51-88% MAGs in common with most species associations between Prasinophytes and Proteobacteria. Phylogenetic placement revealed eukaryotic MAGs to be more diverse in the Arctic whereas prokaryotic MAGs were more diverse in the Atlantic Ocean. Approximately 70% of protein families were shared between Arctic and Atlantic MAGs for both prokaryotes and eukaryotes. However, eukaryotic MAGs had more protein families unique to the Arctic whereas prokaryotic MAGs had more families unique to the Atlantic. CONCLUSION Our study provides a genomic context to complex phytoplankton microbiomes to reveal that their community structure was likely driven by significant differences in environmental conditions between the polar Arctic and warm surface waters of the tropical and subtropical Atlantic Ocean. Video Abstract.
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Affiliation(s)
- Anthony Duncan
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Kerrie Barry
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Chris Daum
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Emiley Eloe-Fadrosh
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Simon Roux
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Katrin Schmidt
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Susannah G Tringe
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Klaus U Valentin
- Alfred-Wegener Institute for Polar and Marine Research, Am Handelshafen 12, 27570, Bremerhaven, Germany
| | - Neha Varghese
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Asaf Salamov
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | - Igor V Grigoriev
- US Department of Energy Joint Genome Institute, 1 Cyclotron Road, Berkeley, CA, 94720, USA
| | | | - Vincent Moulton
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Thomas Mock
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK.
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Bueno de Mesquita CP, Zhou J, Theroux S, Tringe SG. Correction: Bueno de Mesquita et al. Methylphosphonate Degradation and Salt-Tolerance Genes of Two Novel Halophilic Marivita Metagenome-Assembled Genomes from Unrestored Solar Salterns. Genes 2022, 13, 148. Genes (Basel) 2022; 13:genes13030523. [PMID: 35328110 PMCID: PMC8952295 DOI: 10.3390/genes13030523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 03/09/2022] [Indexed: 01/25/2023] Open
Affiliation(s)
- Clifton P. Bueno de Mesquita
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Jinglie Zhou
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Susanna Theroux
- Southern California Coastal Water Research Project, Costa Mesa, CA 92626, USA;
| | - Susannah G. Tringe
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
- Correspondence:
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13
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Bueno de Mesquita CP, Zhou J, Theroux S, Tringe SG. Methylphosphonate Degradation and Salt-Tolerance Genes of Two Novel Halophilic Marivita Metagenome-Assembled Genomes from Unrestored Solar Salterns. Genes (Basel) 2022; 13:genes13010148. [PMID: 35052488 PMCID: PMC8774927 DOI: 10.3390/genes13010148] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/10/2022] [Accepted: 01/11/2022] [Indexed: 12/30/2022] Open
Abstract
Aerobic bacteria that degrade methylphosphonates and produce methane as a byproduct have emerged as key players in marine carbon and phosphorus cycles. Here, we present two new draft genome sequences of the genus Marivita that were assembled from metagenomes from hypersaline former industrial salterns and compare them to five other Marivita reference genomes. Phylogenetic analyses suggest that both of these metagenome-assembled genomes (MAGs) represent new species in the genus. Average nucleotide identities to the closest taxon were <85%. The MAGs were assembled with SPAdes, binned with MetaBAT, and curated with scaffold extension and reassembly. Both genomes contained the phnCDEGHIJLMP suite of genes encoding the full C-P lyase pathway of methylphosphonate degradation and were significantly more abundant in two former industrial salterns than in nearby reference and restored wetlands, which have lower salinity levels and lower methane emissions than the salterns. These organisms contain a variety of compatible solute biosynthesis and transporter genes to cope with high salinity levels but harbor only slightly acidic proteomes (mean isoelectric point of 6.48).
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Affiliation(s)
- Clifton P. Bueno de Mesquita
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Jinglie Zhou
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Susanna Theroux
- Southern California Coastal Water Research Project, Costa Mesa, CA 92626, USA;
| | - Susannah G. Tringe
- Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
- Correspondence:
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14
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Kasak K, Espenberg M, Anthony TL, Tringe SG, Valach AC, Hemes KS, Silver WL, Mander Ü, Kill K, McNicol G, Szutu D, Verfaillie J, Baldocchi DD. Restoring wetlands on intensive agricultural lands modifies nitrogen cycling microbial communities and reduces N 2O production potential. J Environ Manage 2021; 299:113562. [PMID: 34425499 DOI: 10.1016/j.jenvman.2021.113562] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 08/03/2021] [Accepted: 08/17/2021] [Indexed: 06/13/2023]
Abstract
The concentration of nitrous oxide (N2O), an ozone-depleting greenhouse gas, is rapidly increasing in the atmosphere. Most atmospheric N2O originates in terrestrial ecosystems, of which the majority can be attributed to microbial cycling of nitrogen in agricultural soils. Here, we demonstrate how the abundance of nitrogen cycling genes vary across intensively managed agricultural fields and adjacent restored wetlands in the Sacramento-San Joaquin Delta in California, USA. We found that the abundances of nirS and nirK genes were highest at the intensively managed organic-rich cornfield and significantly outnumber any other gene abundances, suggesting very high N2O production potential. The quantity of nitrogen transforming genes, particularly those responsible for denitrification, nitrification and DNRA, were highest in the agricultural sites, whereas nitrogen fixation and ANAMMOX was strongly associated with the wetland sites. Although the abundance of nosZ genes was also high at the agricultural sites, the ratio of nosZ genes to nir genes was significantly higher in wetland sites indicating that these sites could act as a sink of N2O. These findings suggest that wetland restoration could be a promising natural climate solution not only for carbon sequestration but also for reduced N2O emissions.
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Affiliation(s)
- Kuno Kasak
- University of Tartu, Institute of Ecology and Earth Sciences, Department of Geography, Tartu, Estonia.
| | - Mikk Espenberg
- University of Tartu, Institute of Ecology and Earth Sciences, Department of Geography, Tartu, Estonia
| | - Tyler L Anthony
- University of California, Berkeley, Department of Environmental Science, Policy and Management, Berkeley, CA, USA
| | | | - Alex C Valach
- Climate and Agriculture Group, Agroscope, Switzerland
| | | | - Whendee L Silver
- University of California, Berkeley, Department of Environmental Science, Policy and Management, Berkeley, CA, USA
| | - Ülo Mander
- University of Tartu, Institute of Ecology and Earth Sciences, Department of Geography, Tartu, Estonia
| | - Keit Kill
- University of Tartu, Institute of Ecology and Earth Sciences, Department of Geography, Tartu, Estonia
| | - Gavin McNicol
- Department of Earth and Environmental Sciences, University of Illinois at Chicago, Chicago, IL, USA
| | - Daphne Szutu
- University of California, Berkeley, Department of Environmental Science, Policy and Management, Berkeley, CA, USA
| | - Joseph Verfaillie
- University of California, Berkeley, Department of Environmental Science, Policy and Management, Berkeley, CA, USA
| | - Dennis D Baldocchi
- University of California, Berkeley, Department of Environmental Science, Policy and Management, Berkeley, CA, USA
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15
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Bueno de Mesquita CP, Zhou J, Theroux SM, Tringe SG. Methanogenesis and Salt Tolerance Genes of a Novel Halophilic Methanosarcinaceae Metagenome-Assembled Genome from a Former Solar Saltern. Genes (Basel) 2021; 12:genes12101609. [PMID: 34681003 PMCID: PMC8535929 DOI: 10.3390/genes12101609] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 10/05/2021] [Accepted: 10/09/2021] [Indexed: 12/12/2022] Open
Abstract
Anaerobic archaeal methanogens are key players in the global carbon cycle due to their role in the final stages of organic matter decomposition in anaerobic environments such as wetland sediments. Here we present the first draft metagenome-assembled genome (MAG) sequence of an unclassified Methanosarcinaceae methanogen phylogenetically placed adjacent to the Methanolobus and Methanomethylovorans genera that appears to be a distinct genus and species. The genome is derived from sediments of a hypersaline (97–148 ppt chloride) unrestored industrial saltern that has been observed to be a significant methane source. The source sediment is more saline than previous sources of Methanolobus and Methanomethylovorans. We propose a new genus name, Methanosalis, to house this genome, which we designate with the strain name SBSPR1A. The MAG was binned with CONCOCT and then improved via scaffold extension and reassembly. The genome contains pathways for methylotrophic methanogenesis from trimethylamine and dimethylamine, as well as genes for the synthesis and transport of compatible solutes. Some genes involved in acetoclastic and hydrogenotrophic methanogenesis are present, but those pathways appear incomplete in the genome. The MAG was more abundant in two former industrial salterns than in a nearby reference wetland and a restored wetland, both of which have much lower salinity levels, as well as significantly lower methane emissions than the salterns.
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Affiliation(s)
- Clifton P. Bueno de Mesquita
- Department of Energy, Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Jinglie Zhou
- Department of Energy, Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
| | - Susanna M. Theroux
- Southern California Coastal Water Research Project, Costa Mesa, CA 92626, USA;
| | - Susannah G. Tringe
- Department of Energy, Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (C.P.B.d.M.); (J.Z.)
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
- Correspondence:
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16
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Martin K, Schmidt K, Toseland A, Boulton CA, Barry K, Beszteri B, Brussaard CPD, Clum A, Daum CG, Eloe-Fadrosh E, Fong A, Foster B, Foster B, Ginzburg M, Huntemann M, Ivanova NN, Kyrpides NC, Lindquist E, Mukherjee S, Palaniappan K, Reddy TBK, Rizkallah MR, Roux S, Timmermans K, Tringe SG, van de Poll WH, Varghese N, Valentin KU, Lenton TM, Grigoriev IV, Leggett RM, Moulton V, Mock T. The biogeographic differentiation of algal microbiomes in the upper ocean from pole to pole. Nat Commun 2021; 12:5483. [PMID: 34531387 PMCID: PMC8446083 DOI: 10.1038/s41467-021-25646-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Accepted: 08/12/2021] [Indexed: 02/08/2023] Open
Abstract
Eukaryotic phytoplankton are responsible for at least 20% of annual global carbon fixation. Their diversity and activity are shaped by interactions with prokaryotes as part of complex microbiomes. Although differences in their local species diversity have been estimated, we still have a limited understanding of environmental conditions responsible for compositional differences between local species communities on a large scale from pole to pole. Here, we show, based on pole-to-pole phytoplankton metatranscriptomes and microbial rDNA sequencing, that environmental differences between polar and non-polar upper oceans most strongly impact the large-scale spatial pattern of biodiversity and gene activity in algal microbiomes. The geographic differentiation of co-occurring microbes in algal microbiomes can be well explained by the latitudinal temperature gradient and associated break points in their beta diversity, with an average breakpoint at 14 °C ± 4.3, separating cold and warm upper oceans. As global warming impacts upper ocean temperatures, we project that break points of beta diversity move markedly pole-wards. Hence, abrupt regime shifts in algal microbiomes could be caused by anthropogenic climate change.
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Affiliation(s)
- Kara Martin
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
- Earlham Institute, Norwich Research Park, Norwich, UK
| | - Katrin Schmidt
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
| | - Andrew Toseland
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
| | | | - Kerrie Barry
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Bánk Beszteri
- Department of Biology, University of Duisburg-Essen, Essen, Essen, Germany
| | | | - Alicia Clum
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Chris G Daum
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Emiley Eloe-Fadrosh
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Allison Fong
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
| | - Brian Foster
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Bryce Foster
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Michael Ginzburg
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
| | - Marcel Huntemann
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Natalia N Ivanova
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Nikos C Kyrpides
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Erika Lindquist
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Supratim Mukherjee
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Krishnaveni Palaniappan
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - T B K Reddy
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Mariam R Rizkallah
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
| | - Simon Roux
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Klaas Timmermans
- Royal Netherlands Institute for Sea Research, Texel, The Netherlands
| | - Susannah G Tringe
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Willem H van de Poll
- Centre for Isotope Research - Oceans, Energy and Sustainability Research Institute Groningen, Faculty of Science and Engineering, University of Groningen, AG Groningen, The Netherlands
| | - Neha Varghese
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Klaus U Valentin
- Alfred Wegener Institute for Polar and Marine Research, Bremerhaven, Germany
| | | | - Igor V Grigoriev
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Plant and Microbial Biology Department, University of California, Berkeley, CA, USA
| | | | - Vincent Moulton
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
| | - Thomas Mock
- School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK.
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17
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Lamit LJ, Romanowicz KJ, Potvin LR, Lennon JT, Tringe SG, Chimner RA, Kolka RK, Kane ES, Lilleskov EA. Peatland microbial community responses to plant functional group and drought are depth-dependent. Mol Ecol 2021; 30:5119-5136. [PMID: 34402116 DOI: 10.1111/mec.16125] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 07/14/2021] [Accepted: 07/27/2021] [Indexed: 12/27/2022]
Abstract
Peatlands store one-third of Earth's soil carbon, the stability of which is uncertain due to climate change-driven shifts in hydrology and vegetation, and consequent impacts on microbial communities that mediate decomposition. Peatland carbon cycling varies over steep physicochemical gradients characterizing vertical peat profiles. However, it is unclear how drought-mediated changes in plant functional groups (PFGs) and water table (WT) levels affect microbial communities at different depths. We combined a multiyear mesocosm experiment with community sequencing across a 70-cm depth gradient, to test the hypotheses that vascular PFGs (Ericaceae vs. sedges) and WT (high vs. low) structure peatland microbial communities in depth-dependent ways. Several key results emerged. (i) Both fungal and prokaryote (bacteria and archaea) community structure shifted with WT and PFG manipulation, but fungi were much more sensitive to PFG whereas prokaryotes were much more sensitive to WT. (ii) PFG effects were largely driven by Ericaceae, although sedge effects were evident in specific cases (e.g., methanotrophs). (iii) Treatment effects varied with depth: the influence of PFG was strongest in shallow peat (0-10, 10-20 cm), whereas WT effects were strongest at the surface and middle depths (0-10, 30-40 cm), and all treatment effects waned in the deepest peat (60-70 cm). Our results underline the depth-dependent and taxon-specific ways that plant communities and hydrologic variability shape peatland microbial communities, pointing to the importance of understanding how these factors integrate across soil profiles when examining peatland responses to climate change.
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Affiliation(s)
- Louis J Lamit
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, Michigan, USA
| | - Karl J Romanowicz
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, Michigan, USA
| | - Lynette R Potvin
- USDA Forest Service Northern Research Station, Houghton, Michigan, USA
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, Indiana, USA
| | - Susannah G Tringe
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Rodney A Chimner
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, Michigan, USA
| | - Randall K Kolka
- USDA Forest Service Northern Research Station, Grand Rapids, Minnesota, USA
| | - Evan S Kane
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, Michigan, USA.,USDA Forest Service Northern Research Station, Houghton, Michigan, USA
| | - Erik A Lilleskov
- USDA Forest Service Northern Research Station, Houghton, Michigan, USA
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18
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Affiliation(s)
- Benjamin J Cole
- Lawrence Berkeley National Laboratory and DOE Joint Genome Institute, Berkeley, CA, USA.
| | - Susannah G Tringe
- Lawrence Berkeley National Laboratory and DOE Joint Genome Institute, Berkeley, CA, USA.
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19
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Nayfach S, Roux S, Seshadri R, Udwary D, Varghese N, Schulz F, Wu D, Paez-Espino D, Chen IM, Huntemann M, Palaniappan K, Ladau J, Mukherjee S, Reddy TBK, Nielsen T, Kirton E, Faria JP, Edirisinghe JN, Henry CS, Jungbluth SP, Chivian D, Dehal P, Wood-Charlson EM, Arkin AP, Tringe SG, Visel A, Woyke T, Mouncey NJ, Ivanova NN, Kyrpides NC, Eloe-Fadrosh EA. Author Correction: A genomic catalog of Earth's microbiomes. Nat Biotechnol 2021; 39:521. [PMID: 33795890 PMCID: PMC8041621 DOI: 10.1038/s41587-021-00898-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
| | - Simon Roux
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | - Dongying Wu
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | - I-Min Chen
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | - T B K Reddy
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | | | - Sean P Jungbluth
- DOE Joint Genome Institute, Berkeley, CA, USA.,Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Dylan Chivian
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Paramvir Dehal
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Adam P Arkin
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Axel Visel
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | - Tanja Woyke
- DOE Joint Genome Institute, Berkeley, CA, USA
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20
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Nayfach S, Roux S, Seshadri R, Udwary D, Varghese N, Schulz F, Wu D, Paez-Espino D, Chen IM, Huntemann M, Palaniappan K, Ladau J, Mukherjee S, Reddy TBK, Nielsen T, Kirton E, Faria JP, Edirisinghe JN, Henry CS, Jungbluth SP, Chivian D, Dehal P, Wood-Charlson EM, Arkin AP, Tringe SG, Visel A, Woyke T, Mouncey NJ, Ivanova NN, Kyrpides NC, Eloe-Fadrosh EA. A genomic catalog of Earth's microbiomes. Nat Biotechnol 2021; 39:499-509. [PMID: 33169036 PMCID: PMC8041624 DOI: 10.1038/s41587-020-0718-6] [Citation(s) in RCA: 307] [Impact Index Per Article: 102.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Accepted: 09/28/2020] [Indexed: 01/02/2023]
Abstract
The reconstruction of bacterial and archaeal genomes from shotgun metagenomes has enabled insights into the ecology and evolution of environmental and host-associated microbiomes. Here we applied this approach to >10,000 metagenomes collected from diverse habitats covering all of Earth's continents and oceans, including metagenomes from human and animal hosts, engineered environments, and natural and agricultural soils, to capture extant microbial, metabolic and functional potential. This comprehensive catalog includes 52,515 metagenome-assembled genomes representing 12,556 novel candidate species-level operational taxonomic units spanning 135 phyla. The catalog expands the known phylogenetic diversity of bacteria and archaea by 44% and is broadly available for streamlined comparative analyses, interactive exploration, metabolic modeling and bulk download. We demonstrate the utility of this collection for understanding secondary-metabolite biosynthetic potential and for resolving thousands of new host linkages to uncultivated viruses. This resource underscores the value of genome-centric approaches for revealing genomic properties of uncultivated microorganisms that affect ecosystem processes.
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Affiliation(s)
| | - Simon Roux
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | - Dongying Wu
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | - I-Min Chen
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | - T B K Reddy
- DOE Joint Genome Institute, Berkeley, CA, USA
| | | | | | | | | | | | - Sean P Jungbluth
- DOE Joint Genome Institute, Berkeley, CA, USA
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Dylan Chivian
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Paramvir Dehal
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Adam P Arkin
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | | | - Axel Visel
- DOE Joint Genome Institute, Berkeley, CA, USA
| | - Tanja Woyke
- DOE Joint Genome Institute, Berkeley, CA, USA
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21
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Albanese D, Coleine C, Rota-Stabelli O, Onofri S, Tringe SG, Stajich JE, Selbmann L, Donati C. Pre-Cambrian roots of novel Antarctic cryptoendolithic bacterial lineages. Microbiome 2021; 9:63. [PMID: 33741058 PMCID: PMC7980648 DOI: 10.1186/s40168-021-01021-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Accepted: 02/02/2021] [Indexed: 05/25/2023]
Abstract
BACKGROUND Cryptoendolithic communities are microbial ecosystems dwelling inside porous rocks that are able to persist at the edge of the biological potential for life in the ice-free areas of the Antarctic desert. These regions include the McMurdo Dry Valleys, often accounted as the closest terrestrial counterpart of the Martian environment and thought to be devoid of life until the discovery of these cryptic life-forms. Despite their interest as a model for the early colonization by living organisms of terrestrial ecosystems and for adaptation to extreme conditions of stress, little is known about the evolution, diversity, and genetic makeup of bacterial species that reside in these environments. Using the Illumina Novaseq platform, we generated the first metagenomes from rocks collected in Continental Antarctica over a distance of about 350 km along an altitudinal transect from 834 up to 3100 m above sea level (a.s.l.). RESULTS A total of 497 draft bacterial genome sequences were assembled and clustered into 269 candidate species that lack a representative genome in public databases. Actinobacteria represent the most abundant phylum, followed by Chloroflexi and Proteobacteria. The "Candidatus Jiangella antarctica" has been recorded across all samples, suggesting a high adaptation and specialization of this species to the harshest Antarctic desert environment. The majority of these new species belong to monophyletic bacterial clades that diverged from related taxa in a range from 1.2 billion to 410 Ma and are functionally distinct from known related taxa. CONCLUSIONS Our findings significantly increase the repertoire of genomic data for several taxa and, to date, represent the first example of bacterial genomes recovered from endolithic communities. Their ancient origin seems to not be related to the geological history of the continent, rather they may represent evolutionary remnants of pristine clades that evolved across the Tonian glaciation. These unique genomic resources will underpin future studies on the structure, evolution, and function of these ecosystems at the edge of life. Video abstract.
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Affiliation(s)
- Davide Albanese
- Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38098 San Michele all’Adige, Italy
| | - Claudia Coleine
- Department of Ecological and Biological Sciences, University of Tuscia, Largo dell’Università, 01100 Viterbo, Italy
| | - Omar Rota-Stabelli
- Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38098 San Michele all’Adige, Italy
| | - Silvano Onofri
- Department of Ecological and Biological Sciences, University of Tuscia, Largo dell’Università, 01100 Viterbo, Italy
| | - Susannah G. Tringe
- Department of Energy Joint Genome Institute, One Cyclotron Road, Berkeley, CA 94720 USA
| | - Jason E. Stajich
- Department of Microbiology and Plant Pathology and Institute of Integrative Genome Biology, University of California, Watkins Drive 3401, Riverside, Riverside, CA 92507 USA
| | - Laura Selbmann
- Department of Ecological and Biological Sciences, University of Tuscia, Largo dell’Università, 01100 Viterbo, Italy
- Mycological Section, Italian Antarctic National Museum (MNA), Via al Porto Antico, 16128 Genoa, Italy
| | - Claudio Donati
- Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38098 San Michele all’Adige, Italy
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22
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Chiniquy D, Barnes EM, Zhou J, Hartman K, Li X, Sheflin A, Pella A, Marsh E, Prenni J, Deutschbauer AM, Schachtman DP, Tringe SG. Microbial Community Field Surveys Reveal Abundant Pseudomonas Population in Sorghum Rhizosphere Composed of Many Closely Related Phylotypes. Front Microbiol 2021; 12:598180. [PMID: 33767674 PMCID: PMC7985074 DOI: 10.3389/fmicb.2021.598180] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Accepted: 02/04/2021] [Indexed: 11/13/2022] Open
Abstract
While the root-associated microbiome is typically less diverse than the surrounding soil due to both plant selection and microbial competition for plant derived resources, it typically retains considerable complexity, harboring many hundreds of distinct bacterial species. Here, we report a time-dependent deviation from this trend in the rhizospheres of field grown sorghum. In this study, 16S rRNA amplicon sequencing was used to determine the impact of nitrogen fertilization on the development of the root-associated microbiomes of 10 sorghum genotypes grown in eastern Nebraska. We observed that early rhizosphere samples exhibit a significant reduction in overall diversity due to a high abundance of the bacterial genus Pseudomonas that occurred independent of host genotype in both high and low nitrogen fields and was not observed in the surrounding soil or associated root endosphere samples. When clustered at 97% identity, nearly all the Pseudomonas reads in this dataset were assigned to a single operational taxonomic unit (OTU); however, exact sequence variant (ESV)-level resolution demonstrated that this population comprised a large number of distinct Pseudomonas lineages. Furthermore, single-molecule long-read sequencing enabled high-resolution taxonomic profiling revealing further heterogeneity in the Pseudomonas lineages that was further confirmed using shotgun metagenomic sequencing. Finally, field soil enriched with specific carbon compounds recapitulated the increase in Pseudomonas, suggesting a possible connection between the enrichment of these Pseudomonas species and a plant-driven exudate profile.
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Affiliation(s)
- Dawn Chiniquy
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States.,Lawrence Berkeley National Laboratory, Environmental Genomics and Systems Biology Division, Department of Energy, Berkeley, CA, United States
| | - Elle M Barnes
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Jinglie Zhou
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Kyle Hartman
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Xiaohui Li
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States.,Lawrence Berkeley National Laboratory, Environmental Genomics and Systems Biology Division, Department of Energy, Berkeley, CA, United States.,Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, United States.,Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Amy Sheflin
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, United States
| | - Allyn Pella
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Ellen Marsh
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Jessica Prenni
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, United States
| | - Adam M Deutschbauer
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Daniel P Schachtman
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Susannah G Tringe
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States.,Lawrence Berkeley National Laboratory, Environmental Genomics and Systems Biology Division, Department of Energy, Berkeley, CA, United States
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23
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Shaw C, Brooke C, Hawley E, Connolly MP, Garcia JA, Harmon-Smith M, Shapiro N, Barton M, Tringe SG, Glavina del Rio T, Culley DE, Castenholz R, Hess M. Phototrophic Co-cultures From Extreme Environments: Community Structure and Potential Value for Fundamental and Applied Research. Front Microbiol 2020; 11:572131. [PMID: 33240229 PMCID: PMC7677454 DOI: 10.3389/fmicb.2020.572131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 10/13/2020] [Indexed: 11/25/2022] Open
Abstract
Cyanobacteria are found in most illuminated environments and are key players in global carbon and nitrogen cycling. Although significant efforts have been made to advance our understanding of this important phylum, still little is known about how members of the cyanobacteria affect and respond to changes in complex biological systems. This lack of knowledge is in part due to our dependence on pure cultures when determining the metabolism and function of a microorganism. We took advantage of the Culture Collection of Microorganisms from Extreme Environments (CCMEE), a collection of more than 1,000 publicly available photosynthetic co-cultures maintained at the Pacific Northwest National Laboratory, and assessed via 16S rRNA amplicon sequencing if samples readily available from public culture collection could be used in the future to generate new insights into the role of microbial communities in global and local carbon and nitrogen cycling. Results from this work support the existing notion that culture depositories in general hold the potential to advance fundamental and applied research. Although it remains to be seen if co-cultures can be used at large scale to infer roles of individual organisms, samples that are publicly available from existing co-cultures depositories, such as the CCMEE, might be an economical starting point for such studies. Access to archived biological samples, without the need for costly field work, might in some circumstances be one of the few remaining ways to advance the field and to generate new insights into the biology of ecosystems that are not easily accessible. The current COVID-19 pandemic, which makes sampling expeditions almost impossible without putting the health of the participating scientists on the line, is a very timely example.
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Affiliation(s)
- Claire Shaw
- Systems Microbiology and Natural Products Laboratory, University of California, Davis, Davis, CA, United States
| | - Charles Brooke
- Systems Microbiology and Natural Products Laboratory, University of California, Davis, Davis, CA, United States
| | | | - Morgan P. Connolly
- Microbiology Graduate Group, University of California, Davis, Davis, CA, United States
| | - Javier A. Garcia
- Biochemistry, Molecular, Cellular, and Developmental Biology Graduate Group, University of California, Davis, Davis, CA, United States
| | | | - Nicole Shapiro
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Michael Barton
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | - Susannah G. Tringe
- Department of Energy, Joint Genome Institute, Berkeley, CA, United States
| | | | | | | | - Matthias Hess
- Systems Microbiology and Natural Products Laboratory, University of California, Davis, Davis, CA, United States
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24
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Hagen LH, Brooke CG, Shaw CA, Norbeck AD, Piao H, Arntzen MØ, Olson HM, Copeland A, Isern N, Shukla A, Roux S, Lombard V, Henrissat B, O'Malley MA, Grigoriev IV, Tringe SG, Mackie RI, Pasa-Tolic L, Pope PB, Hess M. Proteome specialization of anaerobic fungi during ruminal degradation of recalcitrant plant fiber. ISME J 2020; 15:421-434. [PMID: 32929206 PMCID: PMC8026616 DOI: 10.1038/s41396-020-00769-x] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 08/21/2020] [Accepted: 09/02/2020] [Indexed: 12/17/2022]
Abstract
The rumen harbors a complex microbial mixture of archaea, bacteria, protozoa, and fungi that efficiently breakdown plant biomass and its complex dietary carbohydrates into soluble sugars that can be fermented and subsequently converted into metabolites and nutrients utilized by the host animal. While rumen bacterial populations have been well documented, only a fraction of the rumen eukarya are taxonomically and functionally characterized, despite the recognition that they contribute to the cellulolytic phenotype of the rumen microbiota. To investigate how anaerobic fungi actively engage in digestion of recalcitrant fiber that is resistant to degradation, we resolved genome-centric metaproteome and metatranscriptome datasets generated from switchgrass samples incubated for 48 h in nylon bags within the rumen of cannulated dairy cows. Across a gene catalog covering anaerobic rumen bacteria, fungi and viruses, a significant portion of the detected proteins originated from fungal populations. Intriguingly, the carbohydrate-active enzyme (CAZyme) profile suggested a domain-specific functional specialization, with bacterial populations primarily engaged in the degradation of hemicelluloses, whereas fungi were inferred to target recalcitrant cellulose structures via the detection of a number of endo- and exo-acting enzymes belonging to the glycoside hydrolase (GH) family 5, 6, 8, and 48. Notably, members of the GH48 family were amongst the highest abundant CAZymes and detected representatives from this family also included dockerin domains that are associated with fungal cellulosomes. A eukaryote-selected metatranscriptome further reinforced the contribution of uncultured fungi in the ruminal degradation of recalcitrant fibers. These findings elucidate the intricate networks of in situ recalcitrant fiber deconstruction, and importantly, suggest that the anaerobic rumen fungi contribute a specific set of CAZymes that complement the enzyme repertoire provided by the specialized plant cell wall degrading rumen bacteria.
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Affiliation(s)
- Live H Hagen
- Faculty of Biotechnology, Chemistry and Food Science, Norwegian University of Life Sciences, Aas, Norway.
| | | | | | | | - Hailan Piao
- Washington State University, Richland, WA, USA
| | - Magnus Ø Arntzen
- Faculty of Biotechnology, Chemistry and Food Science, Norwegian University of Life Sciences, Aas, Norway
| | - Heather M Olson
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, CA, USA
| | - Alex Copeland
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Nancy Isern
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, CA, USA
| | - Anil Shukla
- Pacific Northwest National Laboratory, Richland, WA, USA
| | - Simon Roux
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Vincent Lombard
- CNRS, UMR 7257, Université Aix-Marseille, 13288, Marseille, France.,Institut National de la Recherche Agronomique, USC 1408 Architecture et Fonction des Macromolécules Biologiques, 13288, Marseille, France
| | - Bernard Henrissat
- CNRS, UMR 7257, Université Aix-Marseille, 13288, Marseille, France.,Institut National de la Recherche Agronomique, USC 1408 Architecture et Fonction des Macromolécules Biologiques, 13288, Marseille, France.,Department of Biological Sciences, King Abdulaziz University, Jeddah, 21589, Saudi Arabia
| | - Michelle A O'Malley
- Department of Chemical Engineering, University of California, Santa Barbara, CA, USA
| | - Igor V Grigoriev
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.,Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
| | - Susannah G Tringe
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Roderick I Mackie
- Department of Animal Science, University of Illinois, Urbana-Champaign, IL, USA
| | - Ljiljana Pasa-Tolic
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, CA, USA
| | - Phillip B Pope
- Faculty of Biotechnology, Chemistry and Food Science, Norwegian University of Life Sciences, Aas, Norway.,Faculty of Biosciences, Norwegian University of Life Sciences, Aas, Norway
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25
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Acharya SM, Chakraborty R, Tringe SG. Emerging Trends in Biological Treatment of Wastewater From Unconventional Oil and Gas Extraction. Front Microbiol 2020; 11:569019. [PMID: 33013800 PMCID: PMC7509137 DOI: 10.3389/fmicb.2020.569019] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 08/19/2020] [Indexed: 01/16/2023] Open
Abstract
Unconventional oil and gas exploration generates an enormous quantity of wastewater, commonly referred to as flowback and produced water (FPW). Limited freshwater resources and stringent disposal regulations have provided impetus for FPW reuse. Organic and inorganic compounds released from the shale/brine formation, microbial activity, and residual chemicals added during hydraulic fracturing bestow a unique as well as temporally varying chemical composition to this wastewater. Studies indicate that many of the compounds found in FPW are amenable to biological degradation, indicating biological treatment may be a viable option for FPW processing and reuse. This review discusses commonly characterized contaminants and current knowledge on their biodegradability, including the enzymes and organisms involved. Further, a perspective on recent novel hybrid biological treatments and application of knowledge gained from omics studies in improving these treatments is explored.
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Affiliation(s)
- Shwetha M Acharya
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Romy Chakraborty
- Department of Ecology, Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Susannah G Tringe
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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26
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Ortiz Y, Restrepo C, Vilanova-Cuevas B, Santiago-Valentin E, Tringe SG, Godoy-Vitorino F. Geology and climate influence rhizobiome composition of the phenotypically diverse tropical tree Tabebuia heterophylla. PLoS One 2020; 15:e0231083. [PMID: 32255799 PMCID: PMC7138329 DOI: 10.1371/journal.pone.0231083] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Accepted: 03/17/2020] [Indexed: 11/19/2022] Open
Abstract
Plant-associated microbial communities have diverse phenotypic effects on their hosts that are only beginning to be revealed. We hypothesized that morpho-physiological variations in the tropical tree Tabebuia heterophylla, observed on different geological substrates, arise in part due to microbial processes in the rhizosphere. We characterized the microbiota of the rhizosphere and soil communities associated with T. heterophylla trees in high and low altitude sites (with varying temperature and precipitation) of volcanic, karst and serpentine geologies across Puerto Rico. We sampled 6 areas across the island in three geological materials including volcanic, serpentine and karst soils. Collection was done in 2 elevations (>450m and 0-300m high), that included 3 trees for each site and 4 replicate soil samples per tree of both bulk and rhizosphere. Genomic DNA was extracted from 144 samples, and 16S rRNA V4 sequencing was performed on the Illumina MiSeq platform. Proteobacteria, Actinobacteria, and Verrucomicrobia were the most dominant phyla, and microbiomes clustered by geological substrate and elevation. Volcanic samples were enriched in Verrucomicrobia; karst was dominated by nitrogen-fixing Proteobacteria, and serpentine sites harbored the most diverse communities, with dominant Cyanobacteria. Sites with similar climates but differing geologies showed significant differences on rhizobiota diversity and composition demonstrating the importance of geology in shaping the rhizosphere microbiota, with implications for the plant's phenotype. Our study sheds light on the combined role of geology and climate in the rhizosphere microbial consortia, likely contributing to the phenotypic plasticity of the trees.
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Affiliation(s)
- Yakshi Ortiz
- Department of Biology, University of Puerto Rico, San Juan, Puerto Rico
| | - Carla Restrepo
- Department of Biology, University of Puerto Rico, San Juan, Puerto Rico
| | - Brayan Vilanova-Cuevas
- Department of Microbiology and Medical Zoology, University of Puerto Rico, School of Medicine, San Juan, Puerto Rico
| | | | - Susannah G. Tringe
- Department of Energy, Joint Genome Institute, Walnut Creek, California, United States of America
| | - Filipa Godoy-Vitorino
- Department of Microbiology and Medical Zoology, University of Puerto Rico, School of Medicine, San Juan, Puerto Rico
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27
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Nuccio EE, Starr E, Karaoz U, Brodie EL, Zhou J, Tringe SG, Malmstrom RR, Woyke T, Banfield JF, Firestone MK, Pett-Ridge J. Niche differentiation is spatially and temporally regulated in the rhizosphere. ISME J 2020; 14:999-1014. [PMID: 31953507 PMCID: PMC7082339 DOI: 10.1038/s41396-019-0582-x] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2019] [Revised: 10/28/2019] [Accepted: 12/18/2019] [Indexed: 01/14/2023]
Abstract
The rhizosphere is a hotspot for microbial carbon transformations, and is the entry point for root polysaccharides and polymeric carbohydrates that are important precursors to soil organic matter (SOM). However, the ecological mechanisms that underpin rhizosphere carbohydrate depolymerization are poorly understood. Using Avena fatua, a common annual grass, we analyzed time-resolved metatranscriptomes to compare microbial functions in rhizosphere, detritusphere, and combined rhizosphere-detritusphere habitats. Transcripts were binned using a unique reference database generated from soil isolate genomes, single-cell amplified genomes, metagenomes, and stable isotope probing metagenomes. While soil habitat significantly affected both community composition and overall gene expression, the succession of microbial functions occurred at a faster time scale than compositional changes. Using hierarchical clustering of upregulated decomposition genes, we identified four distinct microbial guilds populated by taxa whose functional succession patterns suggest specialization for substrates provided by fresh growing roots, decaying root detritus, the combination of live and decaying root biomass, or aging root material. Carbohydrate depolymerization genes were consistently upregulated in the rhizosphere, and both taxonomic and functional diversity were highest in the combined rhizosphere-detritusphere, suggesting coexistence of rhizosphere guilds is facilitated by niche differentiation. Metatranscriptome-defined guilds provide a framework to model rhizosphere succession and its consequences for soil carbon cycling.
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Affiliation(s)
- Erin E Nuccio
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, 94551, USA.
| | - Evan Starr
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, 94720, USA
| | - Ulas Karaoz
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Eoin L Brodie
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA, 94720, USA
| | - Jizhong Zhou
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma, Norman, OK, 73019, USA
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, 100084, China
| | - Susannah G Tringe
- Department of Energy Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Rex R Malmstrom
- Department of Energy Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Tanja Woyke
- Department of Energy Joint Genome Institute, Berkeley, CA, 94720, USA
| | - Jillian F Banfield
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA, 94720, USA
| | - Mary K Firestone
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Environmental Science, Policy and Management, University of California, Berkeley, CA, 94720, USA
| | - Jennifer Pett-Ridge
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA, 94551, USA.
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28
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Al-Shayeb B, Sachdeva R, Chen LX, Ward F, Munk P, Devoto A, Castelle CJ, Olm MR, Bouma-Gregson K, Amano Y, He C, Méheust R, Brooks B, Thomas A, Lavy A, Matheus-Carnevali P, Sun C, Goltsman DSA, Borton MA, Sharrar A, Jaffe AL, Nelson TC, Kantor R, Keren R, Lane KR, Farag IF, Lei S, Finstad K, Amundson R, Anantharaman K, Zhou J, Probst AJ, Power ME, Tringe SG, Li WJ, Wrighton K, Harrison S, Morowitz M, Relman DA, Doudna JA, Lehours AC, Warren L, Cate JHD, Santini JM, Banfield JF. Clades of huge phages from across Earth's ecosystems. Nature 2020; 578:425-431. [PMID: 32051592 PMCID: PMC7162821 DOI: 10.1038/s41586-020-2007-4] [Citation(s) in RCA: 221] [Impact Index Per Article: 55.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 01/02/2020] [Indexed: 12/31/2022]
Abstract
Bacteriophages typically have small genomes1 and depend on their bacterial hosts for replication2. Here we sequenced DNA from diverse ecosystems and found hundreds of phage genomes with lengths of more than 200 kilobases (kb), including a genome of 735 kb, which is-to our knowledge-the largest phage genome to be described to date. Thirty-five genomes were manually curated to completion (circular and no gaps). Expanded genetic repertoires include diverse and previously undescribed CRISPR-Cas systems, transfer RNAs (tRNAs), tRNA synthetases, tRNA-modification enzymes, translation-initiation and elongation factors, and ribosomal proteins. The CRISPR-Cas systems of phages have the capacity to silence host transcription factors and translational genes, potentially as part of a larger interaction network that intercepts translation to redirect biosynthesis to phage-encoded functions. In addition, some phages may repurpose bacterial CRISPR-Cas systems to eliminate competing phages. We phylogenetically define the major clades of huge phages from human and other animal microbiomes, as well as from oceans, lakes, sediments, soils and the built environment. We conclude that the large gene inventories of huge phages reflect a conserved biological strategy, and that the phages are distributed across a broad bacterial host range and across Earth's ecosystems.
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Affiliation(s)
- Basem Al-Shayeb
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Rohan Sachdeva
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Lin-Xing Chen
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Fred Ward
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Patrick Munk
- National Food Institute, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Audra Devoto
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Cindy J Castelle
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Matthew R Olm
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Keith Bouma-Gregson
- Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
| | - Yuki Amano
- Nuclear Fuel Cycle Engineering Laboratories, Japan Atomic Energy Agency, Tokai-mura, Japan
| | - Christine He
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Raphaël Méheust
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Brandon Brooks
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Alex Thomas
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Adi Lavy
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | | | - Christine Sun
- Department of Microbiology & Immunology, Stanford University, Stanford, CA, USA
| | | | - Mikayla A Borton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Allison Sharrar
- Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
| | - Alexander L Jaffe
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Tara C Nelson
- Department of Civil and Mineral Engineering, University of Toronto, Toronto, Ontario, Canada
| | - Rose Kantor
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Ray Keren
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Katherine R Lane
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Ibrahim F Farag
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Shufei Lei
- Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
| | - Kari Finstad
- Environmental Science, Policy and Management, University of California Berkeley, Berkeley, CA, USA
| | - Ronald Amundson
- Environmental Science, Policy and Management, University of California Berkeley, Berkeley, CA, USA
| | - Karthik Anantharaman
- Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA
| | | | - Alexander J Probst
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Mary E Power
- Integrative Biology, University of California Berkeley, Berkeley, CA, USA
| | | | - Wen-Jun Li
- School of Life Sciences, Sun Yat-Sen University, Guangzhou, China
| | - Kelly Wrighton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Sue Harrison
- Centre for Bioprocess Engineering Research, University of Cape Town, Cape Town, South Africa
| | - Michael Morowitz
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - David A Relman
- Department of Microbiology & Immunology, Stanford University, Stanford, CA, USA
| | - Jennifer A Doudna
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Anne-Catherine Lehours
- Laboratoire Microorganismes: Génome et Environnement, Université Clermont Auvergne, CNRS, Clermont-Ferrand, France
| | - Lesley Warren
- Department of Civil and Mineral Engineering, University of Toronto, Toronto, Ontario, Canada
| | - Jamie H D Cate
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA
| | - Joanne M Santini
- Institute of Structural and Molecular Biology, University College London, London, UK
| | - Jillian F Banfield
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA, USA.
- Earth and Planetary Science, University of California Berkeley, Berkeley, CA, USA.
- Environmental Science, Policy and Management, University of California Berkeley, Berkeley, CA, USA.
- School of Earth Sciences, University of Melbourne, Melbourne, Victoria, Australia.
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29
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Khan MAW, Bohannan BJM, Nüsslein K, Tiedje JM, Tringe SG, Parlade E, Barberán A, Rodrigues JLM. Deforestation impacts network co-occurrence patterns of microbial communities in Amazon soils. FEMS Microbiol Ecol 2019; 95:5211045. [PMID: 30481288 PMCID: PMC6294608 DOI: 10.1093/femsec/fiy230] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Accepted: 11/26/2018] [Indexed: 01/28/2023] Open
Abstract
Co-occurrence networks allow for the identification of potential associations among species, which may be important for understanding community assembly and ecosystem functions. We employed this strategy to examine prokaryotic co-occurrence patterns in the Amazon soils and the response of these patterns to land use change to pasture, with the hypothesis that altered microbial composition due to deforestation will mirror the co-occurrence patterns across prokaryotic taxa. In this study, we calculated Spearman correlations between operational taxonomic units (OTUs) as determined by 16S rRNA gene sequencing, and only robust correlations were considered for network construction (-0.80 ≥ P ≥ 0.80, adjusted P < 0.01). The constructed network represents distinct forest and pasture components, with altered compositional and topological features. A comparative analysis between two representative modules of these contrasting ecosystems revealed novel information regarding changes to metabolic pathways related to nitrogen cycling. Our results showed that soil physicochemical properties such as temperature, C/N and H++Al3+ had a significant impact on prokaryotic communities, with alterations to network topologies. Taken together, changes in co-occurrence patterns and physicochemical properties may contribute to ecosystem processes including nitrification and denitrification, two important biogeochemical processes occurring in tropical forest systems.
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Affiliation(s)
- M A Wadud Khan
- Department of Biology, University of Texas, Arlington, TX 76019, USA
| | | | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts, Amherst, MA 01003, USA
| | - James M Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI 48824, USA
| | - Susannah G Tringe
- Joint Genome Institute, United States Department of Energy, Walnut Creek, CA 94598, USA.,Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Eloi Parlade
- Department of Land, Air and Water Resources, University of California - Davis, Davis, CA 95616, USA
| | - Albert Barberán
- Department of Soil, Water and Environmental Science, University of Arizona, Tucson, AZ 85721, USA
| | - Jorge L M Rodrigues
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Department of Land, Air and Water Resources, University of California - Davis, Davis, CA 95616, USA
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30
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Paez-Espino D, Zhou J, Roux S, Nayfach S, Pavlopoulos GA, Schulz F, McMahon KD, Walsh D, Woyke T, Ivanova NN, Eloe-Fadrosh EA, Tringe SG, Kyrpides NC. Diversity, evolution, and classification of virophages uncovered through global metagenomics. Microbiome 2019; 7:157. [PMID: 31823797 PMCID: PMC6905037 DOI: 10.1186/s40168-019-0768-5] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Accepted: 11/11/2019] [Indexed: 05/19/2023]
Abstract
BACKGROUND Virophages are small viruses with double-stranded DNA genomes that replicate along with giant viruses and co-infect eukaryotic cells. Due to the paucity of virophage reference genomes, a collective understanding of the global virophage diversity, distribution, and evolution is lacking. RESULTS Here we screened a public collection of over 14,000 metagenomes using the virophage-specific major capsid protein (MCP) as "bait." We identified 44,221 assembled virophage sequences, of which 328 represent high-quality (complete or near-complete) genomes from diverse habitats including the human gut, plant rhizosphere, and terrestrial subsurface. Comparative genomic analysis confirmed the presence of four core genes in a conserved block. We used these genes to establish a revised virophage classification including 27 clades with consistent genome length, gene content, and habitat distribution. Moreover, for eight high-quality virophage genomes, we computationally predicted putative eukaryotic virus hosts. CONCLUSION Overall, our approach has increased the number of known virophage genomes by 10-fold and revealed patterns of genome evolution and global virophage distribution. We anticipate that the expanded diversity presented here will provide the backbone for further virophage studies.
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Affiliation(s)
- David Paez-Espino
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Jinglie Zhou
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Simon Roux
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Stephen Nayfach
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Georgios A. Pavlopoulos
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
- BSRC “Alexander Fleming”, 34 Fleming Street, Vari, 16672 Athens, Greece
| | - Frederik Schulz
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Katherine D. McMahon
- Departments of Civil and Environmental Engineering and Bacteriology, University of Wisconsin Madison, 1550 Linden Drive, Madison, WI 53726 USA
| | - David Walsh
- Department of Biology, Concordia University, 7141 Sherbrooke St. West, Montreal, QC, H4B 1R6 Canada
| | - Tanja Woyke
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Natalia N. Ivanova
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Emiley A. Eloe-Fadrosh
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Susannah G. Tringe
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
| | - Nikos C. Kyrpides
- Department of Energy, Joint Genome Institute, 2800 Mitchell Dr., Walnut Creek, 94598 USA
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31
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Affiliation(s)
- Susannah G. Tringe
- U.S. Department of Energy (DOE) Joint Genome Institute, Walnut Creek, CA 94598, USA
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32
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Hartman K, Tringe SG. Interactions between plants and soil shaping the root microbiome under abiotic stress. Biochem J 2019; 476:2705-2724. [PMID: 31654057 PMCID: PMC6792034 DOI: 10.1042/bcj20180615] [Citation(s) in RCA: 97] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Revised: 08/24/2019] [Accepted: 09/12/2019] [Indexed: 01/06/2023]
Abstract
Plants growing in soil develop close associations with soil microorganisms, which inhabit the areas around, on, and inside their roots. These microbial communities and their associated genes - collectively termed the root microbiome - are diverse and have been shown to play an important role in conferring abiotic stress tolerance to their plant hosts. In light of growing concerns over the threat of water and nutrient stress facing terrestrial ecosystems, especially those used for agricultural production, increased emphasis has been placed on understanding how abiotic stress conditions influence the composition and functioning of the root microbiome and the ultimate consequences for plant health. However, the composition of the root microbiome under abiotic stress conditions will not only reflect shifts in the greater bulk soil microbial community from which plants recruit their root microbiome but also plant responses to abiotic stress, which include changes in root exudate profiles and morphology. Exploring the relative contributions of these direct and plant-mediated effects on the root microbiome has been the focus of many studies in recent years. Here, we review the impacts of abiotic stress affecting terrestrial ecosystems, specifically flooding, drought, and changes in nitrogen and phosphorus availability, on bulk soil microbial communities and plants that interact to ultimately shape the root microbiome. We conclude with a perspective outlining possible directions for future research needed to advance our understanding of the complex molecular and biochemical interactions between soil, plants, and microbes that ultimately determine the composition of the root microbiome under abiotic stress.
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Affiliation(s)
- Kyle Hartman
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA 94598, U.S.A
| | - Susannah G. Tringe
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA 94598, U.S.A
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, U.S.A
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33
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Davenport EJ, Neudeck MJ, Matson PG, Bullerjahn GS, Davis TW, Wilhelm SW, Denney MK, Krausfeldt LE, Stough JMA, Meyer KA, Dick GJ, Johengen TH, Lindquist E, Tringe SG, McKay RML. Metatranscriptomic Analyses of Diel Metabolic Functions During a Microcystis Bloom in Western Lake Erie (United States). Front Microbiol 2019; 10:2081. [PMID: 31551998 PMCID: PMC6746948 DOI: 10.3389/fmicb.2019.02081] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 08/23/2019] [Indexed: 12/02/2022] Open
Abstract
This study examined diel shifts in metabolic functions of Microcystis spp. during a 48-h Lagrangian survey of a toxin-producing cyanobacterial bloom in western Lake Erie in the aftermath of the 2014 Toledo Water Crisis. Transcripts mapped to the genomes of recently sequenced lower Great Lakes Microcystis isolates showed distinct patterns of gene expression between samples collected across day (10:00 h, 16:00 h) and night (22:00 h, 04:00 h). Daytime transcripts were enriched in functions related to Photosystem II (e.g., psbA), nitrogen and phosphate acquisition, cell division (ftsHZ), heat shock response (dnaK, groEL), and uptake of inorganic carbon (rbc, bicA). Genes transcribed during nighttime included those involved in phycobilisome protein synthesis and Photosystem I core subunits. Hierarchical clustering and principal component analysis (PCA) showed a tightly clustered group of nighttime expressed genes, whereas daytime transcripts were separated from each other over the 48-h duration. Lack of uniform clustering within the daytime transcripts suggested that the partitioning of gene expression in Microcystis is dependent on both circadian regulation and physicochemical changes within the environment.
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Affiliation(s)
- Emily J. Davenport
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States,Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, MI, United States
| | - Michelle J. Neudeck
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States
| | - Paul G. Matson
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States
| | - George S. Bullerjahn
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States,*Correspondence: George S. Bullerjahn,
| | - Timothy W. Davis
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States
| | - Steven W. Wilhelm
- Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Maddie K. Denney
- Graduate School of Genome Science and Technology, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Lauren E. Krausfeldt
- Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Joshua M. A. Stough
- Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Kevin A. Meyer
- Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, MI, United States,Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Gregory J. Dick
- Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Thomas H. Johengen
- Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, MI, United States
| | - Erika Lindquist
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA, United States
| | - Susannah G. Tringe
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA, United States
| | - Robert Michael L. McKay
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States,Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, Canada
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34
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Mao X, Stenuit B, Tremblay J, Yu K, Tringe SG, Alvarez-Cohen L. Structural dynamics and transcriptomic analysis of Dehalococcoides mccartyi within a TCE-Dechlorinating community in a completely mixed flow reactor. Water Res 2019; 158:146-156. [PMID: 31035191 PMCID: PMC7053656 DOI: 10.1016/j.watres.2019.04.038] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 04/10/2019] [Accepted: 04/15/2019] [Indexed: 05/13/2023]
Abstract
A trichloroethene (TCE)-dechlorinating community (CANAS) maintained in a completely mixed flow reactor was established from a semi-batch enrichment culture (ANAS) and was monitored for 400 days at a low solids retention time (SRT) under electron acceptor limitation. Around 85% of TCE supplied to CANAS (0.13 mmol d-1) was converted to ethene at a rate of 0.1 mmol d-1, with detection of low production rates of vinyl chloride (6.8 × 10-3 mmol d-1) and cis-dichloroethene (2.3 × 10-3 mmol d-1). Two distinct Dehalococcoides mccartyi strains (ANAS1 and ANAS2) were stably maintained at 6.2 ± 2.8 × 108 cells mL-1 and 5.8 ± 1.2 × 108 cells mL-1, respectively. Electron balance analysis showed 107% electron recovery, in which 6.1% were involved in dechlorination. 16 S rRNA amplicon sequencing revealed a structural regime shift between ANAS and CANAS while maintaining robust TCE dechlorination due to similar relative abundances of D. mccartyi and functional redundancy among each functional guild supporting D. mccartyi activity. D. mccartyi transcriptomic analysis identified the genes encoding for ribosomal RNA and the reductive dehalogenases tceA and vcrA as the most expressed genes in CANAS, while hup and vhu were the most critical hydrogenases utilized by D. mccartyi in the community.
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Affiliation(s)
- Xinwei Mao
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, 94720-1710, USA
| | - Benoit Stenuit
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, 94720-1710, USA
| | | | - Ke Yu
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, 94720-1710, USA
| | - Susannah G Tringe
- DOE Joint Genome Institute, Walnut Creek, CA, USA; Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Lisa Alvarez-Cohen
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, 94720-1710, USA; Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA.
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35
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Mackelprang R, Grube AM, Lamendella R, Jesus EDC, Copeland A, Liang C, Jackson RD, Rice CW, Kapucija S, Parsa B, Tringe SG, Tiedje JM, Jansson JK. Microbial Community Structure and Functional Potential in Cultivated and Native Tallgrass Prairie Soils of the Midwestern United States. Front Microbiol 2018; 9:1775. [PMID: 30158906 PMCID: PMC6104126 DOI: 10.3389/fmicb.2018.01775] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Accepted: 07/16/2018] [Indexed: 11/19/2022] Open
Abstract
The North American prairie covered about 3.6 million-km2 of the continent prior to European contact. Only 1-2% of the original prairie remains, but the soils that developed under these prairies are some of the most productive and fertile in the world, containing over 35% of the soil carbon in the continental United States. Cultivation may alter microbial diversity and composition, influencing the metabolism of carbon, nitrogen, and other elements. Here, we explored the structure and functional potential of the soil microbiome in paired cultivated-corn (at the time of sampling) and never-cultivated native prairie soils across a three-states transect (Wisconsin, Iowa, and Kansas) using metagenomic and 16S rRNA gene sequencing and lipid analysis. At the Wisconsin site, we also sampled adjacent restored prairie and switchgrass plots. We found that agricultural practices drove differences in community composition and diversity across the transect. Microbial biomass in prairie samples was twice that of cultivated soils, but alpha diversity was higher with cultivation. Metagenome analyses revealed denitrification and starch degradation genes were abundant across all soils, as were core genes involved in response to osmotic stress, resource transport, and environmental sensing. Together, these data indicate that cultivation shifted the microbiome in consistent ways across different regions of the prairie, but also suggest that many functions are resilient to changes caused by land management practices - perhaps reflecting adaptations to conditions common to tallgrass prairie soils in the region (e.g., soil type, parent material, development under grasses, temperature and rainfall patterns, and annual freeze-thaw cycles). These findings are important for understanding the long-term consequences of land management practices to prairie soil microbial communities and their genetic potential to carry out key functions.
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Affiliation(s)
- Rachel Mackelprang
- Department of Biology, California State University, Northridge, Northridge, CA, United States
| | - Alyssa M. Grube
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | - Regina Lamendella
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | - Ederson da C. Jesus
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
- Great Lakes Bioenergy Research Center, U.S. Department of Energy, University of Wisconsin–Madison, Madison, WI, United States
| | - Alex Copeland
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA, United States
| | - Chao Liang
- Great Lakes Bioenergy Research Center, U.S. Department of Energy, University of Wisconsin–Madison, Madison, WI, United States
- Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, China
| | - Randall D. Jackson
- Great Lakes Bioenergy Research Center, U.S. Department of Energy, University of Wisconsin–Madison, Madison, WI, United States
- Department of Agronomy, University of Wisconsin–Madison, Madison, WI, United States
| | - Charles W. Rice
- Department of Agronomy, Kansas State University, Manhattan, KS, United States
| | - Stefanie Kapucija
- Department of Biology, California State University, Northridge, Northridge, CA, United States
| | - Bayan Parsa
- Department of Biology, California State University, Northridge, Northridge, CA, United States
| | - Susannah G. Tringe
- U.S. Department of Energy Joint Genome Institute, Walnut Creek, CA, United States
| | - James M. Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
- Great Lakes Bioenergy Research Center, U.S. Department of Energy, University of Wisconsin–Madison, Madison, WI, United States
| | - Janet K. Jansson
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
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36
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Kroeger ME, Delmont TO, Eren AM, Meyer KM, Guo J, Khan K, Rodrigues JLM, Bohannan BJM, Tringe SG, Borges CD, Tiedje JM, Tsai SM, Nüsslein K. New Biological Insights Into How Deforestation in Amazonia Affects Soil Microbial Communities Using Metagenomics and Metagenome-Assembled Genomes. Front Microbiol 2018; 9:1635. [PMID: 30083144 PMCID: PMC6064768 DOI: 10.3389/fmicb.2018.01635] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 06/30/2018] [Indexed: 11/17/2022] Open
Abstract
Deforestation in the Brazilian Amazon occurs at an alarming rate, which has broad effects on global greenhouse gas emissions, carbon storage, and biogeochemical cycles. In this study, soil metagenomes and metagenome-assembled genomes (MAGs) were analyzed for alterations to microbial community composition, functional groups, and putative physiology as it related to land-use change and tropical soil. A total of 28 MAGs were assembled encompassing 10 phyla, including both dominant and rare biosphere lineages. Amazon Acidobacteria subdivision 3, Melainabacteria, Microgenomates, and Parcubacteria were found exclusively in pasture soil samples, while Candidatus Rokubacteria was predominant in the adjacent rainforest soil. These shifts in relative abundance between land-use types were supported by the different putative physiologies and life strategies employed by the taxa. This research provides unique biological insights into candidate phyla in tropical soil and how deforestation may impact the carbon cycle and affect climate change.
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Affiliation(s)
- Marie E Kroeger
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Tom O Delmont
- Department of Medicine, University of Chicago, Chicago, IL, United States
| | - A M Eren
- Department of Medicine, University of Chicago, Chicago, IL, United States.,Josephine Bay Paul Center, Marine Biological Laboratory, Woods Hole, MA, United States
| | - Kyle M Meyer
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | - Jiarong Guo
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Kiran Khan
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
| | - Jorge L M Rodrigues
- Department of Land, Air, and Water Resources, University of California, Davis, Davis, CA, United States
| | - Brendan J M Bohannan
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR, United States
| | | | - Clovis D Borges
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - James M Tiedje
- Center for Microbial Ecology, Michigan State University, East Lansing, MI, United States
| | - Siu M Tsai
- Centro de Energia Nuclear na Agricultura, University of São Paulo, Piracicaba, Brazil
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts Amherst, Amherst, MA, United States
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37
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Bowers RM, Kyrpides NC, Stepanauskas R, Harmon-Smith M, Doud D, Reddy TBK, Schulz F, Jarett J, Rivers AR, Eloe-Fadrosh EA, Tringe SG, Ivanova NN, Copeland A, Clum A, Becraft ED, Malmstrom RR, Birren B, Podar M, Bork P, Weinstock GM, Garrity GM, Dodsworth JA, Yooseph S, Sutton G, Glöckner FO, Gilbert JA, Nelson WC, Hallam SJ, Jungbluth SP, Ettema TJG, Tighe S, Konstantinidis KT, Liu WT, Baker BJ, Rattei T, Eisen JA, Hedlund B, McMahon KD, Fierer N, Knight R, Finn R, Cochrane G, Karsch-Mizrachi I, Tyson GW, Rinke C, Lapidus A, Meyer F, Yilmaz P, Parks DH, Eren AM, Schriml L, Banfield JF, Hugenholtz P, Woyke T. Corrigendum: Minimum information about a single amplified genome (MISAG) and a metagenome-assembled genome (MIMAG) of bacteria and archaea. Nat Biotechnol 2018; 36:660. [PMID: 29979671 PMCID: PMC7608355 DOI: 10.1038/nbt0718-660a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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38
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Sieber CMK, Probst AJ, Sharrar A, Thomas BC, Hess M, Tringe SG, Banfield JF. Recovery of genomes from metagenomes via a dereplication, aggregation and scoring strategy. Nat Microbiol 2018; 3:836-843. [PMID: 29807988 PMCID: PMC6786971 DOI: 10.1038/s41564-018-0171-1] [Citation(s) in RCA: 603] [Impact Index Per Article: 100.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Accepted: 04/27/2018] [Indexed: 11/30/2022]
Abstract
Microbial communities are critical to ecosystem function. A key objective of metagenomic studies is to analyse organism-specific metabolic pathways and reconstruct community interaction networks. This requires accurate assignment of assembled genome fragments to genomes. Existing binning methods often fail to reconstruct a reasonable number of genomes and report many bins of low quality and completeness. Furthermore, the performance of existing algorithms varies between samples and biotopes. Here, we present a dereplication, aggregation and scoring strategy, DAS Tool, that combines the strengths of a flexible set of established binning algorithms. DAS Tool applied to a constructed community generated more accurate bins than any automated method. Indeed, when applied to environmental and host-associated samples of different complexity, DAS Tool recovered substantially more near-complete genomes, including previously unreported lineages, than any single binning method alone. The ability to reconstruct many near-complete genomes from metagenomics data will greatly advance genome-centric analyses of ecosystems.
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Affiliation(s)
- Christian M K Sieber
- Department of Energy, Joint Genome Institute, Walnut Creek, CA, USA
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Alexander J Probst
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Allison Sharrar
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Brian C Thomas
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Matthias Hess
- Department of Animal Science, University of California, Davis, CA, USA
| | - Susannah G Tringe
- Department of Energy, Joint Genome Institute, Walnut Creek, CA, USA.
| | - Jillian F Banfield
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA.
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39
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Hausmann B, Pelikan C, Herbold CW, Köstlbacher S, Albertsen M, Eichorst SA, Glavina Del Rio T, Huemer M, Nielsen PH, Rattei T, Stingl U, Tringe SG, Trojan D, Wentrup C, Woebken D, Pester M, Loy A. Peatland Acidobacteria with a dissimilatory sulfur metabolism. ISME J 2018; 12:1729-1742. [PMID: 29476143 PMCID: PMC6018796 DOI: 10.1038/s41396-018-0077-1] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2017] [Revised: 12/21/2017] [Accepted: 01/20/2018] [Indexed: 12/25/2022]
Abstract
Sulfur-cycling microorganisms impact organic matter decomposition in wetlands and consequently greenhouse gas emissions from these globally relevant environments. However, their identities and physiological properties are largely unknown. By applying a functional metagenomics approach to an acidic peatland, we recovered draft genomes of seven novel Acidobacteria species with the potential for dissimilatory sulfite (dsrAB, dsrC, dsrD, dsrN, dsrT, dsrMKJOP) or sulfate respiration (sat, aprBA, qmoABC plus dsr genes). Surprisingly, the genomes also encoded DsrL, which so far was only found in sulfur-oxidizing microorganisms. Metatranscriptome analysis demonstrated expression of acidobacterial sulfur-metabolism genes in native peat soil and their upregulation in diverse anoxic microcosms. This indicated an active sulfate respiration pathway, which, however, might also operate in reverse for dissimilatory sulfur oxidation or disproportionation as proposed for the sulfur-oxidizing Desulfurivibrio alkaliphilus. Acidobacteria that only harbored genes for sulfite reduction additionally encoded enzymes that liberate sulfite from organosulfonates, which suggested organic sulfur compounds as complementary energy sources. Further metabolic potentials included polysaccharide hydrolysis and sugar utilization, aerobic respiration, several fermentative capabilities, and hydrogen oxidation. Our findings extend both, the known physiological and genetic properties of Acidobacteria and the known taxonomic diversity of microorganisms with a DsrAB-based sulfur metabolism, and highlight new fundamental niches for facultative anaerobic Acidobacteria in wetlands based on exploitation of inorganic and organic sulfur molecules for energy conservation.
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Affiliation(s)
- Bela Hausmann
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Claus Pelikan
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Craig W Herbold
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Stephan Köstlbacher
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Mads Albertsen
- Department of Chemistry and Bioscience, Center for Microbial Communities, Aalborg University, Aalborg, Denmark
| | - Stephanie A Eichorst
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | | | - Martin Huemer
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Per H Nielsen
- Department of Chemistry and Bioscience, Center for Microbial Communities, Aalborg University, Aalborg, Denmark
| | - Thomas Rattei
- Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Ulrich Stingl
- Department for Microbiology and Cell Science, Fort Lauderdale Research and Education Center, UF/IFAS, University of Florida, Davie, FL, USA
| | - Susannah G Tringe
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, USA
| | - Daniela Trojan
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Cecilia Wentrup
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Dagmar Woebken
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
| | - Michael Pester
- Department of Biology, University of Konstanz, Konstanz, Germany.
- Leibniz Institute DSMZ, Braunschweig, Germany.
| | - Alexander Loy
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Research Network Chemistry meets Microbiology, University of Vienna, Vienna, Austria
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40
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Bowers RM, Kyrpides NC, Stepanauskas R, Harmon-Smith M, Doud D, Reddy TBK, Schulz F, Jarett J, Rivers AR, Eloe-Fadrosh EA, Tringe SG, Ivanova NN, Copeland A, Clum A, Becraft ED, Malmstrom RR, Birren B, Podar M, Bork P, Weinstock GM, Garrity GM, Dodsworth JA, Yooseph S, Sutton G, Glöckner FO, Gilbert JA, Nelson WC, Hallam SJ, Jungbluth SP, Ettema TJG, Tighe S, Konstantinidis KT, Liu WT, Baker BJ, Rattei T, Eisen JA, Hedlund B, McMahon KD, Fierer N, Knight R, Finn R, Cochrane G, Karsch-Mizrachi I, Tyson GW, Rinke C, Lapidus A, Meyer F, Yilmaz P, Parks DH, Eren AM, Schriml L, Banfield JF, Hugenholtz P, Woyke T. Corrigendum: Minimum information about a single amplified genome (MISAG) and a metagenome-assembled genome (MIMAG) of bacteria and archaea. Nat Biotechnol 2018; 36:196. [PMID: 29406516 PMCID: PMC7609277 DOI: 10.1038/nbt0218-196a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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41
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Yao Q, Li Z, Song Y, Wright SJ, Guo X, Tringe SG, Tfaily MM, Paša-Tolić L, Hazen TC, Turner BL, Mayes MA, Pan C. Community proteogenomics reveals the systemic impact of phosphorus availability on microbial functions in tropical soil. Nat Ecol Evol 2018; 2:499-509. [DOI: 10.1038/s41559-017-0463-5] [Citation(s) in RCA: 66] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Accepted: 12/22/2017] [Indexed: 11/09/2022]
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42
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Lamit LJ, Romanowicz KJ, Potvin LR, Rivers AR, Singh K, Lennon JT, Tringe SG, Kane ES, Lilleskov EA. Patterns and drivers of fungal community depth stratification in Sphagnum peat. FEMS Microbiol Ecol 2017; 93:3909725. [PMID: 28854677 DOI: 10.1093/femsec/fix082] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2017] [Accepted: 06/28/2017] [Indexed: 11/13/2022] Open
Abstract
Peatlands store an immense pool of soil carbon vulnerable to microbial oxidation due to drought and intentional draining. We used amplicon sequencing and quantitative PCR to (i) examine how fungi are influenced by depth in the peat profile, water table and plant functional group at the onset of a multiyear mesocosm experiment, and (ii) test if fungi are correlated with abiotic variables of peat and pore water. We hypothesized that each factor influenced fungi, but that depth would have the strongest effect early in the experiment. We found that (i) communities were strongly depth stratified; fungi were four times more abundant in the upper (10-20 cm) than the lower (30-40 cm) depth, and dominance shifted from ericoid mycorrhizal fungi to saprotrophs and endophytes with increasing depth; (ii) the influence of plant functional group was depth dependent, with Ericaceae structuring the community in the upper peat only; (iii) water table had minor influences; and (iv) communities strongly covaried with abiotic variables, including indices of peat and pore water carbon quality. Our results highlight the importance of vertical stratification to peatland fungi, and the depth dependency of plant functional group effects, which must be considered when elucidating the role of fungi in peatland carbon dynamics.
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Affiliation(s)
- Louis J Lamit
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA
| | - Karl J Romanowicz
- School of Natural Resources & Environment, University of Michigan, Ann Arbor, MI 48109, USA
| | - Lynette R Potvin
- USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
| | - Adam R Rivers
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Kanwar Singh
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN 47405, USA
| | - Susannah G Tringe
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Evan S Kane
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA.,USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
| | - Erik A Lilleskov
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA.,USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
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43
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Levy A, Salas Gonzalez I, Mittelviefhaus M, Clingenpeel S, Herrera Paredes S, Miao J, Wang K, Devescovi G, Stillman K, Monteiro F, Rangel Alvarez B, Lundberg DS, Lu TY, Lebeis S, Jin Z, McDonald M, Klein AP, Feltcher ME, Rio TG, Grant SR, Doty SL, Ley RE, Zhao B, Venturi V, Pelletier DA, Vorholt JA, Tringe SG, Woyke T, Dangl JL. Genomic features of bacterial adaptation to plants. Nat Genet 2017; 50:138-150. [PMID: 29255260 PMCID: PMC5957079 DOI: 10.1038/s41588-017-0012-9] [Citation(s) in RCA: 280] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Accepted: 11/10/2017] [Indexed: 01/10/2023]
Abstract
Plants intimately associate with diverse bacteria. Plant-associated (PA) bacteria have ostensibly evolved genes enabling adaptation to the plant environment. However, the identities of such genes are mostly unknown and their functions are poorly characterized. We sequenced 484 genomes of bacterial isolates from roots of Brassicaceae, poplar, and maize. We then compared 3837 bacterial genomes to identify thousands of PA gene clusters. Genomes of PA bacteria encode more carbohydrate metabolism functions and fewer mobile elements than related non-plant associated genomes. We experimentally validated candidates from two sets of PA genes, one involved in plant colonization, the other serving in microbe-microbe competition between PA bacteria. We also identified 64 PA protein domains that potentially mimic plant domains; some are shared with PA fungi and oomycetes. This work expands the genome-based understanding of plant-microbe interactions and provides leads for efficient and sustainable agriculture through microbiome engineering.
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Affiliation(s)
- Asaf Levy
- DOE Joint Genome Institute, Walnut Creek, CA, USA
| | - Isai Salas Gonzalez
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | | | | | - Sur Herrera Paredes
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA.,Department of Biology, Stanford University, Stanford, CA, USA
| | - Jiamin Miao
- Department of Horticulture, Virginia Tech, Blacksburg, VA, USA.,The Grassland College, Gansu Agricultural University, Lanzhou, Gansu, China
| | - Kunru Wang
- Department of Horticulture, Virginia Tech, Blacksburg, VA, USA
| | - Giulia Devescovi
- International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
| | | | - Freddy Monteiro
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | | | - Derek S Lundberg
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Tse-Yuan Lu
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Sarah Lebeis
- Department of Microbiology, University of Tennessee, Knoxville, TN, USA
| | - Zhao Jin
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Meredith McDonald
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Andrew P Klein
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Meghan E Feltcher
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA.,BD Technologies and Innovation, Research Triangle Park, NC, USA
| | | | - Sarah R Grant
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA
| | - Sharon L Doty
- School of Environmental and Forest Sciences, University of Washington, Seattle, WA, USA
| | - Ruth E Ley
- Max Planck Institute for Developmental Biology, Tübingen, Germany
| | - Bingyu Zhao
- Department of Horticulture, Virginia Tech, Blacksburg, VA, USA
| | - Vittorio Venturi
- International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
| | - Dale A Pelletier
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | | | - Susannah G Tringe
- DOE Joint Genome Institute, Walnut Creek, CA, USA. .,School of Natural Sciences, University of California, Merced, Merced, CA, USA.
| | - Tanja Woyke
- DOE Joint Genome Institute, Walnut Creek, CA, USA. .,School of Natural Sciences, University of California, Merced, Merced, CA, USA.
| | - Jeffery L Dangl
- Department of Biology, University of North Carolina, Chapel Hill, NC, USA. .,Howard Hughes Medical Institute, Chevy Chase, MD, USA. .,The Carolina Center for Genome Sciences, University of North Carolina, Chapel Hill, NC, USA. .,Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.
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44
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Hartman WH, Ye R, Horwath WR, Tringe SG. A genomic perspective on stoichiometric regulation of soil carbon cycling. ISME J 2017; 11:2652-2665. [PMID: 28731470 PMCID: PMC5702722 DOI: 10.1038/ismej.2017.115] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Revised: 05/19/2017] [Accepted: 05/25/2017] [Indexed: 02/01/2023]
Abstract
Similar to plant growth, soil carbon (C) cycling is constrained by the availability of nitrogen (N) and phosphorus (P). We hypothesized that stoichiometric control over soil microbial C cycling may be shaped by functional guilds with distinct nutrient substrate preferences. Across a series of rice fields spanning 5-25% soil C (N:P from 1:12 to 1:70), C turnover was best correlated with P availability and increased with experimental N addition only in lower C (mineral) soils with N:P⩽16. Microbial community membership also varied with soil stoichiometry but not with N addition. Shotgun metagenome data revealed changes in community functions with increasing C turnover, including a shift from aromatic C to carbohydrate utilization accompanied by lower N uptake and P scavenging. Similar patterns of C, N and P acquisition, along with higher ribosomal RNA operon copy numbers, distinguished that microbial taxa positively correlated with C turnover. Considering such tradeoffs in genomic resource allocation patterns among taxa strengthened correlations between microbial community composition and C cycling, suggesting simplified guilds amenable to ecosystem modeling. Our results suggest that patterns of soil C turnover may reflect community-dependent metabolic shifts driven by resource allocation strategies, analogous to growth rate-stoichiometry coupling in animal and plant communities.
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Affiliation(s)
- Wyatt H Hartman
- Department of Energy, Joint Genome Institute, Walnut Creek CA, USA
| | - Rongzhong Ye
- Department of Land, Air and Water Resources, University of California, Davis CA, USA
- Plant and Environmental Sciences Department, Clemson University, Clemson SC, USA
| | - William R Horwath
- Department of Land, Air and Water Resources, University of California, Davis CA, USA
| | - Susannah G Tringe
- Department of Energy, Joint Genome Institute, Walnut Creek CA, USA
- School of Natural Sciences, University of California, Merced CA, USA
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45
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D'haeseleer P, Lee JZ, Prufert-Bebout L, Burow LC, Detweiler AM, Weber PK, Karaoz U, Brodie EL, Glavina Del Rio T, Tringe SG, Bebout BM, Pett-Ridge J. Metagenomic analysis of intertidal hypersaline microbial mats from Elkhorn Slough, California, grown with and without molybdate. Stand Genomic Sci 2017; 12:67. [PMID: 29167704 PMCID: PMC5688640 DOI: 10.1186/s40793-017-0279-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Accepted: 10/25/2017] [Indexed: 11/10/2022] Open
Abstract
Cyanobacterial mats are laminated microbial ecosystems which occur in highly diverse environments and which may provide a possible model for early life on Earth. Their ability to produce hydrogen also makes them of interest from a biotechnological and bioenergy perspective. Samples of an intertidal microbial mat from the Elkhorn Slough estuary in Monterey Bay, California, were transplanted to a greenhouse at NASA Ames Research Center to study a 24-h diel cycle, in the presence or absence of molybdate (which inhibits biohydrogen consumption by sulfate reducers). Here, we present metagenomic analyses of four samples that will be used as references for future metatranscriptomic analyses of this diel time series.
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Affiliation(s)
| | | | | | - Luke C Burow
- NASA Ames Research Center, Moffett Field, CA USA.,Stanford University, Stanford, CA USA
| | - Angela M Detweiler
- NASA Ames Research Center, Moffett Field, CA USA.,Bay Area Environmental Research Institute, Petaluma, CA USA
| | - Peter K Weber
- Lawrence Livermore National Laboratory, Livermore, CA USA
| | - Ulas Karaoz
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Eoin L Brodie
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Tijana Glavina Del Rio
- Lawrence Berkeley National Laboratory, Berkeley, CA USA.,Department of Energy Joint Genome Institute, Walnut Creek, CA USA
| | - Susannah G Tringe
- Lawrence Berkeley National Laboratory, Berkeley, CA USA.,Department of Energy Joint Genome Institute, Walnut Creek, CA USA
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46
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He S, Stevens SLR, Chan LK, Bertilsson S, Glavina del Rio T, Tringe SG, Malmstrom RR, McMahon KD. Ecophysiology of Freshwater Verrucomicrobia Inferred from Metagenome-Assembled Genomes. mSphere 2017; 2:e00277-17. [PMID: 28959738 PMCID: PMC5615132 DOI: 10.1128/msphere.00277-17] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2017] [Accepted: 09/05/2017] [Indexed: 11/20/2022] Open
Abstract
Microbes are critical in carbon and nutrient cycling in freshwater ecosystems. Members of the Verrucomicrobia are ubiquitous in such systems, and yet their roles and ecophysiology are not well understood. In this study, we recovered 19 Verrucomicrobia draft genomes by sequencing 184 time-series metagenomes from a eutrophic lake and a humic bog that differ in carbon source and nutrient availabilities. These genomes span four of the seven previously defined Verrucomicrobia subdivisions and greatly expand knowledge of the genomic diversity of freshwater Verrucomicrobia. Genome analysis revealed their potential role as (poly)saccharide degraders in freshwater, uncovered interesting genomic features for this lifestyle, and suggested their adaptation to nutrient availabilities in their environments. Verrucomicrobia populations differ significantly between the two lakes in glycoside hydrolase gene abundance and functional profiles, reflecting the autochthonous and terrestrially derived allochthonous carbon sources of the two ecosystems, respectively. Interestingly, a number of genomes recovered from the bog contained gene clusters that potentially encode a novel porin-multiheme cytochrome c complex and might be involved in extracellular electron transfer in the anoxic humus-rich environment. Notably, most epilimnion genomes have large numbers of so-called "Planctomycete-specific" cytochrome c-encoding genes, which exhibited distribution patterns nearly opposite to those seen with glycoside hydrolase genes, probably associated with the different levels of environmental oxygen availability and carbohydrate complexity between lakes/layers. Overall, the recovered genomes represent a major step toward understanding the role, ecophysiology, and distribution of Verrucomicrobia in freshwater. IMPORTANCE Freshwater Verrucomicrobia spp. are cosmopolitan in lakes and rivers, and yet their roles and ecophysiology are not well understood, as cultured freshwater Verrucomicrobia spp. are restricted to one subdivision of this phylum. Here, we greatly expanded the known genomic diversity of this freshwater lineage by recovering 19 Verrucomicrobia draft genomes from 184 metagenomes collected from a eutrophic lake and a humic bog across multiple years. Most of these genomes represent the first freshwater representatives of several Verrucomicrobia subdivisions. Genomic analysis revealed Verrucomicrobia to be potential (poly)saccharide degraders and suggested their adaptation to carbon sources of different origins in the two contrasting ecosystems. We identified putative extracellular electron transfer genes and so-called "Planctomycete-specific" cytochrome c-encoding genes and identified their distinct distribution patterns between the lakes/layers. Overall, our analysis greatly advances the understanding of the function, ecophysiology, and distribution of freshwater Verrucomicrobia, while highlighting their potential role in freshwater carbon cycling.
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Affiliation(s)
- Shaomei He
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
- Department of Geoscience, University of Wisconsin—Madison, Madison, Wisconsin, USA
| | - Sarah L. R. Stevens
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
| | | | - Stefan Bertilsson
- Department of Ecology and Genetics, Limnology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | | | | | | | - Katherine D. McMahon
- Department of Bacteriology, University of Wisconsin—Madison, Madison, Wisconsin, USA
- Department of Civil and Environmental Engineering, University of Wisconsin—Madison, Madison, Wisconsin, USA
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47
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Bowers RM, Kyrpides NC, Stepanauskas R, Harmon-Smith M, Doud D, Reddy TBK, Schulz F, Jarett J, Rivers AR, Eloe-Fadrosh EA, Tringe SG, Ivanova NN, Copeland A, Clum A, Becraft ED, Malmstrom RR, Birren B, Podar M, Bork P, Weinstock GM, Garrity GM, Dodsworth JA, Yooseph S, Sutton G, Glöckner FO, Gilbert JA, Nelson WC, Hallam SJ, Jungbluth SP, Ettema TJG, Tighe S, Konstantinidis KT, Liu WT, Baker BJ, Rattei T, Eisen JA, Hedlund B, McMahon KD, Fierer N, Knight R, Finn R, Cochrane G, Karsch-Mizrachi I, Tyson GW, Rinke C, Lapidus A, Meyer F, Yilmaz P, Parks DH, Eren AM, Schriml L, Banfield JF, Hugenholtz P, Woyke T. Minimum information about a single amplified genome (MISAG) and a metagenome-assembled genome (MIMAG) of bacteria and archaea. Nat Biotechnol 2017; 35:725-731. [PMID: 28787424 PMCID: PMC6436528 DOI: 10.1038/nbt.3893] [Citation(s) in RCA: 991] [Impact Index Per Article: 141.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2016] [Accepted: 04/27/2017] [Indexed: 12/20/2022]
Abstract
Standards for sequencing the microbial 'uncultivated majority', namely bacterial and archaeal single-cell genome sequences, and genome sequences from metagenomic datasets, are proposed. We present two standards developed by the Genomic Standards Consortium (GSC) for reporting bacterial and archaeal genome sequences. Both are extensions of the Minimum Information about Any (x) Sequence (MIxS). The standards are the Minimum Information about a Single Amplified Genome (MISAG) and the Minimum Information about a Metagenome-Assembled Genome (MIMAG), including, but not limited to, assembly quality, and estimates of genome completeness and contamination. These standards can be used in combination with other GSC checklists, including the Minimum Information about a Genome Sequence (MIGS), Minimum Information about a Metagenomic Sequence (MIMS), and Minimum Information about a Marker Gene Sequence (MIMARKS). Community-wide adoption of MISAG and MIMAG will facilitate more robust comparative genomic analyses of bacterial and archaeal diversity.
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Affiliation(s)
- Robert M Bowers
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Nikos C Kyrpides
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | | | | | - Devin Doud
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - T B K Reddy
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Frederik Schulz
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Jessica Jarett
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Adam R Rivers
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA.,United States Department of Agriculture, Agricultural Research Service, Genomics and Bioinformatics Research Unit, Gainesville, Florida, USA
| | | | - Susannah G Tringe
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA.,School of Natural Sciences, University of California Merced, Merced, California, USA
| | - Natalia N Ivanova
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Alex Copeland
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Alicia Clum
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | - Eric D Becraft
- Bigelow Laboratory for Ocean Sciences, East Boothbay, Maine, USA
| | - Rex R Malmstrom
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA
| | | | - Mircea Podar
- Biosciences Division, Oak Ridge National Laboratory, Oakridge Tennessee, USA
| | - Peer Bork
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - George M Weinstock
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut, USA
| | - George M Garrity
- Department of Microbiology &Molecular Genetics, Biomedical Physical Sciences, Michigan State University, East Lansing, Michigan, USA
| | - Jeremy A Dodsworth
- Department of Biology, California State University, San Bernardino, California, USA
| | - Shibu Yooseph
- J. Craig Venter Institute, San Diego, California, USA
| | | | - Frank O Glöckner
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Jack A Gilbert
- Biosciences Division, Argonne National Laboratory, Argonne, Illinois, USA.,Department of Surgery, University of Chicago, Chicago, Illinois, USA
| | - William C Nelson
- Biological Sciences Division, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Steven J Hallam
- Department of Microbiology &Immunology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sean P Jungbluth
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA.,Center for Dark Energy Biosphere Investigation, University of Southern California, Los Angeles, California, USA
| | - Thijs J G Ettema
- Department of Cell and Molecular Biology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Scott Tighe
- Advanced Genomics Lab, University of Vermont Cancer Center, Burlington Vermont, USA
| | | | - Wen-Tso Liu
- Department of Civil and Environmental Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Brett J Baker
- Department of Marine Science, University of Texas-Austin, Marine Science Institute, Austin, Texas, USA
| | - Thomas Rattei
- Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | | | - Brian Hedlund
- School of Life Sciences, University of Nevada Las Vegas, Las Vegas, Nevada, USA.,Nevada Institute of Personalized Medicine, University of Nevada Las Vegas, Las Vegas, Nevada, USA
| | - Katherine D McMahon
- Department of Civil and Environmental Engineering, University of Wisconsin-Madison, Madison, Wisconsin, USA.,Department of Bacteriology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Noah Fierer
- Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, Colorado, USA.,Department of Ecology and Evolutionary Biology, University of Colorado, Boulder, Colorado, USA
| | - Rob Knight
- Center for Microbiome Innovation, and Departments of Pediatrics and Computer Science &Engineering, University of California San Diego, La Jolla, California, USA
| | - Rob Finn
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Welcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Guy Cochrane
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Welcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Ilene Karsch-Mizrachi
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, Maryland, USA
| | - Gene W Tyson
- Australian Centre for Ecogenomics, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Christian Rinke
- Australian Centre for Ecogenomics, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | | | - Alla Lapidus
- Centre for Algorithmic Biotechnology, ITBM, St. Petersburg State University, St. Petersburg, Russia
| | - Folker Meyer
- Biosciences Division, Argonne National Laboratory, Argonne, Illinois, USA
| | - Pelin Yilmaz
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Donovan H Parks
- Australian Centre for Ecogenomics, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - A M Eren
- Knapp Center for Biomedical Discovery, Chicago, Illinois, USA
| | - Lynn Schriml
- National Cancer Institute, Frederick, Maryland, USA
| | - Jillian F Banfield
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
| | - Philip Hugenholtz
- Australian Centre for Ecogenomics, School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Tanja Woyke
- Department of Energy Joint Genome Institute, Walnut Creek, California, USA.,School of Natural Sciences, University of California Merced, Merced, California, USA
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48
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Staley C, Ferrieri AP, Tfaily MM, Cui Y, Chu RK, Wang P, Shaw JB, Ansong CK, Brewer H, Norbeck AD, Markillie M, do Amaral F, Tuleski T, Pellizzaro T, Agtuca B, Ferrieri R, Tringe SG, Paša-Tolić L, Stacey G, Sadowsky MJ. Diurnal cycling of rhizosphere bacterial communities is associated with shifts in carbon metabolism. Microbiome 2017; 5:65. [PMID: 28646918 PMCID: PMC5483260 DOI: 10.1186/s40168-017-0287-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 06/07/2017] [Indexed: 05/22/2023]
Abstract
BACKGROUND The circadian clock regulates plant metabolic functions and is an important component in plant health and productivity. Rhizosphere bacteria play critical roles in plant growth, health, and development and are shaped primarily by soil communities. Using Illumina next-generation sequencing and high-resolution mass spectrometry, we characterized bacterial communities of wild-type (Col-0) Arabidopsis thaliana and an acyclic line (OX34) ectopically expressing the circadian clock-associated cca1 transcription factor, relative to a soil control, to determine how cycling dynamics affected the microbial community. Microbial communities associated with Brachypodium distachyon (BD21) were also evaluated. RESULTS Significantly different bacterial community structures (P = 0.031) were observed in the rhizosphere of wild-type plants between light and dark cycle samples. Furthermore, 13% of the community showed cycling, with abundances of several families, including Burkholderiaceae, Rhodospirillaceae, Planctomycetaceae, and Gaiellaceae, exhibiting fluctuation in abundances relative to the light cycle. However, limited-to-no cycling was observed in the acyclic CCAox34 line or in soil controls. Significant cycling was also observed, to a lesser extent, in Brachypodium. Functional gene inference revealed that genes involved in carbohydrate metabolism were likely more abundant in near-dawn, dark samples. Additionally, the composition of organic matter in the rhizosphere showed a significant variation between dark and light cycles. CONCLUSIONS The results of this study suggest that the rhizosphere bacterial community is regulated, to some extent, by the circadian clock and is likely influenced by, and exerts influences, on plant metabolism and productivity. The timing of bacterial cycling in relation to that of Arabidopsis further suggests that diurnal dynamics influence plant-microbe carbon metabolism and exchange. Equally important, our results suggest that previous studies done without relevance to time of day may need to be reevaluated with regard to the impact of diurnal cycles on the rhizosphere microbial community.
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Affiliation(s)
- Christopher Staley
- BioTechnology Institute, University of Minnesota, 140 Gortner Lab, 1479 Gortner Ave, Saint Paul, MN, 55108, USA
| | - Abigail P Ferrieri
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Malak M Tfaily
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Yaya Cui
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Rosalie K Chu
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Ping Wang
- BioTechnology Institute, University of Minnesota, 140 Gortner Lab, 1479 Gortner Ave, Saint Paul, MN, 55108, USA
| | - Jared B Shaw
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Charles K Ansong
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Heather Brewer
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Angela D Norbeck
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Meng Markillie
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - Fernanda do Amaral
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Thalita Tuleski
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Tomás Pellizzaro
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Beverly Agtuca
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Richard Ferrieri
- Department of Chemistry, University of Missouri Research Reactor, Columbia, MO, 65211, USA
| | - Susannah G Tringe
- Microbial Systems Group, Metagenome Program, DOE Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | - Ljiljana Paša-Tolić
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA.
| | - Gary Stacey
- Division of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Michael J Sadowsky
- BioTechnology Institute, University of Minnesota, 140 Gortner Lab, 1479 Gortner Ave, Saint Paul, MN, 55108, USA.
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49
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Jungbluth SP, Glavina Del Rio T, Tringe SG, Stepanauskas R, Rappé MS. Genomic comparisons of a bacterial lineage that inhabits both marine and terrestrial deep subsurface systems. PeerJ 2017; 5:e3134. [PMID: 28396823 PMCID: PMC5385130 DOI: 10.7717/peerj.3134] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2016] [Accepted: 03/01/2017] [Indexed: 12/22/2022] Open
Abstract
It is generally accepted that diverse, poorly characterized microorganisms reside deep within Earth’s crust. One such lineage of deep subsurface-dwelling bacteria is an uncultivated member of the Firmicutes phylum that can dominate molecular surveys from both marine and continental rock fracture fluids, sometimes forming the sole member of a single-species microbiome. Here, we reconstructed a genome from basalt-hosted fluids of the deep subseafloor along the eastern Juan de Fuca Ridge flank and used a phylogenomic analysis to show that, despite vast differences in geographic origin and habitat, it forms a monophyletic clade with the terrestrial deep subsurface genome of “Candidatus Desulforudis audaxviator” MP104C. While a limited number of differences were observed between the marine genome of “Candidatus Desulfopertinax cowenii” modA32 and its terrestrial relative that may be of potential adaptive importance, here it is revealed that the two are remarkably similar thermophiles possessing the genetic capacity for motility, sporulation, hydrogenotrophy, chemoorganotrophy, dissimilatory sulfate reduction, and the ability to fix inorganic carbon via the Wood-Ljungdahl pathway for chemoautotrophic growth. Our results provide insights into the genetic repertoire within marine and terrestrial members of a bacterial lineage that is widespread in the global deep subsurface biosphere, and provides a natural means to investigate adaptations specific to these two environments.
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Affiliation(s)
- Sean P Jungbluth
- Department of Oceanography, University of Hawaii at Manoa, Honolulu, HI, United States; Center for Dark Energy Biosphere Investigations, University of Southern California, Los Angeles, CA, United States; DOE Joint Genome Institute, Walnut Creek, CA, United States
| | | | | | - Ramunas Stepanauskas
- Single Cell Genomics Center, Bigelow Laboratory for Ocean Sciences , East Boothbay , ME , United States
| | - Michael S Rappé
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa , Kaneohe , HI , United States
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50
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Meyer KM, Klein AM, Rodrigues JLM, Nüsslein K, Tringe SG, Mirza BS, Tiedje JM, Bohannan BJM. Conversion of Amazon rainforest to agriculture alters community traits of methane-cycling organisms. Mol Ecol 2017; 26:1547-1556. [PMID: 28100018 DOI: 10.1111/mec.14011] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2016] [Revised: 12/14/2016] [Accepted: 01/03/2017] [Indexed: 11/29/2022]
Abstract
Land use change is one of the greatest environmental impacts worldwide, especially to tropical forests. The Amazon rainforest has been subject to particularly high rates of land use change, primarily to cattle pasture. A commonly observed response to cattle pasture establishment in the Amazon is the conversion of soil from a methane sink in rainforest, to a methane source in pasture. However, it is not known how the microorganisms that mediate methane flux are altered by land use change. Here, we use the deepest metagenomic sequencing of Amazonian soil to date to investigate differences in methane-cycling microorganisms and their traits across rainforest and cattle pasture soils. We found that methane-cycling microorganisms responded to land use change, with the strongest responses exhibited by methane-consuming, rather than methane-producing, microorganisms. These responses included a reduction in the relative abundance of methanotrophs and a significant decrease in the abundance of genes encoding particulate methane monooxygenase. We also observed compositional changes to methanotroph and methanogen communities as well as changes to methanotroph life history strategies. Our observations suggest that methane-cycling microorganisms are vulnerable to land use change, and this vulnerability may underlie the response of methane flux to land use change in Amazon soils.
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Affiliation(s)
- Kyle M Meyer
- Institute of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, USA
| | - Ann M Klein
- Institute of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, USA
| | - Jorge L M Rodrigues
- Department of Land, Air and Water Resources, University of California, Davis, CA, USA
| | - Klaus Nüsslein
- Department of Microbiology, University of Massachusetts, Amherst, MA, USA
| | - Susannah G Tringe
- United States Department of Energy, Joint Genome Institute, Walnut Creek, CA, USA
| | - Babur S Mirza
- Utah Water Research Laboratory, Utah State University, Logan, UT, USA
| | - James M Tiedje
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI, USA
| | - Brendan J M Bohannan
- Institute of Ecology and Evolution, Department of Biology, University of Oregon, Eugene, OR, USA
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