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Michael JP, Putt AD, Yang Y, Adams BG, McBride KR, Fan Y, Lowe KA, Ning D, Jagadamma S, Moon JW, Klingeman DM, Zhang P, Fu Y, Hazen TC, Zhou J. Reproducible responses of geochemical and microbial successional patterns in the subsurface to carbon source amendment. Water Res 2024; 255:121460. [PMID: 38552495 DOI: 10.1016/j.watres.2024.121460] [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] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Revised: 03/10/2024] [Accepted: 03/11/2024] [Indexed: 04/24/2024]
Abstract
Carbon amendments designed to remediate environmental contamination lead to substantial perturbations when injected into the subsurface. For the remediation of uranium contamination, carbon amendments promote reducing conditions to allow microorganisms to reduce uranium to an insoluble, less mobile state. However, the reproducibility of these amendments and underlying microbial community assembly mechanisms have rarely been investigated in the field. In this study, two injections of emulsified vegetable oil were performed in 2009 and 2017 to immobilize uranium in the groundwater at Oak Ridge, TN, USA. Our objectives were to determine whether and how the injections resulted in similar abiotic and biotic responses and their underlying community assembly mechanisms. Both injections caused similar geochemical and microbial succession. Uranium, nitrate, and sulfate concentrations in the groundwater dropped following the injection, and specific microbial taxa responded at roughly the same time points in both injections, including Geobacter, Desulfovibrio, and members of the phylum Comamonadaceae, all of which are well established in uranium, nitrate, and sulfate reduction. Both injections induced a transition from relatively stochastic to more deterministic assembly of microbial taxonomic and phylogenetic community structures based on 16S rRNA gene analysis. We conclude that geochemical and microbial successions after biostimulation are reproducible, likely owing to the selection of similar phylogenetic groups in response to EVO injection.
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Affiliation(s)
- Jonathan P Michael
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA; School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Andrew D Putt
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA
| | - Yunfeng Yang
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, China
| | - Benjamin G Adams
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA
| | - Kathryn R McBride
- Department of Microbiology, University of Tennessee, Knoxville, TN, USA
| | - Yupeng Fan
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA; School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Kenneth A Lowe
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Daliang Ning
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA; School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Sindhu Jagadamma
- Biosystems Engineering and Soil Science, University of Tennessee, Knoxville, TN, USA
| | - Ji Won Moon
- National Minerals Information Center, United States Geological Survey, Reston, VA, USA
| | - Dawn M Klingeman
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Ping Zhang
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX, USA
| | - Ying Fu
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA; School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Terry C Hazen
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA; Department of Microbiology, University of Tennessee, Knoxville, TN, USA; Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA; Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, USA; Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, USA
| | - Jizhong Zhou
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA; School of Biological Sciences, University of Oklahoma, Norman, OK, USA; School of Civil Engineering and Environmental Sciences, University of Oklahoma, Norman, OK, USA; Earth and Environmental Sciences, Lawrence Berkley National Laboratory, Berkeley, CA, USA.
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2
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Hunt KA, Carr AV, Otwell AE, Valenzuela JJ, Walker KS, Dixon ER, Lui LM, Nielsen TN, Bowman S, von Netzer F, Moon JW, Schadt CW, Rodriguez M, Lowe K, Joyner D, Davis KJ, Wu X, Chakraborty R, Fields MW, Zhou J, Hazen TC, Arkin AP, Wankel SD, Baliga NS, Stahl DA. Contribution of Microorganisms with the Clade II Nitrous Oxide Reductase to Suppression of Surface Emissions of Nitrous Oxide. Environ Sci Technol 2024; 58:7056-7065. [PMID: 38608141 DOI: 10.1021/acs.est.3c07972] [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] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/14/2024]
Abstract
The sources and sinks of nitrous oxide, as control emissions to the atmosphere, are generally poorly constrained for most environmental systems. Initial depth-resolved analysis of nitrous oxide flux from observation wells and the proximal surface within a nitrate contaminated aquifer system revealed high subsurface production but little escape from the surface. To better understand the environmental controls of production and emission at this site, we used a combination of isotopic, geochemical, and molecular analyses to show that chemodenitrification and bacterial denitrification are major sources of nitrous oxide in this subsurface, where low DO, low pH, and high nitrate are correlated with significant nitrous oxide production. Depth-resolved metagenomes showed that consumption of nitrous oxide near the surface was correlated with an enrichment of Clade II nitrous oxide reducers, consistent with a growing appreciation of their importance in controlling release of nitrous oxide to the atmosphere. Our work also provides evidence for the reduction of nitrous oxide at a pH of 4, well below the generally accepted limit of pH 5.
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Affiliation(s)
- Kristopher A Hunt
- Department of Civil and Environmental Engineering, University of Washington, Seattle, Washington 98195, United States
| | - Alex V Carr
- Department of Molecular Engineering Sciences, University of Washington, Seattle, Washington 98105, United States
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - Anne E Otwell
- Department of Civil and Environmental Engineering, University of Washington, Seattle, Washington 98195, United States
| | | | - Kathleen S Walker
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Emma R Dixon
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Lauren M Lui
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Torben N Nielsen
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Samuel Bowman
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02540, United States
| | - Frederick von Netzer
- Department of Civil and Environmental Engineering, University of Washington, Seattle, Washington 98195, United States
| | - Ji-Won Moon
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Christopher W Schadt
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Miguel Rodriguez
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Kenneth Lowe
- Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Dominique Joyner
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Katherine J Davis
- Center for Biofilm Engineering, Montana State University, Bozeman, Montana 59717, United States
| | - Xiaoqin Wu
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Romy Chakraborty
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Matthew W Fields
- Center for Biofilm Engineering, Montana State University, Bozeman, Montana 59717, United States
- Department of Microbiology and Cell Biology, Montana State University, Bozeman, Montana 59717, United States
| | - Jizhong Zhou
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Institute for Environmental Genomics and Department of Botany and Microbiology, University of Oklahoma, Norman, Oklahoma 73019, United States
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Terry C Hazen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Adam P Arkin
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Department of Bioengineering, University of California Berkeley, Berkeley, California 94720, United States
| | - Scott D Wankel
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02540, United States
| | - Nitin S Baliga
- Department of Molecular Engineering Sciences, University of Washington, Seattle, Washington 98105, United States
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - David A Stahl
- Department of Civil and Environmental Engineering, University of Washington, Seattle, Washington 98195, United States
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Li Y, Ash K, Alamilla I, Joyner D, Williams DE, McKay PJ, Green B, DeBlander S, North C, Kara-Murdoch F, Swift C, Hazen TC. COVID-19 trends at the University of Tennessee: predictive insights from raw sewage SARS-CoV-2 detection and evaluation and PMMoV as an indicator for human waste. Front Microbiol 2024; 15:1379194. [PMID: 38605711 PMCID: PMC11007199 DOI: 10.3389/fmicb.2024.1379194] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 03/19/2024] [Indexed: 04/13/2024] Open
Abstract
Wastewater-based epidemiology (WBE) has become a valuable tool for monitoring the prevalence of SARS-CoV-2 on university campuses. However, concerns about effectiveness of raw sewage as a COVID-19 early warning system still exist, and it's not clear how useful normalization by simultaneous comparison of Pepper Mild Mottle Virus (PMMoV) is in addressing variations resulting from fecal discharge dilution. This study aims to contribute insights into these aspects by conducting an academic-year field trial at the student residences on the University of Tennessee, Knoxville campus, raw sewage. This was done to investigate the correlations between SARS-CoV-2 RNA load, both with and without PMMoV normalization, and various parameters, including active COVID-19 cases, self-isolations, and their combination among all student residents. Significant positive correlations between SARS-CoV-2 RNA load a week prior, during the monitoring week, and the subsequent week with active cases. Despite these correlations, normalization by PMMoV does not enhance these associations. These findings suggest the potential utility of SARS-CoV-2 RNA load as an early warning indicator and provide valuable insights into the application and limitations of WBE for COVID-19 surveillance specifically within the context of raw sewage on university campuses.
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Affiliation(s)
- Ye Li
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
| | - Kurt Ash
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | | | - Dominique Joyner
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
| | - Daniel Edward Williams
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - Peter J. McKay
- Battelle Memorial Institute, Columbus, OH, United States
| | - Brianna Green
- Department of Microbiology, University of Tennessee, Knoxville, TN, United States
| | - Sydney DeBlander
- College of Natural Science, Michigan State University, East Lansing, MI, United States
| | - Carman North
- Student Health Center, University of Tennessee, Knoxville, TN, United States
| | - Fadime Kara-Murdoch
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
- Battelle Memorial Institute, Columbus, OH, United States
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - Cynthia Swift
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - Terry C. Hazen
- Department of Civil and Environmental Sciences, University of Tennessee, Knoxville, TN, United States
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Department of Microbiology, University of Tennessee, Knoxville, TN, United States
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, United States
- Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, United States
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4
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Ning D, Wang Y, Fan Y, Wang J, Van Nostrand JD, Wu L, Zhang P, Curtis DJ, Tian R, Lui L, Hazen TC, Alm EJ, Fields MW, Poole F, Adams MWW, Chakraborty R, Stahl DA, Adams PD, Arkin AP, He Z, Zhou J. Environmental stress mediates groundwater microbial community assembly. Nat Microbiol 2024; 9:490-501. [PMID: 38212658 DOI: 10.1038/s41564-023-01573-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 11/28/2023] [Indexed: 01/13/2024]
Abstract
Community assembly describes how different ecological processes shape microbial community composition and structure. How environmental factors impact community assembly remains elusive. Here we sampled microbial communities and >200 biogeochemical variables in groundwater at the Oak Ridge Field Research Center, a former nuclear waste disposal site, and developed a theoretical framework to conceptualize the relationships between community assembly processes and environmental stresses. We found that stochastic assembly processes were critical (>60% on average) in shaping community structure, but their relative importance decreased as stress increased. Dispersal limitation and 'drift' related to random birth and death had negative correlations with stresses, whereas the selection processes leading to dissimilar communities increased with stresses, primarily related to pH, cobalt and molybdenum. Assembly mechanisms also varied greatly among different phylogenetic groups. Our findings highlight the importance of microbial dispersal limitation and environmental heterogeneity in ecosystem restoration and management.
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Affiliation(s)
- Daliang Ning
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Yajiao Wang
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Yupeng Fan
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Jianjun Wang
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, China
| | - Joy D Van Nostrand
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Liyou Wu
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- School of Biological Sciences, University of Oklahoma, Norman, OK, USA
| | - Ping Zhang
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- Alkek Center for Metagenomics and Microbiome Research, Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX, USA
| | - Daniel J Curtis
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Renmao Tian
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- Institute for Food Safety and Health, Illinois Institute of Technology, Bedford Park, IL, USA
| | - Lauren Lui
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Terry C Hazen
- Department of Earth and Planetary Sciences, Bredesen Center, Department of Civil and Environmental Sciences, Center for Environmental Biotechnology, and Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, USA
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
- Department of Bioengineering, University of California, Berkeley, CA, USA
| | - Eric J Alm
- Department of Biological Engineering, Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Matthew W Fields
- Center for Biofilm Engineering and Department of Microbiology and Cell Biology, Montana State University, Bozeman, MT, USA
| | - Farris Poole
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA
| | - Michael W W Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA
| | - Romy Chakraborty
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - David A Stahl
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, USA
| | - Paul D Adams
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Department of Bioengineering, University of California, Berkeley, CA, USA
| | - Adam P Arkin
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Department of Bioengineering, University of California, Berkeley, CA, USA
| | - Zhili He
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
- Southern Marine Science and Engineering Guangdong Laboratory, Zhuhai, China
| | - Jizhong Zhou
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA.
- School of Biological Sciences, University of Oklahoma, Norman, OK, USA.
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
- School of Civil Engineering and Environmental Sciences, University of Oklahoma, Norman, OK, USA.
- School of Computer Science, University of Oklahoma, Norman, OK, USA.
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5
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Thorgersen MP, Goff JL, Poole FL, Walker KF, Putt AD, Lui LM, Hazen TC, Arkin AP, Adams MWW. Mixed nitrate and metal contamination influences operational speciation of toxic and essential elements. Environ Pollut 2023; 338:122674. [PMID: 37793542 DOI: 10.1016/j.envpol.2023.122674] [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] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 08/18/2023] [Accepted: 09/30/2023] [Indexed: 10/06/2023]
Abstract
Environmental contamination constrains microbial communities impacting diversity and total metabolic activity. The former S-3 Ponds contamination site at Oak Ridge Reservation (ORR), TN, has elevated concentrations of nitric acid and multiple metals from decades of processing nuclear material. To determine the nature of the metal contamination in the sediment, a three-step sequential chemical extraction (BCR) was performed on sediment segments from a core located upgradient (EB271, non-contaminated) and one downgradient (EB106, contaminated) of the S-3 Ponds. The resulting exchangeable, reducing, and oxidizing fractions were analyzed for 18 different elements. Comparison of the two cores revealed changes in operational speciation for several elements caused by the contamination. Those present from the S-3 Ponds, including Al, U, Co, Cu, Ni, and Cd, were not only elevated in concentration in the EB106 core but were also operationally more available with increased mobility in the acidic environment. Other elements, including Mg, Ca, P, V, As, and Mo, were less operationally available in EB106 having decreased concentrations in the exchangeable fraction. The bioavailability of essential macro nutrients Mg, Ca, and P from the two types of sediment was determined using three metal-tolerant bacteria previously isolated from ORR. Mg and Ca were available from both sediments for all three strains; however, P was not bioavailable from either sediment for any strain. The decreased operational speciation of P in contaminated ORR sediment may increase the dependence of the microbial community on other pools of P or select for microorganisms with increased P scavenging capabilities. Hence, the microbial community at the former S-3 Ponds contamination site may be constrained not only by increased toxic metal concentrations but also by the availability of essential elements, including P.
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Affiliation(s)
- Michael P Thorgersen
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA.
| | - Jennifer L Goff
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA.
| | - Farris L Poole
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA.
| | - Kathleen F Walker
- Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA.
| | - Andrew D Putt
- Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA.
| | - Lauren M Lui
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
| | - Terry C Hazen
- Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, USA; BioSciences Division, Oak Ridge National Lab, Oak Ridge, TN, USA; Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, USA.
| | - Adam P Arkin
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA; Department of Bioengineering, University of California at Berkeley, Berkeley, CA, USA.
| | - Michael W W Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, USA.
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Wu X, Gushgari-Doyle S, Lui LM, Hendrickson AJ, Liu Y, Jagadamma S, Nielsen TN, Justice NB, Simmons T, Hess NJ, Joyner DC, Hazen TC, Arkin AP, Chakraborty R. Distinct Depth-Discrete Profiles of Microbial Communities and Geochemical Insights in the Subsurface Critical Zone. Appl Environ Microbiol 2023:e0050023. [PMID: 37272792 DOI: 10.1128/aem.00500-23] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023] Open
Abstract
Microbial assembly and metabolic potential in the subsurface critical zone (SCZ) are substantially impacted by subsurface geochemistry and hydrogeology, selecting for microbes distinct from those in surficial soils. In this study, we integrated metagenomics and geochemistry to elucidate how microbial composition and metabolic potential are shaped and impacted by vertical variations in geochemistry and hydrogeology in terrestrial subsurface sediment. A sediment core from an uncontaminated, pristine well at Oak Ridge Field Research Center in Oak Ridge, Tennessee, including the shallow subsurface, vadose zone, capillary fringe, and saturated zone, was used in this study. Our results showed that subsurface microbes were highly localized and that communities were rarely interconnected. Microbial community composition as well as metabolic potential in carbon and nitrogen cycling varied even over short vertical distances. Further analyses indicated a strong depth-related covariation of community composition with a subset of 12 environmental variables. An analysis of dissolved organic carbon (DOC) quality via ultrahigh resolution mass spectrometry suggested that the SCZ was generally a low-carbon environment, with the relative portion of labile DOC decreasing and that of recalcitrant DOC increasing along the depth, selecting microbes from copiotrophs to oligotrophs and also impacting the microbial metabolic potential in the carbon cycle. Our study demonstrates that sediment geochemistry and hydrogeology are vital in the selection of distinct microbial populations and metabolism in the SCZ. IMPORTANCE In this study, we explored the links between geochemical parameters, microbial community structure and metabolic potential across the depth of sediment, including the shallow subsurface, vadose zone, capillary fringe, and saturated zone. Our results revealed that microbes in the terrestrial subsurface can be highly localized, with communities rarely being interconnected along the depth. Overall, our research demonstrates that sediment geochemistry and hydrogeology are vital in the selection of distinct microbial populations and metabolic potential in different depths of subsurface terrestrial sediment. Such studies correlating microbial community analyses and geochemistry analyses, including high resolution mass spectrometry analyses of natural organic carbon, will further the fundamental understanding of microbial ecology and biogeochemistry in subsurface terrestrial ecosystems and will benefit the future development of predictive models on nutrient turnover in these environments.
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Affiliation(s)
- Xiaoqin Wu
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Sara Gushgari-Doyle
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Lauren M Lui
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Andrew J Hendrickson
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Yina Liu
- Department of Oceanography, Texas A&M University, College Station, Texas, USA
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington, USA
| | | | - Torben N Nielsen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Nicholas B Justice
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Tuesday Simmons
- University of California, Berkeley, Berkeley, California, USA
| | - Nancy J Hess
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington, USA
| | | | - Terry C Hazen
- University of Tennessee, Knoxville, Tennessee, USA
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | - Adam P Arkin
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
- University of California, Berkeley, Berkeley, California, USA
| | - Romy Chakraborty
- Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
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7
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Kokate PP, Bales E, Joyner D, Hazen TC, Techtmann SM. Biogeographic patterns in populations of marine Pseudoalteromonas atlantica isolates. FEMS Microbiol Lett 2023; 370:fnad081. [PMID: 37573136 DOI: 10.1093/femsle/fnad081] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/14/2023] [Accepted: 08/11/2023] [Indexed: 08/14/2023] Open
Abstract
Intra-specific genomic diversity is well documented in microbes. The question, however, remains whether natural selection or neutral evolution is the major contributor to this diversity. We undertook this study to estimate genomic diversity in Pseudoalteromonas atlantica populations and whether the diversity, if present, could be attributed to environmental factors or distance effects. We isolated and sequenced twenty-three strains of P. atlantica from three geographically distant deep marine basins and performed comparative genomic analyses to study the genomic diversity of populations among these basins. Average nucleotide identity followed a strictly geographical pattern. In two out of three locations, the strains within the location exhibited >99.5% identity, whereas, among locations, the strains showed <98.11% identity. Phylogenetic and pan-genome analysis also reflected the biogeographical separation of the strains. Strains from the same location shared many accessory genes and clustered closely on the phylogenetic tree. Phenotypic diversity between populations was studied in ten out of twenty-three strains testing carbon and nitrogen source utilization and osmotolerance. A genetic basis for phenotypic diversity could be established in most cases but was apparently not influenced by local environmental conditions. Our study suggests that neutral evolution may have a substantial role in the biodiversity of P. atlantica.
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Affiliation(s)
- Prajakta P Kokate
- Department of Biological Sciences, Michigan Technological University, Houghton, MI 49931, United States
| | - Erika Bales
- Department of Microbiology, University of Tennessee Knoxville, Knoxville, TN 37996, United States
| | - Dominique Joyner
- Department of Civil and Environmental Engineering, University of Tennessee Knoxville, Knoxville, TN 37996, United States
| | - Terry C Hazen
- Department of Microbiology, University of Tennessee Knoxville, Knoxville, TN 37996, United States
- Department of Civil and Environmental Engineering, University of Tennessee Knoxville, Knoxville, TN 37996, United States
| | - Stephen M Techtmann
- Department of Biological Sciences, Michigan Technological University, Houghton, MI 49931, United States
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8
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Li Y, Ash KT, Joyner DC, Williams DE, Alamilla I, McKay PJ, Iler C, Green BM, Kara-Murdoch F, Swift CM, Hazen TC. Decay of enveloped SARS-CoV-2 and non-enveloped PMMoV RNA in raw sewage from university dormitories. Front Microbiol 2023; 14:1144026. [PMID: 37187532 PMCID: PMC10175580 DOI: 10.3389/fmicb.2023.1144026] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 04/03/2023] [Indexed: 05/17/2023] Open
Abstract
Introduction Although severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) RNA has been frequently detected in sewage from many university dormitories to inform public health decisions during the COVID-19 pandemic, a clear understanding of SARS-CoV-2 RNA persistence in site-specific raw sewage is still lacking. To investigate the SARS-CoV-2 RNA persistence, a field trial was conducted in the University of Tennessee dormitories raw sewage, similar to municipal wastewater. Methods The decay of enveloped SARS-CoV-2 RNA and non-enveloped Pepper mild mottle virus (PMMoV) RNA was investigated by reverse transcription-quantitative polymerase chain reaction (RT-qPCR) in raw sewage at 4°C and 20°C. Results Temperature, followed by the concentration level of SARS-CoV-2 RNA, was the most significant factors that influenced the first-order decay rate constants (k) of SARS-CoV-2 RNA. The mean k values of SARS-CoV-2 RNA were 0.094 day-1 at 4°C and 0.261 day-1 at 20°C. At high-, medium-, and low-concentration levels of SARS-CoV-2 RNA, the mean k values were 0.367, 0.169, and 0.091 day-1, respectively. Furthermore, there was a statistical difference between the decay of enveloped SARS-CoV-2 and non-enveloped PMMoV RNA at different temperature conditions. Discussion The first decay rates for both temperatures were statistically comparable for SARS-CoV-2 RNA, which showed sensitivity to elevated temperatures but not for PMMoV RNA. This study provides evidence for the persistence of viral RNA in site-specific raw sewage at different temperature conditions and concentration levels.
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Affiliation(s)
- Ye Li
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, United States
| | - K. T. Ash
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, United States
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Dominique C. Joyner
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, United States
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Daniel E. Williams
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - I. Alamilla
- Student Health Center, University of Tennessee, Knoxville, TN, United States
| | - P. J. McKay
- Student Health Center, University of Tennessee, Knoxville, TN, United States
| | - C. Iler
- Department of Facilities Services, The University of Tennessee, Knoxville, TN, United States
| | - B. M. Green
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, United States
| | - F. Kara-Murdoch
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - C. M. Swift
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN, United States
| | - Terry C. Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, United States
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, United States
- Department of Microbiology, University of Tennessee, Knoxville, TN, United States
- Bredesen Center, University of Tennessee, Knoxville, TN, United States
- Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, United States
- *Correspondence: Terry C. Hazen,
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9
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Goff JL, Szink EG, Thorgersen MP, Putt AD, Fan Y, Lui LM, Nielsen TN, Hunt KA, Michael JP, Wang Y, Ning D, Fu Y, Van Nostrand JD, Poole FL, Chandonia J, Hazen TC, Stahl DA, Zhou J, Arkin AP, Adams MWW. Ecophysiological and genomic analyses of a representative isolate of highly abundant Bacillus cereus strains in contaminated subsurface sediments. Environ Microbiol 2022; 24:5546-5560. [PMID: 36053980 PMCID: PMC9805006 DOI: 10.1111/1462-2920.16173] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 08/10/2022] [Indexed: 01/09/2023]
Abstract
Bacillus cereus strain CPT56D-587-MTF (CPTF) was isolated from the highly contaminated Oak Ridge Reservation (ORR) subsurface. This site is contaminated with high levels of nitric acid and multiple heavy metals. Amplicon sequencing of the 16S rRNA genes (V4 region) in sediment from this area revealed an amplicon sequence variant (ASV) with 100% identity to the CPTF 16S rRNA sequence. Notably, this CPTF-matching ASV had the highest relative abundance in this community survey, with a median relative abundance of 3.77% and comprised 20%-40% of reads in some samples. Pangenomic analysis revealed that strain CPTF has expanded genomic content compared to other B. cereus species-largely due to plasmid acquisition and expansion of transposable elements. This suggests that these features are important for rapid adaptation to native environmental stressors. We connected genotype to phenotype in the context of the unique geochemistry of the site. These analyses revealed that certain genes (e.g. nitrate reductase, heavy metal efflux pumps) that allow this strain to successfully occupy the geochemically heterogenous microniches of its native site are characteristic of the B. cereus species while others such as acid tolerance are mobile genetic element associated and are generally unique to strain CPTF.
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Affiliation(s)
- Jennifer L. Goff
- Department of Biochemistry and Molecular BiologyUniversity of GeorgiaAthensGeorgiaUSA
| | - Elizabeth G. Szink
- Department of Biochemistry and Molecular BiologyUniversity of GeorgiaAthensGeorgiaUSA
| | - Michael P. Thorgersen
- Department of Biochemistry and Molecular BiologyUniversity of GeorgiaAthensGeorgiaUSA
| | - Andrew D. Putt
- Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTennesseeUSA
| | - Yupeng Fan
- Institute for Environmental GenomicsUniversity of OklahomaNormanOklahomaUSA
| | - Lauren M. Lui
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA
| | - Torben N. Nielsen
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA
| | - Kristopher A. Hunt
- Civil and Environmental EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | | | - Yajiao Wang
- Institute for Environmental GenomicsUniversity of OklahomaNormanOklahomaUSA
| | - Daliang Ning
- Institute for Environmental GenomicsUniversity of OklahomaNormanOklahomaUSA
| | - Ying Fu
- Institute for Environmental GenomicsUniversity of OklahomaNormanOklahomaUSA
| | | | - Farris L. Poole
- Department of Biochemistry and Molecular BiologyUniversity of GeorgiaAthensGeorgiaUSA
| | - John‐Marc Chandonia
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA
| | - Terry C. Hazen
- Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTennesseeUSA,Genome Sciences DivisionOak Ridge National LabOak RidgeTennesseeUSA,Department of Civil and Environmental EngineeringUniversity of TennesseeKnoxvilleTennesseeUSA
| | - David A. Stahl
- Civil and Environmental EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Jizhong Zhou
- Institute for Environmental GenomicsUniversity of OklahomaNormanOklahomaUSA,Department of Microbiology and Plant BiologyUniversity of OklahomaNormanOklahomaUSA,School of Civil Engineering and Environmental SciencesUniversity of OklahomaNormanOklahomaUSA,Earth and Environmental SciencesLawrence Berkley National LaboratoryBerkeleyCaliforniaUSA
| | - Adam P. Arkin
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA,Department of BioengineeringUniversity of California at BerkeleyBerkeleyCaliforniaUSA
| | - Michael W. W. Adams
- Department of Biochemistry and Molecular BiologyUniversity of GeorgiaAthensGeorgiaUSA
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10
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Campa MF, Chen See JR, Unverdorben LV, Wright OG, Roth KA, Niles JM, Ressler D, Macatugal EMS, Putt AD, Techtmann SM, Righetti TL, Hazen TC, Lamendella R. Geochemistry and Multiomics Data Differentiate Streams in Pennsylvania Based on Unconventional Oil and Gas Activity. Microbiol Spectr 2022; 10:e0077022. [PMID: 35980272 PMCID: PMC9603415 DOI: 10.1128/spectrum.00770-22] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 07/15/2022] [Indexed: 12/30/2022] Open
Abstract
Unconventional oil and gas (UOG) extraction is increasing exponentially around the world, as new technological advances have provided cost-effective methods to extract hard-to-reach hydrocarbons. While UOG has increased the energy output of some countries, past research indicates potential impacts in nearby stream ecosystems as measured by geochemical and microbial markers. Here, we utilized a robust data set that combines 16S rRNA gene amplicon sequencing (DNA), metatranscriptomics (RNA), geochemistry, and trace element analyses to establish the impact of UOG activity in 21 sites in northern Pennsylvania. These data were also used to design predictive machine learning models to determine the UOG impact on streams. We identified multiple biomarkers of UOG activity and contributors of antimicrobial resistance within the order Burkholderiales. Furthermore, we identified expressed antimicrobial resistance genes, land coverage, geochemistry, and specific microbes as strong predictors of UOG status. Of the predictive models constructed (n = 30), 15 had accuracies higher than expected by chance and area under the curve values above 0.70. The supervised random forest models with the highest accuracy were constructed with 16S rRNA gene profiles, metatranscriptomics active microbial composition, metatranscriptomics active antimicrobial resistance genes, land coverage, and geochemistry (n = 23). The models identified the most important features within those data sets for classifying UOG status. These findings identified specific shifts in gene presence and expression, as well as geochemical measures, that can be used to build robust models to identify impacts of UOG development. IMPORTANCE The environmental implications of unconventional oil and gas extraction are only recently starting to be systematically recorded. Our research shows the utility of microbial communities paired with geochemical markers to build strong predictive random forest models of unconventional oil and gas activity and the identification of key biomarkers. Microbial communities, their transcribed genes, and key biomarkers can be used as sentinels of environmental changes. Slight changes in microbial function and composition can be detected before chemical markers of contamination. Potential contamination, specifically from biocides, is especially concerning due to its potential to promote antibiotic resistance in the environment. Additionally, as microbial communities facilitate the bulk of nutrient cycling in the environment, small changes may have long-term repercussions. Supervised random forest models can be used to identify changes in those communities, greatly enhance our understanding of what such impacts entail, and inform environmental management decisions.
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Affiliation(s)
- Maria Fernanda Campa
- University of Tennessee, Knoxville, Tennessee, USA
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | | | | | | | | | | | | | | | - Andrew D. Putt
- University of Tennessee, Knoxville, Tennessee, USA
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | | | | | - Terry C. Hazen
- University of Tennessee, Knoxville, Tennessee, USA
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
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11
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Putt AD, Rafie SAA, Hazen TC. Large-Data Omics Approaches in Modern Remediation. J Environ Eng 2022; 148. [DOI: 10.1061/(asce)ee.1943-7870.0002042] [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] [Received: 03/04/2022] [Accepted: 04/26/2022] [Indexed: 09/02/2023]
Affiliation(s)
- Andrew D. Putt
- Ph.D. Candidate, Dept. of Earth and Planetary Sciences, Univ. of Tennessee, Knoxville, TN 37996. ORCID:
| | - Sa’ad Abd Ar Rafie
- Ph.D. Candidate, Dept. of Civil and Environmental Sciences, Univ. of Tennessee, Knoxville, TN 37996
| | - Terry C. Hazen
- Governor’s Chair Professor, Dept. of Earth and Planetary Sciences, Univ. of Tennessee, Knoxville, TN 37996; Dept. of Civil and Environmental Sciences, Univ. of Tennessee, Knoxville, TN 37996; Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831; Dept. of Microbiology, Univ. of Tennessee, Knoxville, TN 37996; Institute for a Secure and Sustainable Environment, Univ. of Tennessee, Knoxville, TN 37996 (corresponding author). ORCID:
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12
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13
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Paradis CJ, Miller JI, Moon J, Spencer SJ, Lui LM, Van Nostrand JD, Ning D, Steen AD, McKay LD, Arkin AP, Zhou J, Alm EJ, Hazen TC. Sustained Ability of a Natural Microbial Community to Remove Nitrate from Groundwater. Ground Water 2022; 60:99-111. [PMID: 34490626 PMCID: PMC9290691 DOI: 10.1111/gwat.13132] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 08/24/2021] [Accepted: 08/30/2021] [Indexed: 05/23/2023]
Abstract
Microbial-mediated nitrate removal from groundwater is widely recognized as the predominant mechanism for nitrate attenuation in contaminated aquifers and is largely dependent on the presence of a carbon-bearing electron donor. The repeated exposure of a natural microbial community to an electron donor can result in the sustained ability of the community to remove nitrate; this phenomenon has been clearly demonstrated at the laboratory scale. However, in situ demonstrations of this ability are lacking. For this study, ethanol (electron donor) was repeatedly injected into a groundwater well (treatment) for six consecutive weeks to establish the sustained ability of a microbial community to remove nitrate. A second well (control) located upgradient was not injected with ethanol during this time. The treatment well demonstrated strong evidence of sustained ability as evident by ethanol, nitrate, and subsequent sulfate removal up to 21, 64, and 68%, respectively, as compared to the conservative tracer (bromide) upon consecutive exposures. Both wells were then monitored for six additional weeks under natural (no injection) conditions. During the final week, ethanol was injected into both treatment and control wells. The treatment well demonstrated sustained ability as evident by ethanol and nitrate removal up to 20 and 21%, respectively, as compared to bromide, whereas the control did not show strong evidence of nitrate removal (5% removal). Surprisingly, the treatment well did not indicate a sustained and selective enrichment of a microbial community. These results suggested that the predominant mechanism(s) of sustained ability likely exist at the enzymatic- and/or genetic-levels. The results of this study demonstrated the in situ ability of a microbial community to remove nitrate can be sustained in the prolonged absence of an electron donor.
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Affiliation(s)
- Charles J. Paradis
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
| | - John I. Miller
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
- Bredesen CenterUniversity of TennesseeKnoxvilleTN
| | - Ji‐Won Moon
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
| | - Sarah J. Spencer
- Biological Engineering DepartmentMassachusetts Institute of TechnologyCambridgeMA
| | - Lauren M. Lui
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCA
| | - Joy D. Van Nostrand
- Institute for Environmental Genomics, Department of Microbiology and Plant Biologyand School of Civil Engineering and Environmental Sciences, University of OklahomaNormanOK
| | - Daliang Ning
- Institute for Environmental Genomics, Department of Microbiology and Plant Biologyand School of Civil Engineering and Environmental Sciences, University of OklahomaNormanOK
| | - Andrew D. Steen
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
- Department of MicrobiologyUniversity of TennesseeKnoxvilleTN
| | - Larry D. McKay
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
| | - Adam P. Arkin
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCA
- Department of BioengineeringUniversity of CaliforniaBerkeleyCA
| | - Jizhong Zhou
- Institute for Environmental Genomics, Department of Microbiology and Plant Biologyand School of Civil Engineering and Environmental Sciences, University of OklahomaNormanOK
| | - Eric J. Alm
- Biological Engineering DepartmentMassachusetts Institute of TechnologyCambridgeMA
| | - Terry C. Hazen
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
- Bredesen CenterUniversity of TennesseeKnoxvilleTN
- Department of BioengineeringUniversity of CaliforniaBerkeleyCA
- Department of Civil and Environmental SciencesUniversity of TennesseeKnoxvilleTN
- Center for Environmental BiotechnologyUniversity of TennesseeKnoxvilleTN
- Institute for a Secure and Sustainable EnvironmentUniversity of TennesseeKnoxvilleTN
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14
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Alhajjar RK, Ghannam RB, Chen See JR, Wright OG, Campa MF, Hazen TC, Lamendella R, Techtmann SM. Comparative study of the effects of biocides and metal oxide nanoparticles on microbial community structure in a stream impacted by hydraulic fracturing. Chemosphere 2021; 284:131255. [PMID: 34214929 DOI: 10.1016/j.chemosphere.2021.131255] [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: 01/27/2021] [Revised: 06/11/2021] [Accepted: 06/15/2021] [Indexed: 06/13/2023]
Abstract
Our study goal was to investigate the impact of biocides and nanoparticles (NPs) on the microbial diversity in a hydraulic fracturing impacted stream. Biocides and NPs are known for their antimicrobial properties and controlling microbial growth. Previous work has shown that biocides can alter the microbial community composition of stream water and may select for biocide-resistant bacteria. Additional studies have shown that nanoparticles can also alter microbial community composition. However, previous work has often focused on the response to a single compound. Here we provide a more thorough analysis of the microbial community response to three different biocides and three different nanoparticles. A microcosm-based study was undertaken that exposed stream microbial communities to either biocides or NPs. Our results showed a decrease in bacterial abundance with different types of nanoparticles, but an increase in microbial abundance in biocide-amended treatments. The microbial community composition (MCC) was distinct from the controls in all biocide and NP treatments, which resulted in differentially enriched taxa in the treatments compared to the controls. Our results indicate that NPs slightly altered the MCC compared to the biocide-treated microcosms. After 14 days, the MCC in the nanoparticle-treated conditions was similar to the MCC in the control. Conversely, the MCC in the biocide-treated microcosms was distinct from the controls at day 14 and distinct from all conditions at day 0. This finding may point to the use of NPs as an alternative to biocides in some settings.
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Affiliation(s)
- Rehab K Alhajjar
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA
| | - Ryan B Ghannam
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA
| | | | | | - Maria Fernanda Campa
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Knoxville, TN, USA
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Knoxville, TN, USA
| | | | - Stephen M Techtmann
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, USA.
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15
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Chen See JR, Wright O, Unverdorben LV, Heibeck N, Techtmann SM, Hazen TC, Lamendella R. Evaluating the Impact of Hydraulic Fracturing on Streams using Microbial Molecular Signatures. J Vis Exp 2021. [PMID: 33871451 DOI: 10.3791/61904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022] Open
Abstract
Hydraulic fracturing (HF), commonly called "fracking", uses a mixture of high-pressure water, sand, and chemicals to fracture rocks, releasing oil and gas. This process revolutionized the U.S. energy industry, as it gives access to resources that were previously unobtainable and now produces two-thirds of the total natural gas in the United States. Although fracking has had a positive impact on the U.S. economy, several studies have highlighted its detrimental environmental effects. Of particular concern is the effect of fracking on headwater streams, which are especially important due to their disproportionately large impact on the health of the entire watershed. The bacteria within those streams can be used as indicators of stream health, as the bacteria present and their abundance in a disturbed stream would be expected to differ from those in an otherwise comparable but undisturbed stream. Therefore, this protocol aims to use the bacterial community to determine if streams have been impacted by fracking. To this end, sediment, and water samples, from streams near fracking (potentially impacted) and upstream or in a different watershed of fracking activity (unimpacted) must be collected. Those samples are then subjected to nucleic acid extraction, library preparation, and sequencing to investigate microbial community composition. Correlational analysis and machine learning models can subsequently be employed to identify which features are explanative of variation in the community, as well as identification of predictive biomarkers for fracking's impact. These methods can reveal a variety of differences in the microbial communities among headwater streams, based on the proximity to fracking, and serve as a foundation for future investigations on the environmental impact of fracking activities.
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Affiliation(s)
| | | | | | | | | | - Terry C Hazen
- Biosciences Division, Oak Ridge National Laboratory; Department of Civil and Environmental Engineering, University of Tennessee
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16
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Lui LM, Majumder ELW, Smith HJ, Carlson HK, von Netzer F, Fields MW, Stahl DA, Zhou J, Hazen TC, Baliga NS, Adams PD, Arkin AP. Mechanism Across Scales: A Holistic Modeling Framework Integrating Laboratory and Field Studies for Microbial Ecology. Front Microbiol 2021; 12:642422. [PMID: 33841364 PMCID: PMC8024649 DOI: 10.3389/fmicb.2021.642422] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [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: 12/16/2020] [Accepted: 02/22/2021] [Indexed: 11/13/2022] Open
Abstract
Over the last century, leaps in technology for imaging, sampling, detection, high-throughput sequencing, and -omics analyses have revolutionized microbial ecology to enable rapid acquisition of extensive datasets for microbial communities across the ever-increasing temporal and spatial scales. The present challenge is capitalizing on our enhanced abilities of observation and integrating diverse data types from different scales, resolutions, and disciplines to reach a causal and mechanistic understanding of how microbial communities transform and respond to perturbations in the environment. This type of causal and mechanistic understanding will make predictions of microbial community behavior more robust and actionable in addressing microbially mediated global problems. To discern drivers of microbial community assembly and function, we recognize the need for a conceptual, quantitative framework that connects measurements of genomic potential, the environment, and ecological and physical forces to rates of microbial growth at specific locations. We describe the Framework for Integrated, Conceptual, and Systematic Microbial Ecology (FICSME), an experimental design framework for conducting process-focused microbial ecology studies that incorporates biological, chemical, and physical drivers of a microbial system into a conceptual model. Through iterative cycles that advance our understanding of the coupling across scales and processes, we can reliably predict how perturbations to microbial systems impact ecosystem-scale processes or vice versa. We describe an approach and potential applications for using the FICSME to elucidate the mechanisms of globally important ecological and physical processes, toward attaining the goal of predicting the structure and function of microbial communities in chemically complex natural environments.
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Affiliation(s)
- Lauren M. Lui
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Erica L.-W. Majumder
- Department of Bacteriology, University of Wisconsin–Madison, Madison, WI, United States
| | - Heidi J. Smith
- Center for Biofilm Engineering, Department of Microbiology and Immunology, Montana State University, Bozeman, MT, United States
| | - Hans K. Carlson
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Frederick von Netzer
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, United States
| | - Matthew W. Fields
- Center for Biofilm Engineering, Department of Microbiology and Immunology, Montana State University, Bozeman, MT, United States
| | - David A. Stahl
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, United States
| | - Jizhong Zhou
- Institute for Environmental Genomics, Department of Microbiology & Plant Biology, School of Civil Engineering and Environmental Sciences, University of Oklahoma, Norman, OK, United States
| | - Terry C. Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Knoxville, TN, United States
| | | | - Paul D. Adams
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Department of Bioengineering, University of California, Berkeley, Berkeley, CA, United States
| | - Adam P. Arkin
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Department of Bioengineering, University of California, Berkeley, Berkeley, CA, United States
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17
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Ge X, Thorgersen MP, Poole FL, Deutschbauer AM, Chandonia JM, Novichkov PS, Gushgari-Doyle S, Lui LM, Nielsen T, Chakraborty R, Adams PD, Arkin AP, Hazen TC, Adams MWW. Characterization of a Metal-Resistant Bacillus Strain With a High Molybdate Affinity ModA From Contaminated Sediments at the Oak Ridge Reservation. Front Microbiol 2020; 11:587127. [PMID: 33193240 PMCID: PMC7604516 DOI: 10.3389/fmicb.2020.587127] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [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: 07/24/2020] [Accepted: 09/22/2020] [Indexed: 12/12/2022] Open
Abstract
A nitrate- and metal-contaminated site at the Oak Ridge Reservation (ORR) was previously shown to contain the metal molybdenum (Mo) at picomolar concentrations. This potentially limits microbial nitrate reduction, as Mo is required by the enzyme nitrate reductase, which catalyzes the first step of nitrate removal. Enrichment for anaerobic nitrate-reducing microbes from contaminated sediment at the ORR yielded Bacillus strain EB106-08-02-XG196. This bacterium grows in the presence of multiple metals (Cd, Ni, Cu, Co, Mn, and U) but also exhibits better growth compared to control strains, including Pseudomonas fluorescens N2E2 isolated from a pristine ORR environment under low molybdate concentrations (<1 nM). Molybdate is taken up by the molybdate binding protein, ModA, of the molybdate ATP-binding cassette transporter. ModA of XG196 is phylogenetically distinct from those of other characterized ModA proteins. The genes encoding ModA from XG196, P. fluorescens N2E2 and Escherichia coli K12 were expressed in E. coli and the recombinant proteins were purified. Isothermal titration calorimetry analysis showed that XG196 ModA has a higher affinity for molybdate than other ModA proteins with a molybdate binding constant (KD) of 2.2 nM, about one order of magnitude lower than those of P. fluorescens N2E2 (27.0 nM) and E. coli K12 (25.0 nM). XG196 ModA also showed a fivefold higher affinity for molybdate than for tungstate (11 nM), whereas the ModA proteins from P. fluorescens N2E2 [KD (Mo) 27.0 nM, KD (W) 26.7 nM] and E. coli K12[(KD (Mo) 25.0 nM, KD (W) 23.8 nM] had similar affinities for the two oxyanions. We propose that high molybdate affinity coupled with resistance to multiple metals gives strain XG196 a competitive advantage in Mo-limited environments contaminated with high concentrations of metals and nitrate, as found at ORR.
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Affiliation(s)
- Xiaoxuan Ge
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, United States
| | - Michael P Thorgersen
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, United States
| | - Farris L Poole
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, United States
| | - Adam M Deutschbauer
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - John-Marc Chandonia
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Pavel S Novichkov
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Sara Gushgari-Doyle
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Lauren M Lui
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Torben Nielsen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Romy Chakraborty
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Paul D Adams
- Molecular Biosciences and Integrated Bioimaging, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Department of Bioengineering, University of California, Berkeley, Berkeley, CA, United States
| | - Adam P Arkin
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Department of Bioengineering, University of California, Berkeley, Berkeley, CA, United States
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Michael W W Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, United States
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18
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Satinover SJ, Rodriguez M, Campa MF, Hazen TC, Borole AP. Performance and community structure dynamics of microbial electrolysis cells operated on multiple complex feedstocks. Biotechnol Biofuels 2020; 13:169. [PMID: 33062055 PMCID: PMC7552531 DOI: 10.1186/s13068-020-01803-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 09/20/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND Microbial electrolysis is a promising technology for converting aqueous wastes into hydrogen. However, substrate adaptability is an important feature, seldom documented in microbial electrolysis cells (MECs). In addition, the correlation between substrate composition and community structure has not been well established. This study used an MEC capable of producing over 10 L/L-day of hydrogen from a switchgrass-derived bio-oil aqueous phase and investigated four additional substrates, tested in sequence on a mature biofilm. The additional substrates included a red oak-derived bio-oil aqueous phase, a corn stover fermentation product, a mixture of phenol and acetate, and acetate alone. RESULTS The MECs fed with the corn stover fermentation product resulted in the highest performance among the complex feedstocks, producing an average current density of 7.3 ± 0.51 A/m2, although the acetate fed MECs outperformed complex substrates, producing 12.3 ± 0.01 A/m2. 16S rRNA gene sequencing showed that community structure and community diversity were not predictive of performance, and replicate community structures diverged despite identical inoculum and enrichment procedure. The trends in each replicate, however, were indicative of the influence of the substrates. Geobacter was the most dominant genus across most of the samples tested, but its abundance did not correlate strongly to current density. High-performance liquid chromatography (HPLC) showed that acetic acid accumulated during open circuit conditions when MECs were fed with complex feedstocks and was quickly degraded once closed circuit conditions were applied. The largest net acetic acid removal rate occurred when MECs were fed with red oak bio-oil aqueous phase, consuming 2.93 ± 0.00 g/L-day. Principal component analysis found that MEC performance metrics such as current density, hydrogen productivity, and chemical oxygen demand removal were closely correlated. Net acetic acid removal was also found to correlate with performance. However, no bacterial genus appeared to correlated to these performance metrics strongly, and the analysis suggested that less than 70% of the variance was accounted for by the two components. CONCLUSIONS This study demonstrates the robustness of microbial communities to adapt to a range of feedstocks and conditions without relying on specific species, delivering high hydrogen productivities despite differences in community structure. The results indicate that functional adaptation may play a larger role in performance than community composition. Further investigation of the roles each microbe plays in these communities will help MECs to become integral in the 21st-century bioeconomy to produce zero-emission fuels.
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Affiliation(s)
- Scott J. Satinover
- Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, USA
| | - Miguel Rodriguez
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN USA
| | - Maria F. Campa
- Institute for a Secure & Sustainable Environment, The University of Tennessee, Knoxville, USA
| | - Terry C. Hazen
- Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, USA
- Civil and Environmental Engineering, The University of Tennessee, Knoxville, USA
- Institute for a Secure & Sustainable Environment, The University of Tennessee, Knoxville, USA
| | - Abhijeet P. Borole
- Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, USA
- Chemical and Biomolecular Engineering, The University of Tennessee, Knoxville, USA
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Moon JW, Paradis CJ, Joyner DC, von Netzer F, Majumder EL, Dixon ER, Podar M, Ge X, Walian PJ, Smith HJ, Wu X, Zane GM, Walker KF, Thorgersen MP, Poole Ii FL, Lui LM, Adams BG, De León KB, Brewer SS, Williams DE, Lowe KA, Rodriguez M, Mehlhorn TL, Pfiffner SM, Chakraborty R, Arkin AP, Wall JD, Fields MW, Adams MWW, Stahl DA, Elias DA, Hazen TC. Characterization of subsurface media from locations up- and down-gradient of a uranium-contaminated aquifer. Chemosphere 2020; 255:126951. [PMID: 32417512 DOI: 10.1016/j.chemosphere.2020.126951] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [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: 11/07/2019] [Revised: 04/17/2020] [Accepted: 04/29/2020] [Indexed: 06/11/2023]
Abstract
The processing of sediment to accurately characterize the spatially-resolved depth profiles of geophysical and geochemical properties along with signatures of microbial density and activity remains a challenge especially in complex contaminated areas. This study processed cores from two sediment boreholes from background and contaminated core sediments and surrounding groundwater. Fresh core sediments were compared by depth to capture the changes in sediment structure, sediment minerals, biomass, and pore water geochemistry in terms of major and trace elements including pollutants, cations, anions, and organic acids. Soil porewater samples were matched to groundwater level, flow rate, and preferential flows and compared to homogenized groundwater-only samples from neighboring monitoring wells. Groundwater analysis of nearby wells only revealed high sulfate and nitrate concentrations while the same analysis using sediment pore water samples with depth was able to suggest areas high in sulfate- and nitrate-reducing bacteria based on their decreased concentration and production of reduced by-products that could not be seen in the groundwater samples. Positive correlations among porewater content, total organic carbon, trace metals and clay minerals revealed a more complicated relationship among contaminant, sediment texture, groundwater table, and biomass. The fluctuating capillary interface had high concentrations of Fe and Mn-oxides combined with trace elements including U, Th, Sr, Ba, Cu, and Co. This suggests the mobility of potentially hazardous elements, sediment structure, and biogeochemical factors are all linked together to impact microbial communities, emphasizing that solid interfaces play an important role in determining the abundance of bacteria in the sediments.
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Affiliation(s)
- Ji-Won Moon
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA; current U.S. Geological Survey, National Minerals Information Center, Reston, VA, USA
| | - Charles J Paradis
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Dominique C Joyner
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Frederick von Netzer
- University of Washington, Department of Civil and Environmental Engineering, Seattle, WA, USA
| | - Erica L Majumder
- University of Missouri, Department of Biochemistry, Columbia, MO, USA
| | - Emma R Dixon
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Mircea Podar
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Xiaoxuan Ge
- University of Georgia, Department of Biochemistry and Molecular Biology, Athens, GA, USA
| | - Peter J Walian
- Lawrence Berkeley National Laboratory, Molecular Biophysics and Integrated Bioimaging, Berkeley, CA, USA
| | - Heidi J Smith
- Montana State University, Center for Biofilm Engineering, Department of Microbiology & Immunology, Bozeman, MT, USA
| | - Xiaoqin Wu
- Lawrence Berkeley National Laboratory, Department of Ecology, Earth and Environmental Sciences Area, Berkeley, CA, USA
| | - Grant M Zane
- University of Missouri, Department of Biochemistry, Columbia, MO, USA
| | - Kathleen F Walker
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Michael P Thorgersen
- University of Georgia, Department of Biochemistry and Molecular Biology, Athens, GA, USA
| | - Farris L Poole Ii
- University of Georgia, Department of Biochemistry and Molecular Biology, Athens, GA, USA
| | - Lauren M Lui
- Lawrence Berkeley National Laboratory Environmental Genomics and Systems Biology, Berkeley, CA, USA
| | - Benjamin G Adams
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Kara B De León
- University of Missouri, Department of Biochemistry, Columbia, MO, USA
| | - Sheridan S Brewer
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Daniel E Williams
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Kenneth A Lowe
- Oak Ridge National Laboratory, Environmental Science Division, Oak Ridge, TN, USA
| | - Miguel Rodriguez
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Tonia L Mehlhorn
- Oak Ridge National Laboratory, Environmental Science Division, Oak Ridge, TN, USA
| | - Susan M Pfiffner
- University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA
| | - Romy Chakraborty
- Lawrence Berkeley National Laboratory, Department of Ecology, Earth and Environmental Sciences Area, Berkeley, CA, USA
| | - Adam P Arkin
- Lawrence Berkeley National Laboratory Environmental Genomics and Systems Biology, Berkeley, CA, USA
| | - Judy D Wall
- University of Missouri, Department of Biochemistry, Columbia, MO, USA
| | - Matthew W Fields
- Montana State University, Center for Biofilm Engineering, Department of Microbiology & Immunology, Bozeman, MT, USA
| | - Michael W W Adams
- University of Georgia, Department of Biochemistry and Molecular Biology, Athens, GA, USA
| | - David A Stahl
- University of Washington, Department of Civil and Environmental Engineering, Seattle, WA, USA
| | - Dwayne A Elias
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Terry C Hazen
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA; University of Tennessee, Departments of Earth & Planetary Sciences, Microbiology, Civil & Environmental Engineering, Methane Center, Knoxville, TN, USA.
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20
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Miller JI, Techtmann S, Joyner D, Mahmoudi N, Fortney J, Fordyce JA, GaraJayeva N, Askerov FS, Cravid C, Kuijper M, Pelz O, Hazen TC. Microbial Communities across Global Marine Basins Show Important Compositional Similarities by Depth. mBio 2020; 11:e01448-20. [PMID: 32817104 PMCID: PMC7439485 DOI: 10.1128/mbio.01448-20] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [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: 06/02/2020] [Accepted: 06/11/2020] [Indexed: 11/20/2022] Open
Abstract
The environmental surveys following the 2010 Deepwater Horizon (DWH) spill identified a variety of hydrocarbon-degrading microorganisms, and laboratory studies with field-collected water samples then demonstrated faster-than-expected hydrocarbon biodegradation rates at 5°C. Knowledge about microbial community composition, diversity, and functional metabolic capabilities aids in understanding and predicting petroleum biodegradation by microbial communities in situ and is therefore an important component of the petroleum spill response decision-making process. This study investigates the taxonomic composition of microbial communities in six different global basins where petroleum and gas activities occur. Shallow-water communities were strikingly similar across basins, while deep-water communities tended to show subclusters by basin, with communities from the epipelagic, mesopelagic, and bathypelagic zones sometimes appearing within the same cluster. Microbial taxa that were enriched in the water column in the Gulf of Mexico following the DWH spill were found across marine basins. Several hydrocarbon-degrading genera (e.g., Actinobacteria, Pseudomonas, and Rhodobacteriacea) were common across all basins. Other genera such as Pseudoalteromonas and Oleibacter were highly enriched in specific basins.IMPORTANCE Marine microbial communities are a vital component of global carbon cycling, and numerous studies have shown that populations of petroleum-degrading bacteria are ubiquitous in the oceans. Few studies have attempted to distinguish all of the taxa that might contribute to petroleum biodegradation (including, e.g., heterotrophic and nondesignated microbes that respond positively to petroleum and microbes that grow on petroleum as the sole carbon source). This study quantifies the subpopulations of microorganisms that are expected to be involved in petroleum hydrocarbon biodegradation, which is important information during the decision-making process in the event of a petroleum spill accident.
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Affiliation(s)
- John I Miller
- Bredesen Center, University of Tennessee, Knoxville, Tennessee, USA
| | - Stephen Techtmann
- Department of Civil & Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Dominique Joyner
- Department of Civil & Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Nagissa Mahmoudi
- Department of Civil & Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Julian Fortney
- Department of Civil & Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - James A Fordyce
- Department of Ecology & Evolutionary Biology, University of Tennessee, Knoxville, Tennessee, USA
| | | | | | | | | | - Oliver Pelz
- BP International, Sunbury on Thames, United Kingdom
| | - Terry C Hazen
- Department of Civil & Environmental Engineering, University of Tennessee, Knoxville, Tennessee, USA
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21
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Tian R, Ning D, He Z, Zhang P, Spencer SJ, Gao S, Shi W, Wu L, Zhang Y, Yang Y, Adams BG, Rocha AM, Detienne BL, Lowe KA, Joyner DC, Klingeman DM, Arkin AP, Fields MW, Hazen TC, Stahl DA, Alm EJ, Zhou J. Small and mighty: adaptation of superphylum Patescibacteria to groundwater environment drives their genome simplicity. Microbiome 2020; 8:51. [PMID: 32252814 PMCID: PMC7137472 DOI: 10.1186/s40168-020-00825-w] [Citation(s) in RCA: 140] [Impact Index Per Article: 35.0] [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: 01/31/2020] [Accepted: 03/13/2020] [Indexed: 05/18/2023]
Abstract
BACKGROUND The newly defined superphylum Patescibacteria such as Parcubacteria (OD1) and Microgenomates (OP11) has been found to be prevalent in groundwater, sediment, lake, and other aquifer environments. Recently increasing attention has been paid to this diverse superphylum including > 20 candidate phyla (a large part of the candidate phylum radiation, CPR) because it refreshed our view of the tree of life. However, adaptive traits contributing to its prevalence are still not well known. RESULTS Here, we investigated the genomic features and metabolic pathways of Patescibacteria in groundwater through genome-resolved metagenomics analysis of > 600 Gbp sequence data. We observed that, while the members of Patescibacteria have reduced genomes (~ 1 Mbp) exclusively, functions essential to growth and reproduction such as genetic information processing were retained. Surprisingly, they have sharply reduced redundant and nonessential functions, including specific metabolic activities and stress response systems. The Patescibacteria have ultra-small cells and simplified membrane structures, including flagellar assembly, transporters, and two-component systems. Despite the lack of CRISPR viral defense, the bacteria may evade predation through deletion of common membrane phage receptors and other alternative strategies, which may explain the low representation of prophage proteins in their genomes and lack of CRISPR. By establishing the linkages between bacterial features and the groundwater environmental conditions, our results provide important insights into the functions and evolution of this CPR group. CONCLUSIONS We found that Patescibacteria has streamlined many functions while acquiring advantages such as avoiding phage invasion, to adapt to the groundwater environment. The unique features of small genome size, ultra-small cell size, and lacking CRISPR of this large lineage are bringing new understandings on life of Bacteria. Our results provide important insights into the mechanisms for adaptation of the superphylum in the groundwater environments, and demonstrate a case where less is more, and small is mighty.
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Affiliation(s)
- Renmao Tian
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Daliang Ning
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Zhili He
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Ping Zhang
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Sarah J Spencer
- Biological Engineering Department, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Shuhong Gao
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Weiling Shi
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Linwei Wu
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Ya Zhang
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Yunfeng Yang
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, China
| | - Benjamin G Adams
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, USA
| | - Andrea M Rocha
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Brittny L Detienne
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, USA
| | - Kenneth A Lowe
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Dominique C Joyner
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, USA
| | - Dawn M Klingeman
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Adam P Arkin
- Department of Bioengineering, University of California, Berkeley, CA, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Matthew W Fields
- Department of Microbiology and Immunology, Montana State University, Bozeman, MT, USA
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, USA
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - David A Stahl
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, USA
| | - Eric J Alm
- Biological Engineering Department, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jizhong Zhou
- Department of Microbiology and Plant Biology, Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA.
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, China.
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
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22
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Zelaya AJ, Parker AE, Bailey KL, Zhang P, Van Nostrand J, Ning D, Elias DA, Zhou J, Hazen TC, Arkin AP, Fields MW. High spatiotemporal variability of bacterial diversity over short time scales with unique hydrochemical associations within a shallow aquifer. Water Res 2019; 164:114917. [PMID: 31387058 DOI: 10.1016/j.watres.2019.114917] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [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: 03/28/2019] [Revised: 07/24/2019] [Accepted: 07/25/2019] [Indexed: 06/10/2023]
Abstract
Understanding microbial community structure and function within the subsurface is critical to assessing overall quality and maintenance of groundwater; however, the factors that determine microbial community assembly, structure, and function in groundwater systems and their impact on water quality remains poorly understood. In this study, three shallow wells (FW301, FW303, FW305) in a non-contaminated shallow aquifer in the ENIGMA-Oak Ridge Field Research Center (Oak Ridge, TN) were sampled approximately 3 times a week over a period of three months to measure changes in groundwater geochemistry and microbial diversity. It was expected that the sampled microbial diversity from two historic field wells (FW301, FW303) would be relatively stable, while diversity from a newer well (FW305) would be less stable over time. The wells displayed some degree of hydrochemical variability over time unique to each well, with FW303 being overall the most stable well and FW301 being the most dynamic based upon dissolved oxygen, conductivity, and nitrate. Community analysis via ss-rRNA paired-end sequencing and distribution-based clustering revealed higher OTU richness, diversity, and variability in groundwater communities of FW301 than the other two wells for diversity binned over all time points. Microbial community composition of a given well was on average > 50% dissimilar to any other well at a given time (days), yet, functional gene diversity as measured with GeoChip remained relatively constant. Similarities in community structure across wells were observed with respect to the presence of 20 shared bacterial groups in all samples in all wells, although at varying levels over the tested time period. Similarity percentage (SIMPER) analysis revealed that variability in FW301 was largely attributed to low abundance, highly-transient populations, while variability in the most hydrochemically stable well (FW303) was due to fluctuations in more highly abundant and frequently present taxa. Additionally, the youngest well FW305 showed a dramatic shift in community composition towards the end of the sampling period that was not observed in the other wells, suggesting possible succession events over time. Time-series analysis using vector auto-regressive models and Granger causality showed unique relationships between richness and geochemistry over time in each well. These results indicate temporally dynamic microbial communities over short time scales, with day-to-day population shifts in local community structure influenced by available source community diversity and local groundwater hydrochemistry.
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Affiliation(s)
- Anna J Zelaya
- Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA; Department of Microbiology & Immunology, Montana State University, Bozeman, MT, USA
| | - Albert E Parker
- Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA; Department of Mathematical Sciences, Montana State University, Bozeman, MT, USA
| | - Kathryn L Bailey
- Division of Environmental Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Ping Zhang
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Joy Van Nostrand
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Daliang Ning
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Dwayne A Elias
- Division of Environmental Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Jizhong Zhou
- Institute for Environmental Genomics, University of Oklahoma, Norman, OK, USA
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennesee, Knoxville, TN, USA
| | - Adam P Arkin
- Department of Bioengineering, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Matthew W Fields
- Center for Biofilm Engineering, Montana State University, Bozeman, MT, USA; Department of Microbiology & Immunology, Montana State University, Bozeman, MT, USA.
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23
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Campa MF, Wolfe AK, Techtmann SM, Harik AM, Hazen TC. Unconventional Oil and Gas Energy Systems: An Unidentified Hotspot of Antimicrobial Resistance? Front Microbiol 2019; 10:2392. [PMID: 31681244 PMCID: PMC6813720 DOI: 10.3389/fmicb.2019.02392] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Accepted: 10/02/2019] [Indexed: 11/17/2022] Open
Abstract
Biocides used in unconventional oil and gas (UOG) practices, such as hydraulic fracturing, control microbial growth. Unwanted microbial growth can cause gas souring, pipeline clogging, and microbial-induced corrosion of equipment and transportation pipes. However, optimizing biocide use has not been a priority. Moreover, biocide efficacy has been questioned because microbial surveys show an active microbial community in hydraulic fracturing produced and flowback water. Hydraulic fracturing produced and flowback water increases risks to surface aquifers and rivers/lakes near the UOG operations compared with conventional oil and gas operations. While some biocides and biocide degradation products have been highlighted as chemicals of concern because of their toxicity to humans and the environment, the selective antimicrobial pressure they cause has not been considered seriously. This perspective article aims to promote research to determine if antimicrobial pressure in these systems is cause for concern. UOG practices could potentially create antimicrobial resistance hotspots under-appreciated in the literature, practice, and regulation arena, hotspots that should not be ignored. The article is distinctive in discussing antimicrobial resistance risks associated with UOG biocides from a biological risk, not a chemical toxicology, perspective. We outline potential risks and highlight important knowledge gaps that need to be addressed to properly incorporate antimicrobial resistance emergence and selection into UOG environmental and health risk assessments.
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Affiliation(s)
- Maria Fernanda Campa
- Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, United States
| | - Amy K Wolfe
- Environmental Science Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Stephen M Techtmann
- Department of Biological Sciences, Michigan Technological University, Houghton, MI, United States
| | - Ann-Marie Harik
- Departments of Civil and Environmental Engineering, Earth and Planetary Sciences, Microbiology, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Terry C Hazen
- Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN, United States.,Departments of Civil and Environmental Engineering, Earth and Planetary Sciences, Microbiology, University of Tennessee, Knoxville, Knoxville, TN, United States
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24
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Couradeau E, Sasse J, Goudeau D, Nath N, Hazen TC, Bowen BP, Chakraborty R, Malmstrom RR, Northen TR. Probing the active fraction of soil microbiomes using BONCAT-FACS. Nat Commun 2019; 10:2770. [PMID: 31235780 PMCID: PMC6591230 DOI: 10.1038/s41467-019-10542-0] [Citation(s) in RCA: 67] [Impact Index Per Article: 13.4] [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: 09/25/2018] [Accepted: 05/07/2019] [Indexed: 01/17/2023] Open
Abstract
The ability to link soil microbial diversity to soil processes requires technologies that differentiate active microbes from extracellular DNA and dormant cells. Here, we use BONCAT (bioorthogonal non-canonical amino acid tagging) to measure translationally active cells in soils. We compare the active population of two soil depths from Oak Ridge (Tennessee, USA) and find that a maximum of 25-70% of the extractable cells are active. Analysis of 16S rRNA sequences from BONCAT-positive cells recovered by fluorescence-activated cell sorting (FACS) reveals that the phylogenetic composition of the active fraction is distinct from the total population of extractable cells. Some members of the community are found to be active at both depths independently of their abundance rank, suggesting that the incubation conditions favor the activity of similar organisms. We conclude that BONCAT-FACS is effective for interrogating the active fraction of soil microbiomes in situ and provides a new approach for uncovering the links between soil processes and specific microbial groups.
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Affiliation(s)
- Estelle Couradeau
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Joelle Sasse
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Danielle Goudeau
- Joint Genome Institute, Department of Energy, Walnut Creek, CA, USA
| | - Nandita Nath
- Joint Genome Institute, Department of Energy, Walnut Creek, CA, USA
| | - Terry C Hazen
- University of Tennessee, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Ben P Bowen
- Joint Genome Institute, Department of Energy, Walnut Creek, CA, USA
| | - Romy Chakraborty
- Earth Science and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Rex R Malmstrom
- Joint Genome Institute, Department of Energy, Walnut Creek, CA, USA
| | - Trent R Northen
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
- Joint Genome Institute, Department of Energy, Walnut Creek, CA, USA.
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25
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Miller JI, Techtmann S, Fortney J, Mahmoudi N, Joyner D, Liu J, Olesen S, Alm E, Fernandez A, Gardinali P, GaraJayeva N, Askerov FS, Hazen TC. Oil Hydrocarbon Degradation by Caspian Sea Microbial Communities. Front Microbiol 2019; 10:995. [PMID: 31143165 PMCID: PMC6521576 DOI: 10.3389/fmicb.2019.00995] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [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: 10/26/2018] [Accepted: 04/18/2019] [Indexed: 12/03/2022] Open
Abstract
The Caspian Sea, which is the largest landlocked body of water on the planet, receives substantial annual hydrocarbon input from anthropogenic sources (e.g., industry, agriculture, oil exploration, and extraction) and natural sources (e.g., mud volcanoes and oil seeps). The Caspian Sea also receives substantial amounts of runoff from agricultural and municipal sources, containing nutrients that have caused eutrophication and subsequent hypoxia in the deep, cold waters. The effect of decreasing oxygen saturation and cold temperatures on oil hydrocarbon biodegradation by a microbial community is not well characterized. The purpose of this study was to investigate the effect of oxic and anoxic conditions on oil hydrocarbon biodegradation at cold temperatures by microbial communities derived from the Caspian Sea. Water samples were collected from the Caspian Sea for study in experimental microcosms. Major taxonomic orders observed in the ambient water samples included Flavobacteriales, Actinomycetales, and Oceanospirillales. Microcosms were inoculated with microbial communities from the deepest waters and amended with oil hydrocarbons for 17 days. Hydrocarbon degradation and shifts in microbial community structure were measured. Surprisingly, oil hydrocarbon biodegradation under anoxic conditions exceeded that under oxic conditions; this was particularly evident in the degradation of aromatic hydrocarbons. Important microbial taxa associated with the anoxic microcosms included known oil degraders such as Oceanospirillaceae. This study provides knowledge about the ambient community structure of the Caspian Sea, which serves as an important reference point for future studies. Furthermore, this may be the first report in which anaerobic biodegradation of oil hydrocarbons exceeds aerobic biodegradation.
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Affiliation(s)
- John I Miller
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Stephen Techtmann
- Biosciences Division, Michigan Technological University, Houghton, MI, United States
| | - Julian Fortney
- Department of Earth System Science, Stanford University, Stanford, CA, United States
| | - Nagissa Mahmoudi
- Department of Earth and Planetary Sciences, McGill University, Montreal, QC, Canada
| | - Dominique Joyner
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Jiang Liu
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Scott Olesen
- Harvard School of Public Health, Cambridge, MA, United States
| | - Eric Alm
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Adolfo Fernandez
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL, United States
| | - Piero Gardinali
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL, United States
| | | | | | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Oak Ridge National Laboratory, Oak Ridge, TN, United States
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26
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Paradis CJ, Dixon ER, Lui LM, Arkin AP, Parker JC, Istok JD, Perfect E, McKay LD, Hazen TC. Improved Method for Estimating Reaction Rates During Push-Pull Tests. Ground Water 2019; 57:292-302. [PMID: 29656383 PMCID: PMC7379995 DOI: 10.1111/gwat.12770] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2017] [Revised: 04/05/2018] [Accepted: 04/08/2018] [Indexed: 05/30/2023]
Abstract
The breakthrough curve obtained from a single-well push-pull test can be adjusted to account for dilution of the injection fluid in the aquifer fluid. The dilution-adjusted breakthrough curve can be analyzed to estimate the reaction rate of a solute. The conventional dilution-adjusted method assumes that the ratios of the concentrations of the nonreactive and reactive solutes in the injection fluid vs. the aquifer fluid are equal. If this assumption is invalid, the conventional method will generate inaccurate breakthrough curves and may lead to erroneous conclusions regarding the reactivity of a solute. In this study, a new method that generates a dilution-adjusted breakthrough curve was theoretically developed to account for any possible combination of nonreactive and reactive solute concentrations in the injection and aquifer fluids. The newly developed method was applied to a field-based data set and was shown to generate more accurate dilution-adjusted breakthrough curves. The improved dilution-adjusted method presented here is simple, makes no assumptions regarding the concentrations of the nonreactive and reactive solutes in the injection and aquifer fluids, and easily allows for estimating reaction rates during push-pull tests.
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Affiliation(s)
- Charles J. Paradis
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
| | - Emma R. Dixon
- Department of Civil and Environmental EngineeringUniversity of TennesseeKnoxvilleTN
| | - Lauren M. Lui
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCA
| | - Adam P. Arkin
- Environmental Genomics and Systems Biology DivisionLawrence Berkeley National LaboratoryBerkeleyCA
- Department of BioengineeringUniversity of CaliforniaBerkeleyCA
| | - Jack C. Parker
- Department of Civil and Environmental EngineeringUniversity of TennesseeKnoxvilleTN
| | - Jonathan D. Istok
- School of Civil and Construction EngineeringOregon State UniversityCorvallisOR
| | - Edmund Perfect
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
| | - Larry D. McKay
- Department of Earth and Planetary SciencesUniversity of TennesseeKnoxvilleTN
| | - Terry C. Hazen
- Biosciences DivisionOak Ridge National LaboratoryOak RidgeTN
- Department of Civil and Environmental EngineeringUniversity of TennesseeKnoxvilleTN
- Department of MicrobiologyUniversity of TennesseeKnoxvilleTN
- Center for Environmental BiotechnologyUniversity of TennesseeKnoxvilleTN
- Institute for a Secure and Sustainable EnvironmentUniversity of TennesseeKnoxvilleTN
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27
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Smith HJ, Zelaya AJ, De León KB, Chakraborty R, Elias DA, Hazen TC, Arkin AP, Cunningham AB, Fields MW. Impact of hydrologic boundaries on microbial planktonic and biofilm communities in shallow terrestrial subsurface environments. FEMS Microbiol Ecol 2018; 94:5107865. [PMID: 30265315 PMCID: PMC6192502 DOI: 10.1093/femsec/fiy191] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [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: 03/30/2018] [Accepted: 09/26/2018] [Indexed: 12/12/2022] Open
Abstract
Subsurface environments contain a large proportion of planetary microbial biomass and harbor diverse communities responsible for mediating biogeochemical cycles important to groundwater used by human society for consumption, irrigation, agriculture and industry. Within the saturated zone, capillary fringe and vadose zones, microorganisms can reside in two distinct phases (planktonic or biofilm), and significant differences in community composition, structure and activity between free-living and attached communities are commonly accepted. However, largely due to sampling constraints and the challenges of working with solid substrata, the contribution of each phase to subsurface processes is largely unresolved. Here, we synthesize current information on the diversity and activity of shallow freshwater subsurface habitats, discuss the challenges associated with sampling planktonic and biofilm communities across spatial, temporal and geological gradients, and discuss how biofilms may be constrained within shallow terrestrial subsurface aquifers. We suggest that merging traditional activity measurements and sequencing/-omics technologies with hydrological parameters important to sediment biofilm assembly and stability will help delineate key system parameters. Ultimately, integration will enhance our understanding of shallow subsurface ecophysiology in terms of bulk-flow through porous media and distinguish the respective activities of sessile microbial communities from more transient planktonic communities to ecosystem service and maintenance.
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Affiliation(s)
- H J Smith
- Center for Biofilm Engineering, Montana State University, Bozeman, MT
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - A J Zelaya
- Center for Biofilm Engineering, Montana State University, Bozeman, MT
- Department of Microbiology & Immunology, Montana State University, Bozeman, MT
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - K B De León
- Department of Biochemistry, University of Missouri, Columbia, MO
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - R Chakraborty
- Climate and Ecosystems Science Division, Lawrence Berkeley National Laboratory, Berkeley, CA
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - D A Elias
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - T C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - A P Arkin
- Department of Bioengineering, Lawrence Berkeley National Laboratory, Berkeley, CA
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
| | - A B Cunningham
- Center for Biofilm Engineering, Montana State University, Bozeman, MT
- Department of Civil Engineering, Montana State University, Montana State University, Bozeman, MT
| | - M W Fields
- Center for Biofilm Engineering, Montana State University, Bozeman, MT
- Department of Microbiology & Immunology, Montana State University, Bozeman, MT
- ENIGMA (www.enigma.lbl.gov) Environmental Genomics and Systems Biology Division, Biosciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, MS:977, Berkeley, CA 94720
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28
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Ge X, Vaccaro BJ, Thorgersen MP, Poole FL, Majumder EL, Zane GM, De León KB, Lancaster WA, Moon JW, Paradis CJ, von Netzer F, Stahl DA, Adams PD, Arkin AP, Wall JD, Hazen TC, Adams MWW. Iron- and aluminium-induced depletion of molybdenum in acidic environments impedes the nitrogen cycle. Environ Microbiol 2018; 21:152-163. [PMID: 30289197 DOI: 10.1111/1462-2920.14435] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 09/24/2018] [Accepted: 09/27/2018] [Indexed: 11/25/2022]
Abstract
Anthropogenic nitrate contamination is a serious problem in many natural environments. Nitrate removal by microbial action is dependent on the metal molybdenum (Mo), which is required by nitrate reductase for denitrification and dissimilatory nitrate reduction to ammonium. The soluble form of Mo, molybdate (MoO4 2- ), is incorporated into and adsorbed by iron (Fe) and aluminium (Al) (oxy) hydroxide minerals. Herein we used Oak Ridge Reservation (ORR) as a model nitrate-contaminated acidic environment to investigate whether the formation of Fe- and Al-precipitates could impede microbial nitrate removal by depleting Mo. We demonstrate that Fe and Al mineral formation that occurs as the pH of acidic synthetic groundwater is increased, decreases soluble Mo to low picomolar concentrations, a process proposed to mimic environmental diffusion of acidic contaminated groundwater. Analysis of ORR sediments revealed recalcitrant Mo in the contaminated core that co-occurred with Fe and Al, consistent with Mo scavenging by Fe/Al precipitates. Nitrate removal by ORR isolate Pseudomonas fluorescens N2A2 is virtually abolished by Fe/Al precipitate-induced Mo depletion. The depletion of naturally occurring Mo in nitrate- and Fe/Al-contaminated acidic environments like ORR or acid mine drainage sites has the potential to impede microbial-based nitrate reduction thereby extending the duration of nitrate in the environment.
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Affiliation(s)
- Xiaoxuan Ge
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
| | - Brian J Vaccaro
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
| | - Michael P Thorgersen
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
| | - Farris L Poole
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
| | - Erica L Majumder
- Department of Biochemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Grant M Zane
- Department of Biochemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Kara B De León
- Department of Biochemistry, University of Missouri, Columbia, MO, 65211, USA
| | - W Andrew Lancaster
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
| | - Ji Won Moon
- Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Charles J Paradis
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, 37996, USA
| | - Frederick von Netzer
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, 98495, USA
| | - David A Stahl
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, 98495, USA
| | - Paul D Adams
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Adam P Arkin
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Judy D Wall
- Department of Biochemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN, 37996, USA
| | - Michael W W Adams
- Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, 30602, USA
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29
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Paradis CJ, Moon JW, Elias DA, McKay LD, Hazen TC. In situ decay of polyfluorinated benzoic acids under anaerobic conditions. J Contam Hydrol 2018; 217:8-16. [PMID: 30201555 DOI: 10.1016/j.jconhyd.2018.08.009] [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] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Revised: 08/22/2018] [Accepted: 08/31/2018] [Indexed: 06/08/2023]
Abstract
Polyfluorinated benzoic acids (PBAs) can be used as non-reactive tracers to characterize reactive mass transport mechanisms in groundwater. The use of PBAs as non-reactive tracers assumes that their reactivities are negligible. If this assumption is not valid, PBAs may not be appropriate to use as non-reactive tracers. In this study, the reactivity of two PBAs, 2,6-difluorobenzoic acid (2,6-DFBA) and pentafluorobenzoic acid (PFBA), was tested in situ. A series of two single-well push-pull tests were conducted in two hydrogeologically similar, yet spatially distinct, groundwater monitoring wells. Bromide, 2,6-DFBA, and PFBA were added to the injection fluid and periodically measured in the extraction fluid along with chloride, nitrate, sulfate, and fluoride. Linear regression of the dilution-adjusted breakthrough curves of both PBAs indicated zero-order decay accompanied by nitrate and subsequent sulfate removal. The dilution-adjusted breakthrough curves of chloride, a non-reactive halide similar to bromide, showed no evidence of reactivity. These results strongly suggested that biodegradation of both PBAs occurred under anaerobic conditions. The results of this study implied that PBAs may not be appropriate to use as non-reactive tracers in certain hydrogeologic settings, presumably those where they can serve as carbon and/or electron donors to stimulate microbial activity. Future studies would benefit from using ring-14C-labeled PBAs to determine the fate of carbon combined with microbial analyses to characterize the PBA-degrading members of the microbial community.
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Affiliation(s)
- Charles J Paradis
- University of Tennessee, Department of Earth and Planetary Sciences, Knoxville, TN, USA; Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Ji-Won Moon
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Dwayne A Elias
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA
| | - Larry D McKay
- University of Tennessee, Department of Earth and Planetary Sciences, Knoxville, TN, USA
| | - Terry C Hazen
- University of Tennessee, Department of Earth and Planetary Sciences, Knoxville, TN, USA; Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, USA; University of Tennessee, Department of Civil and Environmental Engineering, Knoxville, TN, USA; University of Tennessee, Department of Microbiology, Knoxville, TN, USA; University of Tennessee, Center for Environmental Biotechnology, Knoxville, TN, USA; University of Tennessee, Institute for a Secure and Sustainable Environment, Knoxville, TN, USA.
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30
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Chen See JR, Ulrich N, Nwanosike H, McLimans CJ, Tokarev V, Wright JR, Campa MF, Grant CJ, Hazen TC, Niles JM, Ressler D, Lamendella R. Bacterial Biomarkers of Marcellus Shale Activity in Pennsylvania. Front Microbiol 2018; 9:1697. [PMID: 30116227 PMCID: PMC6083035 DOI: 10.3389/fmicb.2018.01697] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [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: 03/06/2018] [Accepted: 07/09/2018] [Indexed: 01/24/2023] Open
Abstract
Unconventional oil and gas (UOG) extraction, also known as hydraulic fracturing, is becoming more prevalent with the increasing use and demand for natural gas; however, the full extent of its environmental impacts is still unknown. Here we measured physicochemical properties and bacterial community composition of sediment samples taken from twenty-eight streams within the Marcellus shale formation in northeastern Pennsylvania differentially impacted by hydraulic fracturing activities. Fourteen of the streams were classified as UOG+, and thirteen were classified as UOG- based on the presence of UOG extraction in their respective watersheds. One stream was located in a watershed that previously had UOG extraction activities but was recently abandoned. We utilized high-throughput sequencing of the 16S rRNA gene to infer differences in sediment aquatic bacterial community structure between UOG+ and UOG- streams, as well as correlate bacterial community structure to physicochemical water parameters. Although overall alpha and beta diversity differences were not observed, there were a plethora of significantly enriched operational taxonomic units (OTUs) within UOG+ and UOG- samples. Our biomarker analysis revealed many of the bacterial taxa enriched in UOG+ streams can live in saline conditions, such as Rubrobacteraceae. In addition, several bacterial taxa capable of hydrocarbon degradation were also enriched in UOG+ samples, including Oceanospirillaceae. Methanotrophic taxa, such as Methylococcales, were significantly enriched as well. Several taxa that were identified as enriched in these samples were enriched in samples taken from different streams in 2014; moreover, partial least squares discriminant analysis (PLS-DA) revealed clustering between streams from the different studies based on the presence of hydraulic fracturing along the second axis. This study revealed significant differences between bacterial assemblages within stream sediments of UOG+ and UOG- streams and identified several potential biomarkers for evaluating and monitoring the response of autochthonous bacterial communities to potential hydraulic fracturing impacts.
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Affiliation(s)
- Jeremy R Chen See
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | - Nikea Ulrich
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | | | | | - Vasily Tokarev
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | - Justin R Wright
- Department of Biology, Juniata College, Huntingdon, PA, United States
| | - Maria F Campa
- The Bredesen Center, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | | | - Terry C Hazen
- The Bredesen Center, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Jonathan M Niles
- Freshwater Research Initiative, Susquehanna University, Selinsgrove, PA, United States
| | - Daniel Ressler
- Department of Earth and Environmental Sciences, Susquehanna University, Selinsgrove, PA, United States
| | - Regina Lamendella
- Department of Biology, Juniata College, Huntingdon, PA, United States
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31
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Kimbrel JA, Ballor N, Wu YW, David MM, Hazen TC, Simmons BA, Singer SW, Jansson JK. Microbial Community Structure and Functional Potential Along a Hypersaline Gradient. Front Microbiol 2018; 9:1492. [PMID: 30042744 PMCID: PMC6048260 DOI: 10.3389/fmicb.2018.01492] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [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: 04/05/2018] [Accepted: 06/15/2018] [Indexed: 11/13/2022] Open
Abstract
Salinity is one of the strongest environmental drivers of microbial evolution and community composition. Here we aimed to determine the impact of salt concentrations (2.5, 7.5, and 33.2%) on the microbial community structure of reclaimed saltern ponds near San Francisco, California, and to discover prospective enzymes with potential biotechnological applications. Community compositions were determined by 16S rRNA amplicon sequencing revealing both higher richness and evenness in the pond sediments compared to the water columns. Co-occurrence network analysis additionally uncovered the presence of microbial seed bank communities, potentially primed to respond to rapid changes in salinity. In addition, functional annotation of shotgun metagenomic DNA showed different capabilities if the microbial communities at different salinities for methanogenesis, amino acid metabolism, and carbohydrate-active enzymes. There was an overall shift with increasing salinity in the functional potential for starch degradation, and a decrease in degradation of cellulose and other oligosaccharides. Further, many carbohydrate-active enzymes identified have acidic isoelectric points that have potential biotechnological applications, including deconstruction of biofuel feedstocks under high ionic conditions. Metagenome-assembled genomes (MAGs) of individual halotolerant and halophilic microbes were binned revealing a variety of carbohydrate-degrading potential of individual pond inhabitants.
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Affiliation(s)
- Jeffrey A Kimbrel
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Nicholas Ballor
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Yu-Wei Wu
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Biological and Systems Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Maude M David
- Department of Microbiology, Oregon State University, Corvallis, OR, United States
| | - Terry C Hazen
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Blake A Simmons
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Biological and Systems Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Steven W Singer
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Biological and Systems Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Janet K Jansson
- Microbial Communities Group, Deconstruction Division, Joint BioEnergy Institute, Emeryville, CA, United States.,Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
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32
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Wu X, Wu L, Liu Y, Zhang P, Li Q, Zhou J, Hess NJ, Hazen TC, Yang W, Chakraborty R. Microbial Interactions With Dissolved Organic Matter Drive Carbon Dynamics and Community Succession. Front Microbiol 2018; 9:1234. [PMID: 29937762 PMCID: PMC6002664 DOI: 10.3389/fmicb.2018.01234] [Citation(s) in RCA: 70] [Impact Index Per Article: 11.7] [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: 02/01/2018] [Accepted: 05/22/2018] [Indexed: 01/06/2023] Open
Abstract
Knowledge of dynamic interactions between natural organic matter (NOM) and microbial communities is critical not only to delineate the routes of NOM degradation/transformation and carbon (C) fluxes, but also to understand microbial community evolution and succession in ecosystems. Yet, these processes in subsurface environments are usually studied independently, and a comprehensive view has been elusive thus far. In this study, we fed sediment-derived dissolved organic matter (DOM) to groundwater microbes and continually analyzed microbial transformation of DOM over a 50-day incubation. To document fine-scale changes in DOM chemistry, we applied high-resolution Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) and soft X-ray absorption spectroscopy (sXAS). We also monitored the trajectory of microbial biomass, community structure and activity over this time period. Together, these analyses provided an unprecedented comprehensive view of interactions between sediment-derived DOM and indigenous subsurface groundwater microbes. Microbial decomposition of labile C in DOM was immediately evident from biomass increase and total organic carbon (TOC) decrease. The change of microbial composition was closely related to DOM turnover: microbial community in early stages of incubation was influenced by relatively labile tannin- and protein-like compounds; while in later stages the community composition evolved to be most correlated with less labile lipid- and lignin-like compounds. These changes in microbial community structure and function, coupled with the contribution of microbial products to DOM pool affected the further transformation of DOM, culminating in stark changes to DOM composition over time. Our study demonstrates a distinct response of microbial communities to biotransformation of DOM, which improves our understanding of coupled interactions between sediment-derived DOM, microbial processes, and community structure in subsurface groundwater.
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Affiliation(s)
- Xiaoqin Wu
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Liyou Wu
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK, United States
| | - Yina Liu
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States.,Geochemical and Environmental Research Group, Texas A&M University, College Station, TX, United States
| | - Ping Zhang
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK, United States
| | - Qinghao Li
- Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,National Key Laboratory of Crystal Materials, School of Physics, Shandong University, Jinan, China
| | - Jizhong Zhou
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Institute for Environmental Genomics, Department of Microbiology and Plant Biology, The University of Oklahoma, Norman, OK, United States.,State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, China
| | - Nancy J Hess
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Earth and Planetary Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Institute for a Secure and Sustainable Environment, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Wanli Yang
- Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Romy Chakraborty
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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33
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Marietou A, Chastain R, Beulig F, Scoma A, Hazen TC, Bartlett DH. Corrigendum: The Effect of Hydrostatic Pressure on Enrichments of Hydrocarbon Degrading Microbes From the Gulf of Mexico Following the Deepwater Horizon Oil Spill. Front Microbiol 2018; 9:1050. [PMID: 29849432 PMCID: PMC5974540 DOI: 10.3389/fmicb.2018.01050] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 05/03/2018] [Indexed: 12/03/2022] Open
Affiliation(s)
- Angeliki Marietou
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States.,Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Roger Chastain
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States
| | - Felix Beulig
- Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Alberto Scoma
- Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Earth and Planetary Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Institute for a Secure and Sustainable Environment, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Douglas H Bartlett
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States
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Campa MF, Techtmann SM, Gibson CM, Zhu X, Patterson M, Garcia de Matos Amaral A, Ulrich N, Campagna SR, Grant CJ, Lamendella R, Hazen TC. Impacts of Glutaraldehyde on Microbial Community Structure and Degradation Potential in Streams Impacted by Hydraulic Fracturing. Environ Sci Technol 2018; 52:5989-5999. [PMID: 29683652 DOI: 10.1021/acs.est.8b00239] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The environmental impacts of hydraulic fracturing, particularly those of surface spills in aquatic ecosystems, are not fully understood. The goals of this study were to (1) understand the effect of previous exposure to hydraulic fracturing fluids on aquatic microbial community structure and (2) examine the impacts exposure has on biodegradation potential of the biocide glutaraldehyde. Microcosms were constructed from hydraulic fracturing-impacted and nonhydraulic fracturing-impacted streamwater within the Marcellus shale region in Pennsylvania. Microcosms were amended with glutaraldehyde and incubated aerobically for 56 days. Microbial community adaptation to glutaraldehyde was monitored using 16S rRNA gene amplicon sequencing and quantification by qPCR. Abiotic and biotic glutaraldehyde degradation was measured using ultra-performance liquid chromatography--high resolution mass spectrometry and total organic carbon. It was found that nonhydraulic fracturing-impacted microcosms biodegraded glutaraldehyde faster than the hydraulic fracturing-impacted microcosms, showing a decrease in degradation potential after exposure to hydraulic fracturing activity. Hydraulic fracturing-impacted microcosms showed higher richness after glutaraldehyde exposure compared to unimpacted streams, indicating an increased tolerance to glutaraldehyde in hydraulic fracturing impacted streams. Beta diversity and differential abundance analysis of sequence count data showed different bacterial enrichment for hydraulic fracturing-impacted and nonhydraulic fracturing-impacted microcosms after glutaraldehyde addition. These findings demonstrated a lasting effect on microbial community structure and glutaraldehyde degradation potential in streams impacted by hydraulic fracturing operations.
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Affiliation(s)
- Maria Fernanda Campa
- Bredesen Center for Interdisciplinary Research and Graduate Education , University of Tennessee , Knoxville , Tennessee 37996 , United States
- Biosciences Division , Oak Ridge National Laboratory , Oak Ridge , Tennessee 37830 , United States
| | - Stephen M Techtmann
- Department of Biological Sciences , Michigan Technological University , Houghton , Michigan 49931 , United States
| | - Caleb M Gibson
- Department of Chemistry , University of Tennessee , Knoxville , Tennessee 37996 , United States
| | - Xiaojuan Zhu
- Office of Information Technology , University of Tennessee , Knoxville , Tennessee 37996 , United States
| | - Megan Patterson
- Department of Microbiology , University of Tennessee , Knoxville , Tennessee 37996 , United States
| | | | - Nikea Ulrich
- Department of Biology , Juniata College , Huntingdon , Pennsylvania 16652 , United States
| | - Shawn R Campagna
- Department of Chemistry , University of Tennessee , Knoxville , Tennessee 37996 , United States
- Biological and Small Molecule Mass Spectrometry Core , University of Tennessee , Knoxville , Tennessee 37996 , United States
| | - Christopher J Grant
- Department of Biology , Juniata College , Huntingdon , Pennsylvania 16652 , United States
| | - Regina Lamendella
- Department of Biology , Juniata College , Huntingdon , Pennsylvania 16652 , United States
| | - Terry C Hazen
- Bredesen Center for Interdisciplinary Research and Graduate Education , University of Tennessee , Knoxville , Tennessee 37996 , United States
- Department of Microbiology , University of Tennessee , Knoxville , Tennessee 37996 , United States
- Department of Civil and Environmental Engineering , University of Tennessee , Knoxville , Tennessee 37996-1605 , United States
- Earth & Planetary Sciences , University of Tennessee , Knoxville , Tennessee 37996 , United States
- Biosciences Division , Oak Ridge National Laboratory , Oak Ridge , Tennessee 37830 , United States
- Institute for a Secure and Sustainable Environment , Knoxville , Tennessee 37996 , United States
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35
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Woo HL, Hazen TC. Enrichment of Bacteria From Eastern Mediterranean Sea Involved in Lignin Degradation via the Phenylacetyl-CoA Pathway. Front Microbiol 2018; 9:922. [PMID: 29867833 PMCID: PMC5954211 DOI: 10.3389/fmicb.2018.00922] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [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: 12/14/2017] [Accepted: 04/20/2018] [Indexed: 02/01/2023] Open
Abstract
The degradation of allochthonous terrestrial organic matter, such as recalcitrant lignin and hemicellulose from plants, occurs in the ocean. We hypothesize that bacteria instead of white-rot fungi, the model organisms of aerobic lignin degradation within terrestrial environments, are responsible for lignin degradation in the ocean due to the ocean's oligotrophy and hypersalinity. Warm oxic seawater from the Eastern Mediterranean Sea was enriched on lignin in laboratory microcosms. Lignin mineralization rates by the lignin-adapted consortia improved after two sequential incubations. Shotgun metagenomic sequencing detected a higher abundance of aromatic compound degradation genes in response to lignin, particularly phenylacetyl-CoA, which may be an effective strategy for marine microbes in fluctuating oxygen concentrations. 16S rRNA gene amplicon sequencing detected a higher abundance of Gammaproteobacteria and Alphaproteobacteria bacteria such as taxonomic families Idiomarinaceae, Alcanivoraceae, and Alteromonadaceae in response to lignin. Meanwhile, fungal Ascomycetes and Basidiomycetes remained at very low abundance. Our findings demonstrate the significant potential of bacteria and microbes utilizing the phenylacetyl-CoA pathway to contribute to lignin degradation in the Eastern Mediterranean where environmental conditions are unfavorable for fungi. Exploring the diversity of bacterial lignin degraders may provide important enzymes for lignin conversion in industry. Enzymes may be key in breaking down high molecular weight lignin and enabling industry to use it as a low-cost and sustainable feedstock for biofuels or other higher-value products.
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Affiliation(s)
- Hannah L Woo
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Earth and Planetary Science, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States
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36
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Marietou A, Chastain R, Beulig F, Scoma A, Hazen TC, Bartlett DH. The Effect of Hydrostatic Pressure on Enrichments of Hydrocarbon Degrading Microbes From the Gulf of Mexico Following the Deepwater Horizon Oil Spill. Front Microbiol 2018; 9:808. [PMID: 29755436 PMCID: PMC5932198 DOI: 10.3389/fmicb.2018.00808] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [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: 12/29/2017] [Accepted: 04/10/2018] [Indexed: 01/13/2023] Open
Abstract
The Deepwater Horizon oil spill was one of the largest and deepest oil spills recorded. The wellhead was located at approximately 1500 m below the sea where low temperature and high pressure are key environmental characteristics. Using cells collected 4 months following the Deepwater Horizon oil spill at the Gulf of Mexico, we set up Macondo crude oil enrichments at wellhead temperature and different pressures to determine the effect of increasing depth/pressure to the in situ microbial community and their ability to degrade oil. We observed oil degradation under all pressure conditions tested [0.1, 15, and 30 megapascals (MPa)], although oil degradation profiles, cell numbers, and hydrocarbon degradation gene abundances indicated greatest activity at atmospheric pressure. Under all incubations the growth of psychrophilic bacteria was promoted. Bacteria closely related to Oleispira antarctica RB-8 dominated the communities at all pressures. At 30 MPa we observed a shift toward Photobacterium, a genus that includes piezophiles. Alphaproteobacterial members of the Sulfitobacter, previously associated with oil-degradation, were also highly abundant at 0.1 MPa. Our results suggest that pressure acts synergistically with low temperature to slow microbial growth and thus oil degradation in deep-sea environments.
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Affiliation(s)
- Angeliki Marietou
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States.,Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Roger Chastain
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States
| | - Felix Beulig
- Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Alberto Scoma
- Center for Geomicrobiology, Department of Bioscience, Aarhus University, Aarhus, Denmark
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Department of Microbiology, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Department of Earth and Planetary Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States.,Institute for a Secure and Sustainable Environment, The University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Douglas H Bartlett
- Marine Biology Research Division, Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States
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37
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Ulrich N, Kirchner V, Drucker R, Wright JR, McLimans CJ, Hazen TC, Campa MF, Grant CJ, Lamendella R. Response of Aquatic Bacterial Communities to Hydraulic Fracturing in Northwestern Pennsylvania: A Five-Year Study. Sci Rep 2018; 8:5683. [PMID: 29632304 PMCID: PMC5890257 DOI: 10.1038/s41598-018-23679-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [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: 08/22/2017] [Accepted: 03/08/2018] [Indexed: 01/09/2023] Open
Abstract
Horizontal drilling and hydraulic fracturing extraction procedures have become increasingly present in Pennsylvania where the Marcellus Shale play is largely located. The potential for long-term environmental impacts to nearby headwater stream ecosystems and aquatic bacterial assemblages is still incompletely understood. Here, we perform high-throughput sequencing of the 16 S rRNA gene to characterize the bacterial community structure of water, sediment, and other environmental samples (n = 189) from 31 headwater stream sites exhibiting different histories of fracking activity in northwestern Pennsylvania over five years (2012-2016). Stream pH was identified as a main driver of bacterial changes within the streams and fracking activity acted as an environmental selector for certain members at lower taxonomic levels within stream sediment. Methanotrophic and methanogenic bacteria (i.e. Methylocystaceae, Beijerinckiaceae, and Methanobacterium) were significantly enriched in sites exhibiting Marcellus shale activity (MSA+) compared to MSA- streams. This study highlighted potential sentinel taxa associated with nascent Marcellus shale activity and some of these taxa remained as stable biomarkers across this five-year study. Identifying the presence and functionality of specific microbial consortia within fracking-impacted streams will provide a clearer understanding of the natural microbial community's response to fracking and inform in situ remediation strategies.
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Affiliation(s)
- Nikea Ulrich
- Juniata College, Department of Biology, Huntingdon, 16652, USA
| | | | - Rebecca Drucker
- Juniata College, Department of Biology, Huntingdon, 16652, USA
| | | | | | - Terry C Hazen
- University of Tennessee, Department of Civil and Environmental Engineering, Knoxville, 37996, USA
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, 37831, USA
| | - Maria F Campa
- University of Tennessee, Department of Civil and Environmental Engineering, Knoxville, 37996, USA
- Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, 37831, USA
| | | | - Regina Lamendella
- Juniata College, Department of Biology, Huntingdon, 16652, USA.
- Wright Labs LLC, Huntingdon, 16652, USA.
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38
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Ribicic D, Netzer R, Hazen TC, Techtmann SM, Drabløs F, Brakstad OG. Microbial community and metagenome dynamics during biodegradation of dispersed oil reveals potential key-players in cold Norwegian seawater. Mar Pollut Bull 2018; 129:370-378. [PMID: 29680562 DOI: 10.1016/j.marpolbul.2018.02.034] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [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: 08/17/2017] [Revised: 01/30/2018] [Accepted: 02/19/2018] [Indexed: 06/08/2023]
Abstract
Oil biodegradation as a weathering process has been extensively investigated over the years, especially after the Deepwater Horizon blowout. In this study, we performed microcosm experiments at 5 °C with chemically dispersed oil in non-amended seawater. We link biodegradation processes with microbial community and metagenome dynamics and explain the succession based on substrate specialization. Reconstructed genomes and 16S rRNA gene analysis revealed that Bermanella and Zhongshania were the main contributors to initial n-alkane breakdown, while subsequent abundances of Colwellia and microorganisms closely related to Porticoccaceae were involved in secondary n‑alkane breakdown and beta‑oxidation. Cycloclasticus, Porticoccaceae and Spongiiabcteraceae were associated with degradation of mono- and poly-cyclic aromatics. Successional pattern of genes coding for hydrocarbon degrading enzymes at metagenome level, and reconstructed genomic content, revealed a high differentiation of bacteria involved in hydrocarbon biodegradation. A cooperation among oil degrading microorganisms is thus needed for the complete substrate transformation.
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Affiliation(s)
- Deni Ribicic
- NTNU Norwegian University of Science and Technology, Department of Clinical and Molecular Medicine, Trondheim, Norway.
| | | | - Terry C Hazen
- University of Tennessee Knoxville, Department of Civil and Environmental Engineering, Knoxville, TN, USA
| | - Stephen M Techtmann
- Michigan Technological University, Department of Biological Sciences, Houghton, MI, USA
| | - Finn Drabløs
- NTNU Norwegian University of Science and Technology, Department of Clinical and Molecular Medicine, Trondheim, Norway
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39
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Christensen GA, Moon J, Veach AM, Mosher JJ, Wymore AM, van Nostrand JD, Zhou J, Hazen TC, Arkin AP, Elias DA. Use of in-field bioreactors demonstrate groundwater filtration influences planktonic bacterial community assembly, but not biofilm composition. PLoS One 2018; 13:e0194663. [PMID: 29558522 PMCID: PMC5860781 DOI: 10.1371/journal.pone.0194663] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [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: 11/07/2017] [Accepted: 03/07/2018] [Indexed: 02/01/2023] Open
Abstract
Using in-field bioreactors, we investigated the influence of exogenous microorganisms in groundwater planktonic and biofilm microbial communities as part of the Integrated Field Research Challenge (IFRC). After an acclimation period with source groundwater, bioreactors received either filtered (0.22 μM filter) or unfiltered well groundwater in triplicate and communities were tracked routinely for 23 days after filtration was initiated. To address geochemical influences, the planktonic phase was assayed periodically for protein, organic acids, physico-/geochemical measurements and bacterial community (via 16S rRNA gene sequencing), while biofilms (i.e. microbial growth on sediment coupons) were targeted for bacterial community composition at the completion of the experiment (23 d). Based on Bray-Curtis distance, planktonic bacterial community composition varied temporally and between treatments (filtered, unfiltered bioreactors). Notably, filtration led to an increase in the dominant genus, Zoogloea relative abundance over time within the planktonic community, while remaining relatively constant when unfiltered. At day 23, biofilm communities were more taxonomically and phylogenetically diverse and substantially different from planktonic bacterial communities; however, the biofilm bacterial communities were similar regardless of filtration. These results suggest that although planktonic communities were sensitive to groundwater filtration, bacterial biofilm communities were stable and resistant to filtration. Bioreactors are useful tools in addressing questions pertaining to microbial community assembly and succession. These data provide a first step in understanding how an extrinsic factor, such as a groundwater inoculation and flux of microbial colonizers, impact how microbial communities assemble in environmental systems.
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Affiliation(s)
- Geoff A. Christensen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - JiWon Moon
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Allison M. Veach
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Jennifer J. Mosher
- Marshall University, Biological Sciences, Huntington, West Virginia, United States of America
| | - Ann M. Wymore
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | | | - Jizhong Zhou
- University of Oklahoma, Norman, Oklahoma, United States of America
| | - Terry C. Hazen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
- University of Tennessee, Knoxville, Tennessee, United States of America
| | - Adam P. Arkin
- Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
- University of California at Berkeley, Berkeley, California, United States of America
| | - Dwayne A. Elias
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
- * E-mail:
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40
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Techtman SM, Mahmoudi N, Whitt KT, Campa MF, Fortney JL, Joyner DC, Hazen TC. Comparison of Thaumarchaeotal populations from four deep sea basins. FEMS Microbiol Ecol 2018; 93:4331633. [PMID: 29029137 PMCID: PMC5812500 DOI: 10.1093/femsec/fix128] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [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: 12/07/2016] [Accepted: 09/29/2017] [Indexed: 11/13/2022] Open
Abstract
The nitrogen cycle in the marine environment is strongly affected by ammonia-oxidizing Thaumarchaeota. In some marine settings, Thaumarchaeotes can comprise a large percentage of the prokaryotic population. To better understand the biogeographic patterns of Thaumarchaeotes, we sought to investigate differences in their abundance and phylogenetic diversity between geographically distinct basins. Samples were collected from four marine basins (The Caspian Sea, the Great Australian Bight, and the Central and Eastern Mediterranean). The concentration of bacterial and archaeal 16S rRNA genes and archaeal amoA genes were assessed using qPCR. Minimum entropy decomposition was used to elucidate the fine-scale diversity of Thaumarchaeotes. We demonstrated that there were significant differences in the abundance and diversity of Thaumarchaeotes between these four basins. The diversity of Thaumarchaeotal oligotypes differed between basins with many oligotypes only present in one of the four basins, which suggests that their distribution showed biogeographic patterning. There were also significant differences in Thaumarchaeotal community structure between these basins. This would suggest that geographically distant, yet geochemically similar basins may house distinct Thaumarchaeaotal populations. These findings suggest that Thaumarchaeota are very diverse and that biogeography in part contributes in determining the diversity and distribution of Thaumarchaeotes.
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Affiliation(s)
- Stephen M Techtman
- Department of Biological Sciences, Michigan Technological University, Houghton MI 49931-1295, USA
| | - Nagissa Mahmoudi
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, USA
| | - Kendall T Whitt
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, USA
| | - Maria Fernanda Campa
- Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN 37996, USA.,Bredesen Center, University of Tennessee, Knoxville, TN 37996, USA
| | - Julian L Fortney
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, USA.,Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN 37996, USA
| | - Dominique C Joyner
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, USA.,Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN 37996, USA
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, USA.,Center for Environmental Biotechnology, University of Tennessee, Knoxville, TN 37996, USA.,Bredesen Center, University of Tennessee, Knoxville, TN 37996, USA.,Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN 37996, USA.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.,Department of Microbiology, University of Tennessee, Knoxville, TN 37916, USA.,Institute for a Secure and Sustainable Environment, University of Tennessee, Knoxville, TN 37996, USA
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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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Jenkins S, Swenson TL, Lau R, Rocha AM, Aaring A, Hazen TC, Chakraborty R, Northen TR. Construction of Viable Soil Defined Media Using Quantitative Metabolomics Analysis of Soil Metabolites. Front Microbiol 2017; 8:2618. [PMID: 29312276 PMCID: PMC5744445 DOI: 10.3389/fmicb.2017.02618] [Citation(s) in RCA: 24] [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: 10/27/2017] [Accepted: 12/15/2017] [Indexed: 11/13/2022] Open
Abstract
Exometabolomics enables analysis of metabolite utilization of low molecular weight organic substances by soil bacteria. Environmentally-based defined media are needed to examine ecologically relevant patterns of substrate utilization. Here, we describe an approach for the construction of defined media using untargeted characterization of water soluble soil microbial metabolites from a saprolite soil collected from the Oak Ridge Field Research Center (ORFRC). To broadly characterize metabolites, both liquid chromatography mass spectrometry (LC/MS) and gas chromatography mass spectrometry (GC/MS) were used. With this approach, 96 metabolites were identified, including amino acids, amino acid derivatives, sugars, sugar alcohols, mono- and di-carboxylic acids, nucleobases, and nucleosides. From this pool of metabolites, 25 were quantified. Molecular weight cut-off filtration determined the fraction of carbon accounted for by the quantified metabolites and revealed that these soil metabolites have an uneven quantitative distribution (e.g., trehalose accounted for 9.9% of the <1 kDa fraction). This quantitative information was used to formulate two soil defined media (SDM), one containing 23 metabolites (SDM1) and one containing 46 (SDM2). To evaluate the viability of the SDM, we examined the growth of 30 phylogenetically diverse soil bacterial isolates from the ORFRC field site. The simpler SDM1 supported the growth of 13 isolates while the more complex SDM2 supported 15 isolates. To investigate SDM1 substrate preferences, one isolate, Pseudomonas corrugata strain FW300-N2E2 was selected for a time-series exometabolomics analysis. Interestingly, it was found that this organism preferred lower-abundance substrates such as guanine, glycine, proline and arginine and glucose and did not utilize the more abundant substrates maltose, mannitol, trehalose and uridine. These results demonstrate the viability and utility of using exometabolomics to construct a tractable environmentally relevant media. We anticipate that this approach can be expanded to other environments to enhance isolation and characterization of diverse microbial communities.
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Affiliation(s)
- Stefan Jenkins
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Tami L Swenson
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Rebecca Lau
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Andrea M Rocha
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Geosyntec Consultants, Knoxville, TN, United States
| | - Alex Aaring
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Terry C Hazen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, United States.,Department of Civil and Environmental Engineering, University of Tennessee-Knoxville, Knoxville, TN, United States.,Department of Earth and Planetary Sciences, University of Tennessee-Knoxville, Knoxville, TN, United States.,Department of Microbiology, University of Tennessee-Knoxville, Knoxville, TN, United States
| | - Romy Chakraborty
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Trent R Northen
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Joint Genome Institute, Walnut Creek, CA, United States
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43
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Lewis AJ, Campa MF, Hazen TC, Borole AP. Unravelling biocomplexity of electroactive biofilms for producing hydrogen from biomass. Microb Biotechnol 2017; 11:84-97. [PMID: 28696037 PMCID: PMC5743829 DOI: 10.1111/1751-7915.12756] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [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: 04/28/2017] [Revised: 05/31/2017] [Accepted: 06/02/2017] [Indexed: 11/30/2022] Open
Abstract
Leveraging nature's biocomplexity for solving human problems requires better understanding of the syntrophic relationships in engineered microbiomes developed in bioreactor systems. Understanding the interactions between microbial players within the community will be key to enhancing conversion and production rates from biomass streams. Here we investigate a bioelectrochemical system employing an enriched microbial consortium for conversion of a switchgrass-derived bio-oil aqueous phase (BOAP) into hydrogen via microbial electrolysis (MEC). MECs offer the potential to produce hydrogen in an integrated fashion in biorefinery platforms and as a means of energy storage through decentralized production to supply hydrogen to fuelling stations, as the world strives to move towards cleaner fuels and electricity-mediated transportation. A unique approach combining differential substrate and redox conditions revealed efficient but rate-limiting fermentation of the compounds within BOAP by the anode microbial community through a division of labour strategy combined with multiple levels of syntrophy. Despite the fermentation limitation, the adapted abilities of the microbial community resulted in a high hydrogen productivity of 9.35 L per L-day. Using pure acetic acid as the substrate instead of the biomass-derived stream resulted in a three-fold improvement in productivity. This high rate of exoelectrogenesis signifies the potential commercial feasibility of MEC technology for integration in biorefineries.
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Affiliation(s)
- Alex J Lewis
- The University of Tennessee, Knoxville, TN, 37996, USA.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831-6226, USA.,Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, TN, 37996, USA
| | - Maria F Campa
- The University of Tennessee, Knoxville, TN, 37996, USA.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831-6226, USA.,Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, TN, 37996, USA.,Institute for Secure and Sustainable Environments, The University of Tennessee, Knoxville, TN, 37996, USA
| | - Terry C Hazen
- The University of Tennessee, Knoxville, TN, 37996, USA.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831-6226, USA.,Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, TN, 37996, USA.,Institute for Secure and Sustainable Environments, The University of Tennessee, Knoxville, TN, 37996, USA
| | - Abhijeet P Borole
- The University of Tennessee, Knoxville, TN, 37996, USA.,Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831-6226, USA.,Bredesen Center for Interdisciplinary Research and Education, The University of Tennessee, Knoxville, TN, 37996, USA.,Institute for Secure and Sustainable Environments, The University of Tennessee, Knoxville, TN, 37996, USA
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44
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Zhang P, He Z, Van Nostrand JD, Qin Y, Deng Y, Wu L, Tu Q, Wang J, Schadt CW, W Fields M, Hazen TC, Arkin AP, Stahl DA, Zhou J. Dynamic Succession of Groundwater Sulfate-Reducing Communities during Prolonged Reduction of Uranium in a Contaminated Aquifer. Environ Sci Technol 2017; 51:3609-3620. [PMID: 28300407 DOI: 10.1021/acs.est.6b02980] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
To further understand the diversity and dynamics of SRB in response to substrate amendment, we sequenced genes coding for the dissimilatory sulfite reductase (dsrA) in groundwater samples collected after an emulsified vegetable oil (EVO) amendment, which sustained U(VI)-reducing conditions for one year in a fast-flowing aquifer. EVO amendment significantly altered the composition of groundwater SRB communities. Sequences having no closely related-described species dominated (80%) the indigenous SRB communities in nonamended wells. After EVO amendment, Desulfococcus, Desulfobacterium, and Desulfovibrio, known for long-chain-fatty-acid, short-chain-fatty-acid and H2 oxidation and U(VI) reduction, became dominant accounting for 7 ± 2%, 21 ± 8%, and 55 ± 8% of the SRB communities, respectively. Succession of these SRB at different bioactivity stages based on redox substrates/products (acetate, SO4-2, U(VI), NO3-, Fe(II), and Mn(II)) was observed. Desulfovibrio and Desulfococcus dominated SRB communities at 4-31 days, whereas Desulfobacterium became dominant at 80-140 days. By the end of the experiment (day 269), the abundance of these SRB decreased but the overall diversity of groundwater SRB was still higher than non-EVO controls. Up to 62% of the SRB community changes could be explained by groundwater geochemical variables, including those redox substrates/products. A significant (P < 0.001) correlation was observed between groundwater U(VI) concentrations and Desulfovibrio abundance. Our results showed that the members of SRB and their dynamics were correlated significantly with slow EVO biodegradation, electron donor production and maintenance of U(VI)-reducing conditions in the aquifer.
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Affiliation(s)
- Ping Zhang
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Zhili He
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Joy D Van Nostrand
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Yujia Qin
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Ye Deng
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
- Research Center for Eco-Environmental Science, Chinese Academy of Sciences , Beijing 100085, China
| | - Liyou Wu
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Qichao Tu
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
- Department of Marine Sciences, Ocean College, Zhejiang University , Zhejiang, China
| | - Jianjun Wang
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences , Nanjing 210008, China
| | - Christopher W Schadt
- Biosciences Division, Oak Ridge National Laboratory , Oak Ridge, Tennessee 37831, United States
| | - Matthew W Fields
- Center for Biofilm Engineering, Montana State University , Bozeman, Montana 59717, United States
| | - Terry C Hazen
- Biosciences Division, Oak Ridge National Laboratory , Oak Ridge, Tennessee 37831, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
| | - Adam P Arkin
- Physical Biosciences Division, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
| | - David A Stahl
- Department of Civil and Environmental Engineering, University of Washington , Seattle, Washington 98105, United States
| | - Jizhong Zhou
- Institute for Environmental Genomics, Department of Microbiology and Plant Biology, and School of Civil Engineering and Environmental Sciences, University of Oklahoma , Norman, Oklahoma 73019, United States
- Earth and Environmental Sciences, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
- State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University , Beijing 100084, China
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King AJ, Preheim SP, Bailey KL, Robeson MS, Roy Chowdhury T, Crable BR, Hurt RA, Mehlhorn T, Lowe KA, Phelps TJ, Palumbo AV, Brandt CC, Brown SD, Podar M, Zhang P, Lancaster WA, Poole F, Watson DB, W Fields M, Chandonia JM, Alm EJ, Zhou J, Adams MWW, Hazen TC, Arkin AP, Elias DA. Temporal Dynamics of In-Field Bioreactor Populations Reflect the Groundwater System and Respond Predictably to Perturbation. Environ Sci Technol 2017; 51:2879-2889. [PMID: 28112946 DOI: 10.1021/acs.est.6b04751] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Temporal variability complicates testing the influences of environmental variability on microbial community structure and thus function. An in-field bioreactor system was developed to assess oxic versus anoxic manipulations on in situ groundwater communities. Each sample was sequenced (16S SSU rRNA genes, average 10,000 reads), and biogeochemical parameters are monitored by quantifying 53 metals, 12 organic acids, 14 anions, and 3 sugars. Changes in dissolved oxygen (DO), pH, and other variables were similar across bioreactors. Sequencing revealed a complex community that fluctuated in-step with the groundwater community and responded to DO. This also directly influenced the pH, and so the biotic impacts of DO and pH shifts are correlated. A null model demonstrated that bioreactor communities were driven in part not only by experimental conditions but also by stochastic variability and did not accurately capture alterations in diversity during perturbations. We identified two groups of abundant OTUs important to this system; one was abundant in high DO and pH and contained heterotrophs and oxidizers of iron, nitrite, and ammonium, whereas the other was abundant in low DO with the capability to reduce nitrate. In-field bioreactors are a powerful tool for capturing natural microbial community responses to alterations in geochemical factors beyond the bulk phase.
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Affiliation(s)
- Andrew J King
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Sarah P Preheim
- Department of Environmental Health and Enginering, Johns Hopkins University , Baltimore, Maryland 21218, United States
| | - Kathryn L Bailey
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Michael S Robeson
- Fish, Wildlife and Conservation Biology, Colorado State University , Fort Collins, Colorado 80523, United States
| | - Taniya Roy Chowdhury
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Bryan R Crable
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Richard A Hurt
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
| | - Tonia Mehlhorn
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Kenneth A Lowe
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Tommy J Phelps
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Anthony V Palumbo
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Craig C Brandt
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Steven D Brown
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
| | - Mircea Podar
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
| | - Ping Zhang
- Department of Microbiology and Plant Biology, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - W Andrew Lancaster
- Department of Biochemistry and Molecular Biology, University of Georgia , Athens, Georgia 30602, United States
| | - Farris Poole
- Department of Biochemistry and Molecular Biology, University of Georgia , Athens, Georgia 30602, United States
| | - David B Watson
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
| | - Matthew W Fields
- Department of Microbiology & Immunology, Montana State University , Bozeman, Montana 59717, United States
| | - John-Marc Chandonia
- Environmental Genomics and Systems Biology Division, Lawrence Berkley National Laboratory , Berkley, California 94720, United States
| | - Eric J Alm
- Civil and Environmental Engineering and Biological Engineering, Massachusets Institute of Technology , Cambridge, Massachusetts 02139, United States
| | - Jizhong Zhou
- Department of Microbiology and Plant Biology, University of Oklahoma , Norman, Oklahoma 73019, United States
| | - Michael W W Adams
- Department of Biochemistry and Molecular Biology, University of Georgia , Athens, Georgia 30602, United States
| | - Terry C Hazen
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
| | - Adam P Arkin
- Environmental Genomics and Systems Biology Division, Lawrence Berkley National Laboratory , Berkley, California 94720, United States
| | - Dwayne A Elias
- Biosciences Division, Oak Ridge National Laboratory , P.O. Box 2008, MS-6036, Oak Ridge, Tennessee 37831-6036, United States
- Department of Civil and Environmental Engineering, University of Tennessee , Knoxville, Tennessee 37996, United States
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Chakraborty R, Woo H, Dehal P, Walker R, Zemla M, Auer M, Goodwin LA, Kazakov A, Novichkov P, Arkin AP, Hazen TC. Complete genome sequence of Pseudomonas stutzeri strain RCH2 isolated from a Hexavalent Chromium [Cr(VI)] contaminated site. Stand Genomic Sci 2017; 12:23. [PMID: 28194258 PMCID: PMC5299692 DOI: 10.1186/s40793-017-0233-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [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: 06/21/2016] [Accepted: 01/08/2017] [Indexed: 01/21/2023] Open
Abstract
Hexavalent Chromium [Cr(VI)] is a widespread contaminant found in soil, sediment, and ground water in several DOE sites, including Hanford 100 H area. In order to stimulate microbially mediated reduction of Cr(VI) at this site, a poly-lactate hydrogen release compound was injected into the chromium contaminated aquifer. Targeted enrichment of dominant nitrate-reducing bacteria post injection resulted in the isolation of Pseudomonas stutzeri strain RCH2. P. stutzeri strain RCH2 was isolated using acetate as the electron donor and is a complete denitrifier. Experiments with anaerobic washed cell suspension of strain RCH2 revealed it could reduce Cr(VI) and Fe(III). The genome of strain RCH2 was sequenced using a combination of Illumina and 454 sequencing technologies and contained a circular chromosome of 4.6 Mb and three plasmids. Global genome comparisons of strain RCH2 with six other fully sequenced P. stutzeri strains revealed most genomic regions are conserved, however strain RCH2 has an additional 244 genes, some of which are involved in chemotaxis, Flp pilus biogenesis and pyruvate/2-oxogluturate complex formation.
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Affiliation(s)
| | - Hannah Woo
- University Of Tennessee, Knoxville, TN USA
| | | | - Robert Walker
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Marcin Zemla
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Manfred Auer
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Lynne A Goodwin
- Department of Energy Joint Genome Institute, Walnut Creek, CA USA
| | | | | | - Adam P Arkin
- Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Terry C Hazen
- Lawrence Berkeley National Laboratory, Berkeley, CA USA.,University Of Tennessee, Knoxville, TN USA
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47
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Rocha AM, Yuan Q, Close DM, O’Dell KB, Fortney JL, Wu J, Hazen TC. Rapid detection of microbial cell abundance in aquatic systems. Biosens Bioelectron 2016; 85:915-923. [DOI: 10.1016/j.bios.2016.05.098] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2016] [Revised: 05/17/2016] [Accepted: 05/31/2016] [Indexed: 10/21/2022]
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48
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Techtmann SM, Hazen TC. Metagenomic applications in environmental monitoring and bioremediation. J Ind Microbiol Biotechnol 2016; 43:1345-54. [PMID: 27558781 DOI: 10.1007/s10295-016-1809-8] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2016] [Accepted: 07/30/2016] [Indexed: 01/08/2023]
Abstract
With the rapid advances in sequencing technology, the cost of sequencing has dramatically dropped and the scale of sequencing projects has increased accordingly. This has provided the opportunity for the routine use of sequencing techniques in the monitoring of environmental microbes. While metagenomic applications have been routinely applied to better understand the ecology and diversity of microbes, their use in environmental monitoring and bioremediation is increasingly common. In this review we seek to provide an overview of some of the metagenomic techniques used in environmental systems biology, addressing their application and limitation. We will also provide several recent examples of the application of metagenomics to bioremediation. We discuss examples where microbial communities have been used to predict the presence and extent of contamination, examples of how metagenomics can be used to characterize the process of natural attenuation by unculturable microbes, as well as examples detailing the use of metagenomics to understand the impact of biostimulation on microbial communities.
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Affiliation(s)
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, USA
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49
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Olesen SW, Vora S, Techtmann SM, Fortney JL, Bastidas-Oyanedel JR, Rodríguez J, Hazen TC, Alm EJ. A Novel Analysis Method for Paired-Sample Microbial Ecology Experiments. PLoS One 2016; 11:e0154804. [PMID: 27152415 PMCID: PMC4859510 DOI: 10.1371/journal.pone.0154804] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [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: 10/22/2015] [Accepted: 04/19/2016] [Indexed: 01/16/2023] Open
Abstract
Many microbial ecology experiments use sequencing data to measure a community’s response to an experimental treatment. In a common experimental design, two units, one control and one experimental, are sampled before and after the treatment is applied to the experimental unit. The four resulting samples contain information about the dynamics of organisms that respond to the treatment, but there are no analytical methods designed to extract exactly this type of information from this configuration of samples. Here we present an analytical method specifically designed to visualize and generate hypotheses about microbial community dynamics in experiments that have paired samples and few or no replicates. The method is based on the Poisson lognormal distribution, long studied in macroecology, which we found accurately models the abundance distribution of taxa counts from 16S rRNA surveys. To demonstrate the method’s validity and potential, we analyzed an experiment that measured the effect of crude oil on ocean microbial communities in microcosm. Our method identified known oil degraders as well as two clades, Maricurvus and Rhodobacteraceae, that responded to amendment with oil but do not include known oil degraders. Our approach is sensitive to organisms that increased in abundance only in the experimental unit but less sensitive to organisms that increased in both control and experimental units, thus mitigating the role of “bottle effects”.
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Affiliation(s)
- Scott W Olesen
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America
| | - Suhani Vora
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America
| | - Stephen M Techtmann
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, United States of America
| | - Julian L Fortney
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, United States of America.,Oak Ridge National Laboratory, Oak Ridge, TN 37831, United States of America
| | - Juan R Bastidas-Oyanedel
- Institute Centre for Water and Environment (iWater), Masdar Institute of Science and Technology, Abu Dhabi, UAE
| | - Jorge Rodríguez
- Institute Centre for Water and Environment (iWater), Masdar Institute of Science and Technology, Abu Dhabi, UAE
| | - Terry C Hazen
- Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996, United States of America.,Oak Ridge National Laboratory, Oak Ridge, TN 37831, United States of America
| | - Eric J Alm
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America
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50
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Shatsky M, Dong M, Liu H, Yang LL, Choi M, Singer ME, Geller JT, Fisher SJ, Hall SC, Hazen TC, Brenner SE, Butland G, Jin J, Witkowska HE, Chandonia JM, Biggin MD. Quantitative Tagless Copurification: A Method to Validate and Identify Protein-Protein Interactions. Mol Cell Proteomics 2016; 15:2186-202. [PMID: 27099342 PMCID: PMC5083090 DOI: 10.1074/mcp.m115.057117] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [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: 01/04/2016] [Indexed: 01/18/2023] Open
Abstract
Identifying protein-protein interactions (PPIs) at an acceptable false discovery rate (FDR) is challenging. Previously we identified several hundred PPIs from affinity purification - mass spectrometry (AP-MS) data for the bacteria Escherichia coli and Desulfovibrio vulgaris. These two interactomes have lower FDRs than any of the nine interactomes proposed previously for bacteria and are more enriched in PPIs validated by other data than the nine earlier interactomes. To more thoroughly determine the accuracy of ours or other interactomes and to discover further PPIs de novo, here we present a quantitative tagless method that employs iTRAQ MS to measure the copurification of endogenous proteins through orthogonal chromatography steps. 5273 fractions from a four-step fractionation of a D. vulgaris protein extract were assayed, resulting in the detection of 1242 proteins. Protein partners from our D. vulgaris and E. coli AP-MS interactomes copurify as frequently as pairs belonging to three benchmark data sets of well-characterized PPIs. In contrast, the protein pairs from the nine other bacterial interactomes copurify two- to 20-fold less often. We also identify 200 high confidence D. vulgaris PPIs based on tagless copurification and colocalization in the genome. These PPIs are as strongly validated by other data as our AP-MS interactomes and overlap with our AP-MS interactome for D.vulgaris within 3% of expectation, once FDRs and false negative rates are taken into account. Finally, we reanalyzed data from two quantitative tagless screens of human cell extracts. We estimate that the novel PPIs reported in these studies have an FDR of at least 85% and find that less than 7% of the novel PPIs identified in each screen overlap. Our results establish that a quantitative tagless method can be used to validate and identify PPIs, but that such data must be analyzed carefully to minimize the FDR.
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Affiliation(s)
- Maxim Shatsky
- From the ‡Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Ming Dong
- §Genomics Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Haichuan Liu
- ¶OB/GYN Department, University of California San Francisco-Sandler-Moore Mass Spectrometry Core Facility, University of California, San Francisco, California 94143
| | - Lee Lisheng Yang
- ‖Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Megan Choi
- §Genomics Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Mary E Singer
- **Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Jil T Geller
- **Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Susan J Fisher
- ¶OB/GYN Department, University of California San Francisco-Sandler-Moore Mass Spectrometry Core Facility, University of California, San Francisco, California 94143
| | - Steven C Hall
- ¶OB/GYN Department, University of California San Francisco-Sandler-Moore Mass Spectrometry Core Facility, University of California, San Francisco, California 94143
| | - Terry C Hazen
- ‡‡Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, Tennessee 37996; §§Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831
| | - Steven E Brenner
- From the ‡Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720; ¶¶Department of Plant and Microbial Biology, University of California, Berkeley, California 94720
| | - Gareth Butland
- ‖‖Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - Jian Jin
- ‖Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720
| | - H Ewa Witkowska
- ¶OB/GYN Department, University of California San Francisco-Sandler-Moore Mass Spectrometry Core Facility, University of California, San Francisco, California 94143
| | - John-Marc Chandonia
- From the ‡Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720;
| | - Mark D Biggin
- §Genomics Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720;
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