401
|
Angel R, Panhölzl C, Gabriel R, Herbold C, Wanek W, Richter A, Eichorst SA, Woebken D. Application of stable-isotope labelling techniques for the detection of active diazotrophs. Environ Microbiol 2018; 20:44-61. [PMID: 29027346 PMCID: PMC5814836 DOI: 10.1111/1462-2920.13954] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Revised: 09/16/2017] [Accepted: 10/02/2017] [Indexed: 12/02/2022]
Abstract
Investigating active participants in the fixation of dinitrogen gas is vital as N is often a limiting factor for primary production. Biological nitrogen fixation is performed by a diverse guild of bacteria and archaea (diazotrophs), which can be free-living or symbionts. Free-living diazotrophs are widely distributed in the environment, yet our knowledge about their identity and ecophysiology is still limited. A major challenge in investigating this guild is inferring activity from genetic data as this process is highly regulated. To address this challenge, we evaluated and improved several 15 N-based methods for detecting N2 fixation activity (with a focus on soil samples) and studying active diazotrophs. We compared the acetylene reduction assay and the 15 N2 tracer method and demonstrated that the latter is more sensitive in samples with low activity. Additionally, tracing 15 N into microbial RNA provides much higher sensitivity compared to bulk soil analysis. Active soil diazotrophs were identified with a 15 N-RNA-SIP approach optimized for environmental samples and benchmarked to 15 N-DNA-SIP. Lastly, we investigated the feasibility of using SIP-Raman microspectroscopy for detecting 15 N-labelled cells. Taken together, these tools allow identifying and investigating active free-living diazotrophs in a highly sensitive manner in diverse environments, from bulk to the single-cell level.
Collapse
Affiliation(s)
- Roey Angel
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Christopher Panhölzl
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Raphael Gabriel
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
- Present address:
Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Emeryville, CA, USA;Institute for Genetics, Technische Universität Braunschweig, Braunschweig, Germany
| | - Craig Herbold
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Wolfgang Wanek
- Division of Terrestrial Ecosystem Research, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Andreas Richter
- Division of Terrestrial Ecosystem Research, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Stephanie A. Eichorst
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| | - Dagmar Woebken
- Division of Microbial Ecology, Department of Microbiology and Ecosystem ScienceResearch network “Chemistry meets Microbiology,” University of ViennaVienna 1090Austria
| |
Collapse
|
402
|
Lamit LJ, Romanowicz KJ, Potvin LR, Rivers AR, Singh K, Lennon JT, Tringe SG, Kane ES, Lilleskov EA. Patterns and drivers of fungal community depth stratification in Sphagnum peat. FEMS Microbiol Ecol 2017; 93:3909725. [PMID: 28854677 DOI: 10.1093/femsec/fix082] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2017] [Accepted: 06/28/2017] [Indexed: 11/13/2022] Open
Abstract
Peatlands store an immense pool of soil carbon vulnerable to microbial oxidation due to drought and intentional draining. We used amplicon sequencing and quantitative PCR to (i) examine how fungi are influenced by depth in the peat profile, water table and plant functional group at the onset of a multiyear mesocosm experiment, and (ii) test if fungi are correlated with abiotic variables of peat and pore water. We hypothesized that each factor influenced fungi, but that depth would have the strongest effect early in the experiment. We found that (i) communities were strongly depth stratified; fungi were four times more abundant in the upper (10-20 cm) than the lower (30-40 cm) depth, and dominance shifted from ericoid mycorrhizal fungi to saprotrophs and endophytes with increasing depth; (ii) the influence of plant functional group was depth dependent, with Ericaceae structuring the community in the upper peat only; (iii) water table had minor influences; and (iv) communities strongly covaried with abiotic variables, including indices of peat and pore water carbon quality. Our results highlight the importance of vertical stratification to peatland fungi, and the depth dependency of plant functional group effects, which must be considered when elucidating the role of fungi in peatland carbon dynamics.
Collapse
Affiliation(s)
- Louis J Lamit
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA
| | - Karl J Romanowicz
- School of Natural Resources & Environment, University of Michigan, Ann Arbor, MI 48109, USA
| | - Lynette R Potvin
- USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
| | - Adam R Rivers
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Kanwar Singh
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN 47405, USA
| | - Susannah G Tringe
- Department of Energy, Joint Genome Institute, Walnut Creek, CA 94598, USA
| | - Evan S Kane
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA.,USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
| | - Erik A Lilleskov
- School of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA.,USDA Forest Service, Northern Research Station, Forestry Sciences Laboratory, Houghton, MI 49931, USA
| |
Collapse
|
403
|
Glassman SI, Wang IJ, Bruns TD. Environmental filtering by
pH
and soil nutrients drives community assembly in fungi at fine spatial scales. Mol Ecol 2017; 26:6960-6973. [DOI: 10.1111/mec.14414] [Citation(s) in RCA: 151] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Revised: 10/17/2017] [Accepted: 10/25/2017] [Indexed: 12/15/2022]
Affiliation(s)
- Sydney I. Glassman
- Department of Environmental Science Policy and Management University of California, Berkeley CA USA
- Department of Ecology and Evolutionary Biology University of California, Irvine CA USA
- Department of Plant & Microbial Biology University of California Berkeley CA USA
| | - Ian J. Wang
- Department of Environmental Science Policy and Management University of California, Berkeley CA USA
| | - Thomas D. Bruns
- Department of Environmental Science Policy and Management University of California, Berkeley CA USA
- Department of Plant & Microbial Biology University of California Berkeley CA USA
| |
Collapse
|
404
|
Assessing species biomass contributions in microbial communities via metaproteomics. Nat Commun 2017; 8:1558. [PMID: 29146960 PMCID: PMC5691128 DOI: 10.1038/s41467-017-01544-x] [Citation(s) in RCA: 172] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2017] [Accepted: 09/26/2017] [Indexed: 12/13/2022] Open
Abstract
Microbial community structure can be analyzed by quantifying cell numbers or by quantifying biomass for individual populations. Methods for quantifying cell numbers are already available (e.g., fluorescence in situ hybridization, 16S rRNA gene amplicon sequencing), yet high-throughput methods for assessing community structure in terms of biomass are lacking. Here we present metaproteomics-based methods for assessing microbial community structure using protein abundance as a measure for biomass contributions of individual populations. We optimize the accuracy and sensitivity of the method using artificially assembled microbial communities and show that it is less prone to some of the biases found in sequencing-based methods. We apply the method to communities from two different environments, microbial mats from two alkaline soda lakes, and saliva from multiple individuals. We show that assessment of species biomass contributions adds an important dimension to the analysis of microbial community structure. Convenient methods for assessing microbial community structure in terms of biomass are lacking. Here, the authors present a metaproteomics-based approach for assessing microbial community structure using protein abundance as a measure for biomass contributions of individual populations.
Collapse
|
405
|
Johnston PR, Park D, Smissen RD. Comparing diversity of fungi from living leaves using culturing and high-throughput environmental sequencing. Mycologia 2017; 109:643-654. [PMID: 29140754 DOI: 10.1080/00275514.2017.1384712] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
High-throughput sequencing technologies using amplicon approaches have changed the way that studies investigating fungal distribution are undertaken. These powerful and time-efficient technologies have the potential for the first time to accurately map fungal distributions across landscapes or changes in diversity across ecological or biological gradients of interest. There is no requirement for a fungus to form a fruiting body to be detected, and both culturable and nonculturable organisms can be detected. Here we use high-throughput amplicon sequencing from bulk DNA extracts to test the impact that biases associated with culture-based methods had on an earlier study that compared the influence of site and host on fungal diversity in Nothofagaceae forests in New Zealand. Both detection methods sampled tissue from the same set of symptomless, living leaves. We found that both the culturing and high-throughput approaches show that host is a stronger driver of fungal community structure than site, but that both methods have some taxonomic biases. We also found that the individual trees selected for high-throughput sampling can impact the alpha-diversity detected and through this could potentially affect subsequent analyses based on a comparison of this diversity.
Collapse
Affiliation(s)
- Peter R Johnston
- a Landcare Research , Private Bag 92170 , Auckland 1142, New Zealand
| | - Duckchul Park
- a Landcare Research , Private Bag 92170 , Auckland 1142, New Zealand
| | - Rob D Smissen
- a Landcare Research , Private Bag 92170 , Auckland 1142, New Zealand
| |
Collapse
|
406
|
Wilhelm RC, Cardenas E, Maas KR, Leung H, McNeil L, Berch S, Chapman W, Hope G, Kranabetter JM, Dubé S, Busse M, Fleming R, Hazlett P, Webster KL, Morris D, Scott DA, Mohn WW. Biogeography and organic matter removal shape long-term effects of timber harvesting on forest soil microbial communities. THE ISME JOURNAL 2017; 11:2552-2568. [PMID: 28753210 PMCID: PMC5649165 DOI: 10.1038/ismej.2017.109] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Revised: 05/03/2017] [Accepted: 05/19/2017] [Indexed: 11/09/2022]
Abstract
The growing demand for renewable, carbon-neutral materials and energy is leading to intensified forest land-use. The long-term ecological challenges associated with maintaining soil fertility in managed forests are not yet known, in part due to the complexity of soil microbial communities and the heterogeneity of forest soils. This study determined the long-term effects of timber harvesting, accompanied by varied organic matter (OM) removal, on bacterial and fungal soil populations in 11- to 17-year-old reforested coniferous plantations at 18 sites across North America. Analysis of highly replicated 16 S rRNA gene and ITS region pyrotag libraries and shotgun metagenomes demonstrated consistent changes in microbial communities in harvested plots that included the expansion of desiccation- and heat-tolerant organisms and decline in diversity of ectomycorrhizal fungi. However, the majority of taxa, including the most abundant and cosmopolitan groups, were unaffected by harvesting. Shifts in microbial populations that corresponded to increased temperature and soil dryness were moderated by OM retention, which also selected for sub-populations of fungal decomposers. Biogeographical differences in the distribution of taxa as well as local edaphic and environmental conditions produced substantial variation in the effects of harvesting. This extensive molecular-based investigation of forest soil advances our understanding of forest disturbance and lays the foundation for monitoring long-term impacts of timber harvesting.
Collapse
Affiliation(s)
- Roland C Wilhelm
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Erick Cardenas
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Kendra R Maas
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hilary Leung
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Larisa McNeil
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Shannon Berch
- British Columbia Ministry of Forests, Lands and Natural Resource Operations, Victoria, British Columbia, Canada
| | - William Chapman
- British Columbia Ministry of Forests, Lands and Natural Resource Operations, Victoria, British Columbia, Canada
| | - Graeme Hope
- British Columbia Ministry of Forests, Lands and Natural Resource Operations, Victoria, British Columbia, Canada
| | - J M Kranabetter
- British Columbia Ministry of Forests, Lands and Natural Resource Operations, Victoria, British Columbia, Canada
| | - Stephane Dubé
- College of New Caledonia, Prince George, British Columbia, Canada
| | | | - Robert Fleming
- Natural Resources Canada, Canadian Forest Service, Great Lakes Forestry Centre, Sault Ste. Marie, Ontario, Canada
| | - Paul Hazlett
- Natural Resources Canada, Canadian Forest Service, Great Lakes Forestry Centre, Sault Ste. Marie, Ontario, Canada
| | - Kara L Webster
- Natural Resources Canada, Canadian Forest Service, Great Lakes Forestry Centre, Sault Ste. Marie, Ontario, Canada
| | - David Morris
- Ontario Ministry of Natural Resources, Thunder Bay, Ontario, Canada
| | | | - William W Mohn
- Department of Microbiology & Immunology, Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada
| |
Collapse
|
407
|
Van Goethem MW, Makhalanyane TP, Cowan DA, Valverde A. Cyanobacteria and Alphaproteobacteria May Facilitate Cooperative Interactions in Niche Communities. Front Microbiol 2017; 8:2099. [PMID: 29118751 PMCID: PMC5660985 DOI: 10.3389/fmicb.2017.02099] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Accepted: 10/13/2017] [Indexed: 01/04/2023] Open
Abstract
Hypoliths, microbial assemblages found below translucent rocks, provide important ecosystem services in deserts. While several studies have assessed microbial diversity of hot desert hypoliths and whether these communities are metabolically active, the interactions among taxa remain unclear. Here, we assessed the structure, diversity, and co-occurrence patterns of hypolithic communities from the hyperarid Namib Desert by comparing total (DNA) and potentially active (RNA) communities. The potentially active and total hypolithic communities differed in their composition and diversity, with significantly higher levels of Cyanobacteria and Alphaproteobacteria in potentially active hypoliths. Several phyla known to be abundant in total hypolithic communities were metabolically inactive, indicating that some hypolithic taxa may be dormant or dead. The potentially active hypolith network was highly modular in structure with almost exclusively positive co-occurrences (>95% of the total) between taxa. Members of the Cyanobacteria and Alphaproteobacteria were identified as potential keystone taxa, and exhibited numerous positive co-occurrences with other microbes, suggesting that these groups might have important roles in maintaining network topological structure despite their low abundance.
Collapse
Affiliation(s)
- Marc W Van Goethem
- Centre for Microbial Ecology and Genomics, Department of Genetics, University of Pretoria, Pretoria, South Africa
| | - Thulani P Makhalanyane
- Centre for Microbial Ecology and Genomics, Department of Genetics, University of Pretoria, Pretoria, South Africa
| | - Don A Cowan
- Centre for Microbial Ecology and Genomics, Department of Genetics, University of Pretoria, Pretoria, South Africa
| | - Angel Valverde
- Centre for Microbial Ecology and Genomics, Department of Genetics, University of Pretoria, Pretoria, South Africa
| |
Collapse
|
408
|
Christou A, Agüera A, Bayona JM, Cytryn E, Fotopoulos V, Lambropoulou D, Manaia CM, Michael C, Revitt M, Schröder P, Fatta-Kassinos D. The potential implications of reclaimed wastewater reuse for irrigation on the agricultural environment: The knowns and unknowns of the fate of antibiotics and antibiotic resistant bacteria and resistance genes - A review. WATER RESEARCH 2017; 123:448-467. [PMID: 28689129 DOI: 10.1016/j.watres.2017.07.004] [Citation(s) in RCA: 291] [Impact Index Per Article: 36.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Revised: 06/14/2017] [Accepted: 07/01/2017] [Indexed: 05/06/2023]
Abstract
The use of reclaimed wastewater (RWW) for the irrigation of crops may result in the continuous exposure of the agricultural environment to antibiotics, antibiotic resistant bacteria (ARB) and antibiotic resistance genes (ARGs). In recent years, certain evidence indicate that antibiotics and resistance genes may become disseminated in agricultural soils as a result of the amendment with manure and biosolids and irrigation with RWW. Antibiotic residues and other contaminants may undergo sorption/desorption and transformation processes (both biotic and abiotic), and have the potential to affect the soil microbiota. Antibiotics found in the soil pore water (bioavailable fraction) as a result of RWW irrigation may be taken up by crop plants, bioaccumulate within plant tissues and subsequently enter the food webs; potentially resulting in detrimental public health implications. It can be also hypothesized that ARGs can spread among soil and plant-associated bacteria, a fact that may have serious human health implications. The majority of studies dealing with these environmental and social challenges related with the use of RWW for irrigation were conducted under laboratory or using, somehow, controlled conditions. This critical review discusses the state of the art on the fate of antibiotics, ARB and ARGs in agricultural environment where RWW is applied for irrigation. The implications associated with the uptake of antibiotics by plants (uptake mechanisms) and the potential risks to public health are highlighted. Additionally, knowledge gaps as well as challenges and opportunities are addressed, with the aim of boosting future research towards an enhanced understanding of the fate and implications of these contaminants of emerging concern in the agricultural environment. These are key issues in a world where the increasing water scarcity and the continuous appeal of circular economy demand answers for a long-term safe use of RWW for irrigation.
Collapse
Affiliation(s)
- Anastasis Christou
- Agricultural Research Institute, Ministry of Agriculture, Rural Development and Environment, P.O. Box 22016, 1516, Nicosia, Cyprus.
| | - Ana Agüera
- Solar Energy Research Centre (CIESOL), Joint Centre University of Almería-CIEMAT, 04120, Almería, Spain
| | - Josep Maria Bayona
- IDAEA-CSIC, Environmental Chemistry Department, E-08034, Barcelona, Spain
| | - Eddie Cytryn
- Institute of Soil, Water and Environmental Sciences, Volcani Center, Agricultural Research Organization, P.O. Box 15159, Rishon Lezion, Israel
| | - Vasileios Fotopoulos
- Department of Agricultural Sciences, Biotechnology and Food Science, Cyprus University of Technology, 3603, Lemesos, Cyprus
| | - Dimitra Lambropoulou
- Aristotle University of Thessaloniki, Department of Chemistry, 54124, Thessaloniki, Greece
| | - Célia M Manaia
- Universidade Católica Portuguesa, CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Rua Arquiteto Lobão Vital, Apartado 2511, 4202-401, Porto, Portugal
| | - Costas Michael
- NIREAS-International Water Research Center, University of Cyprus, P.O. Box 20537, 1678, Nicosia, Cyprus
| | - Mike Revitt
- Middlesex University, Department of Natural Sciences, NW4 4BT, London, United Kingdom
| | - Peter Schröder
- Helmholtz Zentrum München, German Research Center for Environmental Health, Research Unit Environmental Genomics, 85764, Neuherberg, Germany
| | - Despo Fatta-Kassinos
- NIREAS-International Water Research Center, University of Cyprus, P.O. Box 20537, 1678, Nicosia, Cyprus; Department of Civil and Environmental Engineering, University of Cyprus, P.O. Box 20537, 1678, Nicosia, Cyprus.
| |
Collapse
|
409
|
Mäki A, Salmi P, Mikkonen A, Kremp A, Tiirola M. Sample Preservation, DNA or RNA Extraction and Data Analysis for High-Throughput Phytoplankton Community Sequencing. Front Microbiol 2017; 8:1848. [PMID: 29018424 PMCID: PMC5622927 DOI: 10.3389/fmicb.2017.01848] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2017] [Accepted: 09/11/2017] [Indexed: 12/14/2022] Open
Abstract
Phytoplankton is the basis for aquatic food webs and mirrors the water quality. Conventionally, phytoplankton analysis has been done using time consuming and partly subjective microscopic observations, but next generation sequencing (NGS) technologies provide promising potential for rapid automated examination of environmental samples. Because many phytoplankton species have tough cell walls, methods for cell lysis and DNA or RNA isolation need to be efficient to allow unbiased nucleic acid retrieval. Here, we analyzed how two phytoplankton preservation methods, three commercial DNA extraction kits and their improvements, three RNA extraction methods, and two data analysis procedures affected the results of the NGS analysis. A mock community was pooled from phytoplankton species with variation in nucleus size and cell wall hardness. Although the study showed potential for studying Lugol-preserved sample collections, it demonstrated critical challenges in the DNA-based phytoplankton analysis in overall. The 18S rRNA gene sequencing output was highly affected by the variation in the rRNA gene copy numbers per cell, while sample preservation and nucleic acid extraction methods formed another source of variation. At the top, sequence-specific variation in the data quality introduced unexpected bioinformatics bias when the sliding-window method was used for the quality trimming of the Ion Torrent data. While DNA-based analyses did not correlate with biomasses or cell numbers of the mock community, rRNA-based analyses were less affected by different RNA extraction procedures and had better match with the biomasses, dry weight and carbon contents, and are therefore recommended for quantitative phytoplankton analyses.
Collapse
Affiliation(s)
- Anita Mäki
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Pauliina Salmi
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Anu Mikkonen
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| | - Anke Kremp
- Marine Research Centre, Finnish Environment Institute, Helsinki, Finland
| | - Marja Tiirola
- Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland
| |
Collapse
|
410
|
Adams RI, Lymperopoulou DS, Misztal PK, De Cassia Pessotti R, Behie SW, Tian Y, Goldstein AH, Lindow SE, Nazaroff WW, Taylor JW, Traxler MF, Bruns TD. Microbes and associated soluble and volatile chemicals on periodically wet household surfaces. MICROBIOME 2017; 5:128. [PMID: 28950891 PMCID: PMC5615633 DOI: 10.1186/s40168-017-0347-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Accepted: 09/20/2017] [Indexed: 05/21/2023]
Abstract
BACKGROUND Microorganisms influence the chemical milieu of their environment, and chemical metabolites can affect ecological processes. In built environments, where people spend the majority of their time, very little is known about how surface-borne microorganisms influence the chemistry of the indoor spaces. Here, we applied multidisciplinary approaches to investigate aspects of chemical microbiology in a house. METHODS We characterized the microbial and chemical composition of two common and frequently wet surfaces in a residential setting: kitchen sink and bathroom shower. Microbial communities were studied using culture-dependent and independent techniques, including targeting RNA for amplicon sequencing. Volatile and soluble chemicals from paired samples were analyzed using state-of-the-art techniques to explore the links between the observed microbiota and chemical exudates. RESULTS Microbial analysis revealed a rich biological presence on the surfaces exposed in kitchen sinks and bathroom shower stalls. Microbial composition, matched for DNA and RNA targets, varied by surface type and sampling period. Bacteria were found to have an average of 25× more gene copies than fungi. Biomass estimates based on qPCR were well correlated with measured total volatile organic compound (VOC) emissions. Abundant VOCs included products associated with fatty acid production. Molecular networking revealed a diversity of surface-borne compounds that likely originate from microbes and from household products. CONCLUSIONS Microbes played a role in structuring the chemical profiles on and emitted from kitchen sinks and shower stalls. Microbial VOCs (mVOCs) were predominately associated with the processing of fatty acids. The mVOC composition may be more stable than that of microbial communities, which can show temporal and spatial variation in their responses to changing environmental conditions. The mVOC output from microbial metabolism on kitchen sinks and bathroom showers should be apparent through careful measurement, even against a broader background of VOCs in homes, some of which may originate from microbes in other locations within the home. A deeper understanding of the chemical interactions between microbes on household surfaces will require experimentation under relevant environmental conditions, with a finer temporal resolution, to build on the observational study results presented here.
Collapse
Affiliation(s)
- Rachel I. Adams
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| | | | - Pawel K. Misztal
- Environmental Science, Policy, and Management, University of California, Berkeley, CA USA
| | | | - Scott W. Behie
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Yilin Tian
- Civil and Environmental Engineering, University of California, Berkeley, CA USA
| | - Allen H. Goldstein
- Environmental Science, Policy, and Management, University of California, Berkeley, CA USA
- Civil and Environmental Engineering, University of California, Berkeley, CA USA
| | - Steven E. Lindow
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - William W. Nazaroff
- Civil and Environmental Engineering, University of California, Berkeley, CA USA
| | - John W. Taylor
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Matt F. Traxler
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Thomas D. Bruns
- Plant and Microbial Biology, University of California, Berkeley, CA USA
| |
Collapse
|
411
|
Lesaulnier CC, Herbold CW, Pelikan C, Berry D, Gérard C, Le Coz X, Gagnot S, Niggemann J, Dittmar T, Singer GA, Loy A. Bottled aqua incognita: microbiota assembly and dissolved organic matter diversity in natural mineral waters. MICROBIOME 2017; 5:126. [PMID: 28938908 PMCID: PMC5610417 DOI: 10.1186/s40168-017-0344-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Accepted: 09/15/2017] [Indexed: 05/25/2023]
Abstract
BACKGROUND Non-carbonated natural mineral waters contain microorganisms that regularly grow after bottling despite low concentrations of dissolved organic matter (DOM). Yet, the compositions of bottled water microbiota and organic substrates that fuel microbial activity, and how both change after bottling, are still largely unknown. RESULTS We performed a multifaceted analysis of microbiota and DOM diversity in 12 natural mineral waters from six European countries. 16S rRNA gene-based analyses showed that less than 10 species-level operational taxonomic units (OTUs) dominated the bacterial communities in the water phase and associated with the bottle wall after a short phase of post-bottling growth. Members of the betaproteobacterial genera Curvibacter, Aquabacterium, and Polaromonas (Comamonadaceae) grew in most waters and represent ubiquitous, mesophilic, heterotrophic aerobes in bottled waters. Ultrahigh-resolution mass spectrometry of DOM in bottled waters and their corresponding source waters identified thousands of molecular formulae characteristic of mostly refractory, soil-derived DOM. CONCLUSIONS The bottle environment, including source water physicochemistry, selected for growth of a similar low-diversity microbiota across various bottled waters. Relative abundance changes of hundreds of multi-carbon molecules were related to growth of less than ten abundant OTUs. We thus speculate that individual bacteria cope with oligotrophic conditions by simultaneously consuming diverse DOM molecules.
Collapse
Affiliation(s)
- Celine C Lesaulnier
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna, Althanstrasse 14, A-1090, Vienna, Austria
| | - Craig W Herbold
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna, Althanstrasse 14, A-1090, Vienna, Austria
| | - Claus Pelikan
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna, Althanstrasse 14, A-1090, Vienna, Austria
| | - David Berry
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna, Althanstrasse 14, A-1090, Vienna, Austria
| | - Cédric Gérard
- Nestec Ltd., Route du Jorat 57, CH-1000, Lausanne 26, Switzerland
| | - Xavier Le Coz
- Nestec Ltd., Route du Jorat 57, CH-1000, Lausanne 26, Switzerland
| | - Sophie Gagnot
- Nestec Ltd., Route du Jorat 57, CH-1000, Lausanne 26, Switzerland
| | - Jutta Niggemann
- University of Oldenburg, Institute for Chemistry and Biology of the Marine Environment, ICBM-MPI Bridging Group for Marine Geochemistry, Carl-von-Ossietzky-Straße 9-11, D-26129, Oldenburg, Germany
| | - Thorsten Dittmar
- University of Oldenburg, Institute for Chemistry and Biology of the Marine Environment, ICBM-MPI Bridging Group for Marine Geochemistry, Carl-von-Ossietzky-Straße 9-11, D-26129, Oldenburg, Germany
| | - Gabriel A Singer
- Department of Ecohydrology, Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, D-12587, Berlin, Germany
| | - Alexander Loy
- Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, Research Network Chemistry meets Microbiology, University of Vienna, Althanstrasse 14, A-1090, Vienna, Austria.
| |
Collapse
|
412
|
Chronic Rhinosinusitis and the Evolving Understanding of Microbial Ecology in Chronic Inflammatory Mucosal Disease. Clin Microbiol Rev 2017; 30:321-348. [PMID: 27903594 DOI: 10.1128/cmr.00060-16] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Chronic rhinosinusitis (CRS) encompasses a heterogeneous group of debilitating chronic inflammatory sinonasal diseases. Despite considerable research, the etiology of CRS remains poorly understood, and debate on potential roles of microbial communities is unresolved. Modern culture-independent (molecular) techniques have vastly improved our understanding of the microbiology of the human body. Recent studies that better capture the full complexity of the microbial communities associated with CRS reintroduce the possible importance of the microbiota either as a direct driver of disease or as being potentially involved in its exacerbation. This review presents a comprehensive discussion of the current understanding of bacterial, fungal, and viral associations with CRS, with a specific focus on the transition to the new perspective offered in recent years by modern technology in microbiological research. Clinical implications of this new perspective, including the role of antimicrobials, are discussed in depth. While principally framed within the context of CRS, this discussion also provides an analogue for reframing our understanding of many similarly complex and poorly understood chronic inflammatory diseases for which roles of microbes have been suggested but specific mechanisms of disease remain unclear. Finally, further technological advancements on the horizon, and current pressing questions for CRS microbiological research, are considered.
Collapse
|
413
|
Potter C, Freeman C, Golyshin PN, Ackermann G, Fenner N, McDonald JE, Ehbair A, Jones TG, Murphy LM, Creer S. Subtle shifts in microbial communities occur alongside the release of carbon induced by drought and rewetting in contrasting peatland ecosystems. Sci Rep 2017; 7:11314. [PMID: 28900257 PMCID: PMC5595961 DOI: 10.1038/s41598-017-11546-w] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 08/10/2017] [Indexed: 12/01/2022] Open
Abstract
Peat represents a globally significant pool of sequestered carbon. However, peatland carbon stocks are highly threatened by anthropogenic climate change, including drought, which leads to a large release of carbon dioxide. Although the enzymatic mechanisms underlying drought-driven carbon release are well documented, the effect of drought on peatland microbial communities has been little studied. Here, we carried out a replicated and controlled drought manipulation using intact peat ‘mesocosm cores’ taken from bog and fen habitats, and used a combination of community fingerprinting and sequencing of marker genes to identify community changes associated with drought. Community composition varied with habitat and depth. Moreover, community differences between mesocosm cores were stronger than the effect of the drought treatment, emphasising the importance of replication in microbial marker gene studies. While the effect of drought on the overall composition of prokaryotic and eukaryotic communities was weak, a subset of the microbial community did change in relative abundance, especially in the fen habitat at 5 cm depth. ‘Drought-responsive’ OTUs were disproportionately drawn from the phyla Bacteroidetes and Proteobacteria. Collectively, the data provide insights into the microbial community changes occurring alongside drought-driven carbon release from peatlands, and suggest a number of novel avenues for future research.
Collapse
Affiliation(s)
- Caitlin Potter
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | - Chris Freeman
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | - Peter N Golyshin
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | - Gail Ackermann
- BioFrontiers Institute, University of Colorado at Boulder, Boulder, USA
| | - Nathalie Fenner
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | - James E McDonald
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | - Abdassalam Ehbair
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK.,School of Chemistry, Bangor University, Gwynedd, Wales, UK
| | - Timothy G Jones
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK
| | | | - Simon Creer
- School of Biological Sciences, Bangor University, Gwynedd, Wales, UK.
| |
Collapse
|
414
|
Tahon G, Willems A. Isolation and characterization of aerobic anoxygenic phototrophs from exposed soils from the Sør Rondane Mountains, East Antarctica. Syst Appl Microbiol 2017; 40:357-369. [DOI: 10.1016/j.syapm.2017.05.007] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 05/15/2017] [Accepted: 05/16/2017] [Indexed: 12/24/2022]
|
415
|
Starke R, Bastida F, Abadía J, García C, Nicolás E, Jehmlich N. Ecological and functional adaptations to water management in a semiarid agroecosystem: a soil metaproteomics approach. Sci Rep 2017; 7:10221. [PMID: 28860535 PMCID: PMC5579227 DOI: 10.1038/s41598-017-09973-w] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 08/02/2017] [Indexed: 01/14/2023] Open
Abstract
Climate change models point to a decrease in water availability in semiarid areas that would compromise the maintenance of sustainable agriculture. Here, we used a grapefruit agroecosystem model to evaluate the responses of the active soil microbial community – as a microbial subset directly involved in soil functionality- undergoing strategies to cope with the low water availability in south-east Spain. For this purpose, we tested the impacts of: (i) water quality: transfer-water from a river (TW) or reclaimed-water from a wastewater-treatment plant (RW); and (ii) water quantity: continuous optimal amount of water or reduced irrigation (RDI) in the temporal frame when the crop is less sensitive; and their interactions. Metaproteomics revealed that the phylogenetic diversity of the active community and its functional diversity were lowered in soils with RW. RDI lowered soil respiration and functional diversity while the phylogenetic diversity remained constant. The reestablishment of full irrigation after RDI led to a recovery of soil respiration that was accompanied by an enhanced abundance of resilient bacterial populations. Bacterial populations displayed molecular mechanisms against water stress that have been conserved evolutionarily in plants. Protein-based studies shed light on ecological and functional mechanisms that govern the adaptive responses of soil microbial communities to climate-change friendly water management.
Collapse
Affiliation(s)
- Robert Starke
- Helmholtz-Centre for Environmental Research - UFZ, Department of Molecular Systems Biology, Permoserstrasse 15, 04318, Leipzig, Germany
| | - Felipe Bastida
- Centro de Edafología y Biología Aplicada del Segura. Spanish Research Council (CEBAS-CSIC). Campus Universitario de Espinardo, CP 30100 PO Box 164, Murcia, Spain.
| | - Joaquín Abadía
- Centro de Edafología y Biología Aplicada del Segura. Spanish Research Council (CEBAS-CSIC). Campus Universitario de Espinardo, CP 30100 PO Box 164, Murcia, Spain
| | - Carlos García
- Centro de Edafología y Biología Aplicada del Segura. Spanish Research Council (CEBAS-CSIC). Campus Universitario de Espinardo, CP 30100 PO Box 164, Murcia, Spain
| | - Emilio Nicolás
- Centro de Edafología y Biología Aplicada del Segura. Spanish Research Council (CEBAS-CSIC). Campus Universitario de Espinardo, CP 30100 PO Box 164, Murcia, Spain
| | - Nico Jehmlich
- Helmholtz-Centre for Environmental Research - UFZ, Department of Molecular Systems Biology, Permoserstrasse 15, 04318, Leipzig, Germany
| |
Collapse
|
416
|
|
417
|
Emerson JB, Adams RI, Román CMB, Brooks B, Coil DA, Dahlhausen K, Ganz HH, Hartmann EM, Hsu T, Justice NB, Paulino-Lima IG, Luongo JC, Lymperopoulou DS, Gomez-Silvan C, Rothschild-Mancinelli B, Balk M, Huttenhower C, Nocker A, Vaishampayan P, Rothschild LJ. Schrödinger's microbes: Tools for distinguishing the living from the dead in microbial ecosystems. MICROBIOME 2017; 5:86. [PMID: 28810907 PMCID: PMC5558654 DOI: 10.1186/s40168-017-0285-3] [Citation(s) in RCA: 262] [Impact Index Per Article: 32.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2016] [Accepted: 06/05/2017] [Indexed: 05/16/2023]
Abstract
While often obvious for macroscopic organisms, determining whether a microbe is dead or alive is fraught with complications. Fields such as microbial ecology, environmental health, and medical microbiology each determine how best to assess which members of the microbial community are alive, according to their respective scientific and/or regulatory needs. Many of these fields have gone from studying communities on a bulk level to the fine-scale resolution of microbial populations within consortia. For example, advances in nucleic acid sequencing technologies and downstream bioinformatic analyses have allowed for high-resolution insight into microbial community composition and metabolic potential, yet we know very little about whether such community DNA sequences represent viable microorganisms. In this review, we describe a number of techniques, from microscopy- to molecular-based, that have been used to test for viability (live/dead determination) and/or activity in various contexts, including newer techniques that are compatible with or complementary to downstream nucleic acid sequencing. We describe the compatibility of these viability assessments with high-throughput quantification techniques, including flow cytometry and quantitative PCR (qPCR). Although bacterial viability-linked community characterizations are now feasible in many environments and thus are the focus of this critical review, further methods development is needed for complex environmental samples and to more fully capture the diversity of microbes (e.g., eukaryotic microbes and viruses) and metabolic states (e.g., spores) of microbes in natural environments.
Collapse
Affiliation(s)
- Joanne B. Emerson
- Department of Microbiology, The Ohio State University, 484 West 12th Avenue, Columbus, OH 43210 USA
- Current Address: Department of Plant Pathology, University of California, Davis, CA USA
| | - Rachel I. Adams
- Department of Plant & Microbial Biology, University of California, Berkeley, 111 Koshland Hall, Berkeley, CA 94720 USA
| | - Clarisse M. Betancourt Román
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, Eugene, OR 97403 USA
- Institute of Ecology and Evolution, University of Oregon, Eugene, OR 97403 USA
| | - Brandon Brooks
- Department of Plant & Microbial Biology, University of California, Berkeley, 111 Koshland Hall, Berkeley, CA 94720 USA
- Department of Earth and Planetary Sciences, University of California, Berkeley, Berkeley, CA 94720 USA
| | - David A. Coil
- Genome Center, University of California Davis, 451 Health Sciences Drive, Davis, CA 95616 USA
| | - Katherine Dahlhausen
- Genome Center, University of California Davis, 451 Health Sciences Drive, Davis, CA 95616 USA
| | - Holly H. Ganz
- Genome Center, University of California Davis, 451 Health Sciences Drive, Davis, CA 95616 USA
| | - Erica M. Hartmann
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, Eugene, OR 97403 USA
- Department of Civil and Environmental Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208 USA
| | - Tiffany Hsu
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 665 Huntington Avenue, Boston, MA 02115 USA
- The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142 USA
| | - Nicholas B. Justice
- Lawrence Berkeley National Lab, 1 Cyclotron Road, 955-512L, Berkeley, CA 94720 USA
| | - Ivan G. Paulino-Lima
- Universities Space Research Association, NASA Ames Research Center, Mail Stop 239-20, Building 239, room 377, Moffett Field, CA 94035-1000 USA
| | - Julia C. Luongo
- Department of Mechanical Engineering, University of Colorado at Boulder, 1111 Engineering Drive, 427 UCB, Boulder, CO 80309 USA
| | - Despoina S. Lymperopoulou
- Department of Plant & Microbial Biology, University of California, Berkeley, 111 Koshland Hall, Berkeley, CA 94720 USA
| | - Cinta Gomez-Silvan
- Lawrence Berkeley National Lab, 1 Cyclotron Road, 955-512L, Berkeley, CA 94720 USA
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA 94702 USA
| | | | - Melike Balk
- Department of Earth Sciences – Petrology, Faculty of Geosciences, Utrecht University, P.O. Box 80.021, 3508 TA Utrecht, The Netherlands
| | - Curtis Huttenhower
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 665 Huntington Avenue, Boston, MA 02115 USA
- The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142 USA
| | - Andreas Nocker
- IWW Water Centre, Moritzstrasse 26, 45476 Mülheim an der Ruhr, Germany
| | - Parag Vaishampayan
- Biotechnology and Planetary Protection Group, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA USA
| | - Lynn J. Rothschild
- Planetary Sciences and Astrobiology, NASA Ames Research Center, Mail Stop 239-20, Building 239, room 361, Moffett Field, CA 94035-1000 USA
| |
Collapse
|
418
|
Phylogenetic and Functional Diversity of Total (DNA) and Expressed (RNA) Bacterial Communities in Urban Green Infrastructure Bioswale Soils. Appl Environ Microbiol 2017; 83:AEM.00287-17. [PMID: 28576763 DOI: 10.1128/aem.00287-17] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 05/26/2017] [Indexed: 01/08/2023] Open
Abstract
New York City (NYC) is pioneering green infrastructure with the use of bioswales and other engineered soil-based habitats to provide stormwater infiltration and other ecosystem functions. In addition to avoiding the environmental and financial costs of expanding traditional built infrastructure, green infrastructure is thought to generate cobenefits in the form of diverse ecological processes performed by its plant and microbial communities. Yet, although plant communities in these habitats are closely managed, we lack basic knowledge about how engineered ecosystems impact the distribution and functioning of soil bacteria. We sequenced amplicons of the 16S ribosomal subunit, as well as seven genes associated with functional pathways, generated from both total (DNA-based) and expressed (RNA) soil communities in the Bronx, NYC, NY, in order to test whether bioswale soils host characteristic bacterial communities with evidence for enriched microbial functioning, compared to nonengineered soils in park lawns and tree pits. Bioswales had distinct, phylogenetically diverse bacterial communities, including taxa associated with nutrient cycling and metabolism of hydrocarbons and other pollutants. Bioswale soils also had a significantly greater diversity of genes involved in several functional pathways, including carbon fixation (cbbL-R [cbbL gene, red-like subunit] and apsA), nitrogen cycling (noxZ and amoA), and contaminant degradation (bphA); conversely, no functional genes were significantly more abundant in nonengineered soils. These results provide preliminary evidence that urban land management can shape the diversity and activity of soil communities, with positive consequences for genetic resources underlying valuable ecological functions, including biogeochemical cycling and degradation of common urban pollutants.IMPORTANCE Management of urban soil biodiversity by favoring taxa associated with decontamination or other microbial metabolic processes is a powerful prospect, but it first requires an understanding of how engineered soil habitats shape patterns of microbial diversity. This research adds to our understanding of urban microbial biogeography by providing data on soil bacteria in bioswales, which had relatively diverse and compositionally distinct communities compared to park and tree pit soils. Bioswales also contained comparatively diverse pools of genes related to carbon sequestration, nitrogen cycling, and contaminant degradation, suggesting that engineered soils may serve as effective reservoirs of functional microbial biodiversity. We also examined both total (DNA-based) and expressed (RNA) communities, revealing that total bacterial communities (the exclusive targets in the vast majority of soil studies) were poor predictors of expressed community diversity, pointing to the value of quantifying RNA, especially when ecological functioning is considered.
Collapse
|
419
|
Christian K, Kaestli M, Gibb K. Spatial patterns of hypolithic cyanobacterial diversity in Northern Australia. Ecol Evol 2017; 7:7023-7033. [PMID: 28904780 PMCID: PMC5587464 DOI: 10.1002/ece3.3248] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Revised: 06/13/2017] [Accepted: 06/25/2017] [Indexed: 02/01/2023] Open
Abstract
Photosynthetic microbial communities under translucent rocks (hypolithic) are found in many arid regions. At the global scale, there has been little intercontinental gene flow, and at a local scale, microbial composition is related to fine‐scale features of the rocks and their environment. Few studies have investigated patterns of hypolithic community composition at intermediate distances. We examined hypolithic cyanobacterial diversity in semi‐arid Australia along a 10‐km transect by sampling six rocks from four adjacent 1 m2 quadrats (“distance zero”) and from additional quadrats at 10, 100, 1,000, and 10,000 m to test the hypothesis that diversity would increase with the number of rocks sampled and distance. A total of 3,108 cyanobacterial operational taxonomic units (OTUs) were detected. Most were neither widespread nor abundant. The few that were widespread tended to be abundant. There was no difference in the community composition between the four sites at distance zero, but the samples 10 m away were significantly different, as were those at all other distances compared to distance zero. Many additional OTUs were recorded with increasing distance up to 100 m. These patterns of distribution are consistent with a colonization model involving dispersal from rock to rock. Our results indicate that distance was a significant factor that can be confounded by interrock differences. Most diversity was represented in the first 100 m of the transect, with an additional 1.5% of the total diversity added by the sample at 1 km, but only 0.2% added with the addition of the 10‐km site.
Collapse
Affiliation(s)
- Keith Christian
- Research Institute for the Environment and Livelihoods Charles Darwin University Darwin Northern Territory Australia
| | - Mirjam Kaestli
- Research Institute for the Environment and Livelihoods Charles Darwin University Darwin Northern Territory Australia
| | - Karen Gibb
- Research Institute for the Environment and Livelihoods Charles Darwin University Darwin Northern Territory Australia
| |
Collapse
|
420
|
Vuillemin A, Horn F, Alawi M, Henny C, Wagner D, Crowe SA, Kallmeyer J. Preservation and Significance of Extracellular DNA in Ferruginous Sediments from Lake Towuti, Indonesia. Front Microbiol 2017; 8:1440. [PMID: 28798742 PMCID: PMC5529349 DOI: 10.3389/fmicb.2017.01440] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 07/17/2017] [Indexed: 01/20/2023] Open
Abstract
Extracellular DNA is ubiquitous in soil and sediment and constitutes a dominant fraction of environmental DNA in aquatic systems. In theory, extracellular DNA is composed of genomic elements persisting at different degrees of preservation produced by processes occurring on land, in the water column and sediment. Extracellular DNA can be taken up as a nutrient source, excreted or degraded by microorganisms, or adsorbed onto mineral matrices, thus potentially preserving information from past environments. To test whether extracellular DNA records lacustrine conditions, we sequentially extracted extracellular and intracellular DNA from anoxic sediments of ferruginous Lake Towuti, Indonesia. We applied 16S rRNA gene Illumina sequencing on both fractions to discriminate exogenous from endogenous sources of extracellular DNA in the sediment. Environmental sequences exclusively found as extracellular DNA in the sediment originated from multiple sources. For instance, Actinobacteria, Verrucomicrobia, and Acidobacteria derived from soils in the catchment. Limited primary productivity in the water column resulted in few sequences of Cyanobacteria in the oxic photic zone, whereas stratification of the water body mainly led to secondary production by aerobic and anaerobic heterotrophs. Chloroflexi and Planctomycetes, the main degraders of sinking organic matter and planktonic sequences at the water-sediment interface, were preferentially preserved during the initial phase of burial. To trace endogenous sources of extracellular DNA, we used relative abundances of taxa in the intracellular DNA to define which microbial populations grow, decline or persist at low density with sediment depth. Cell lysis became an important additional source of extracellular DNA, gradually covering previous genetic assemblages as other microbial genera became more abundant with depth. The use of extracellular DNA as nutrient by active microorganisms led to selective removal of sequences with lowest GC contents. We conclude that extracellular DNA preserved in shallow lacustrine sediments reflects the initial environmental context, but is gradually modified and thereby shifts from its stratigraphic context. Discrimination of exogenous and endogenous sources of extracellular DNA allows simultaneously addressing in-lake and post-depositional processes. In deeper sediments, the accumulation of resting stages and sequences from cell lysis would require stringent extraction and specific primers if ancient DNA is targeted.
Collapse
Affiliation(s)
- Aurèle Vuillemin
- GFZ German Research Centre for Geosciences, Section 5.3: GeomicrobiologyPotsdam, Germany
| | - Fabian Horn
- GFZ German Research Centre for Geosciences, Section 5.3: GeomicrobiologyPotsdam, Germany
| | - Mashal Alawi
- GFZ German Research Centre for Geosciences, Section 5.3: GeomicrobiologyPotsdam, Germany
| | - Cynthia Henny
- Research Center for Limnology, Indonesian Institute of SciencesCibinong-Bogor, Indonesia
| | - Dirk Wagner
- GFZ German Research Centre for Geosciences, Section 5.3: GeomicrobiologyPotsdam, Germany
| | - Sean A. Crowe
- Department of Microbiology and Immunology, University of British Columbia, VancouverBC, Canada
- Department of Earth, Ocean, and Atmospheric Sciences, University of British Columbia, VancouverBC, Canada
| | - Jens Kallmeyer
- GFZ German Research Centre for Geosciences, Section 5.3: GeomicrobiologyPotsdam, Germany
| |
Collapse
|
421
|
Gravuer K, Eskelinen A. Nutrient and Rainfall Additions Shift Phylogenetically Estimated Traits of Soil Microbial Communities. Front Microbiol 2017; 8:1271. [PMID: 28744266 PMCID: PMC5504382 DOI: 10.3389/fmicb.2017.01271] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2017] [Accepted: 06/23/2017] [Indexed: 02/01/2023] Open
Abstract
Microbial traits related to ecological responses and functions could provide a common currency facilitating synthesis and prediction; however, such traits are difficult to measure directly for all taxa in environmental samples. Past efforts to estimate trait values based on phylogenetic relationships have not always distinguished between traits with high and low phylogenetic conservatism, limiting reliability, especially in poorly known environments, such as soil. Using updated reference trees and phylogenetic relationships, we estimated two phylogenetically conserved traits hypothesized to be ecologically important from DNA sequences of the 16S rRNA gene from soil bacterial and archaeal communities. We sampled these communities from an environmental change experiment in California grassland applying factorial addition of late-season precipitation and soil nutrients to multiple soil types for 3 years prior to sampling. Estimated traits were rRNA gene copy number, which contributes to how rapidly a microbe can respond to an increase in resources and may be related to its maximum growth rate, and genome size, which suggests the breadth of environmental and substrate conditions in which a microbe can thrive. Nutrient addition increased community-weighted mean estimated rRNA gene copy number and marginally increased estimated genome size, whereas precipitation addition decreased these community means for both estimated traits. The effects of both treatments on both traits were associated with soil properties, such as ammonium, available phosphorus, and pH. Estimated trait responses within several phyla were opposite to the community mean response, indicating that microbial responses, although largely consistent among soil types, were not uniform across the tree of life. Our results show that phylogenetic estimation of microbial traits can provide insight into how microbial ecological strategies interact with environmental changes. The method could easily be applied to any of the thousands of existing 16S rRNA sequence data sets and offers potential to improve our understanding of how microbial communities mediate ecosystem function responses to global changes.
Collapse
Affiliation(s)
- Kelly Gravuer
- Graduate Group in Ecology, Department of Plant Sciences, University of California, DavisDavis, CA, United States
| | - Anu Eskelinen
- Department of Physiological Diversity, Helmholtz Center for Environmental Research-UFZLeipzig, Germany.,German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-LeipzigLeipzig, Germany.,Department of Ecology, University of OuluOulu, Finland.,Department of Environmental Science and Policy, University of California, DavisDavis, CA, United States
| |
Collapse
|
422
|
Smyth EM, Kulkarni P, Claye E, Stanfill S, Tyx R, Maddox C, Mongodin EF, Sapkota AR. Smokeless tobacco products harbor diverse bacterial microbiota that differ across products and brands. Appl Microbiol Biotechnol 2017; 101:5391-5403. [PMID: 28432442 DOI: 10.1007/s00253-017-8282-9] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Revised: 03/10/2017] [Accepted: 03/31/2017] [Indexed: 12/22/2022]
Abstract
Smokeless tobacco products contain numerous chemical compounds, including known human carcinogens. Other smokeless tobacco constituents, including bacteria, may also contribute to adverse health effects among smokeless tobacco users. However, there is a lack of data regarding the microbial constituents of smokeless tobacco. Our goal was to characterize the bacterial microbiota of different smokeless tobacco products and evaluate differences across product types and brands. DNA was extracted from 15 brands of smokeless tobacco products (including dry snuff, moist snuff, snus, and Swedish snus) and 6 handmade products (e.g., toombak) using an enzymatic and mechanical lysis approach. Bacterial community profiling was performed using PCR amplification of the V1-V2 hypervariable region of the 16S rRNA gene, followed by 454 pyrosequencing of the resulting amplicons and sequence analysis using the QIIME package. Total viable counts were also determined to estimate the number of viable bacteria present in each product. Average total viable counts ranged from 0 to 9.35 × 107 CFU g-1. Analysis of the 16S rRNA gene sequences revealed high bacterial diversity across the majority of products tested: dry snuff products where characterized by the highest diversity indices compared to other products. The most dominant bacterial phyla across all products were Firmicutes, Proteobacteria, Actinobacteria, and Bacteroidetes. Significant differences in both bacterial community composition and in silico predicted gene content were observed between smokeless tobacco product types and between brands of specific smokeless tobacco products. These data are useful in order to comprehensively address potential health risks associated with the use of smokeless tobacco products.
Collapse
Affiliation(s)
- Eoghan M Smyth
- Institute for Genome Sciences, University of Maryland School of Medicine, 801 West Baltimore St., Baltimore, MD, 21201, USA
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, 4200 Valley Drive, Bldg no. 255, Room 2234P, College Park, MD, 20742, USA
| | - Prachi Kulkarni
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, 4200 Valley Drive, Bldg no. 255, Room 2234P, College Park, MD, 20742, USA
| | - Emma Claye
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, 4200 Valley Drive, Bldg no. 255, Room 2234P, College Park, MD, 20742, USA
| | - Stephen Stanfill
- Division of Laboratory Sciences, Centers for Disease Control and Prevention, 1600 Clifton Road, Atlanta, GA, 30329, USA
| | - Robert Tyx
- Division of Laboratory Sciences, Centers for Disease Control and Prevention, 1600 Clifton Road, Atlanta, GA, 30329, USA
| | - Cynthia Maddox
- Institute for Genome Sciences, University of Maryland School of Medicine, 801 West Baltimore St., Baltimore, MD, 21201, USA
| | - Emmanuel F Mongodin
- Institute for Genome Sciences, University of Maryland School of Medicine, 801 West Baltimore St., Baltimore, MD, 21201, USA
| | - Amy R Sapkota
- Maryland Institute for Applied Environmental Health, University of Maryland School of Public Health, 4200 Valley Drive, Bldg no. 255, Room 2234P, College Park, MD, 20742, USA.
| |
Collapse
|
423
|
Wurzbacher C, Fuchs A, Attermeyer K, Frindte K, Grossart HP, Hupfer M, Casper P, Monaghan MT. Shifts among Eukaryota, Bacteria, and Archaea define the vertical organization of a lake sediment. MICROBIOME 2017; 5:41. [PMID: 28388930 PMCID: PMC5385010 DOI: 10.1186/s40168-017-0255-9] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Accepted: 03/15/2017] [Indexed: 05/10/2023]
Abstract
BACKGROUND Lake sediments harbor diverse microbial communities that cycle carbon and nutrients while being constantly colonized and potentially buried by organic matter sinking from the water column. The interaction of activity and burial remained largely unexplored in aquatic sediments. We aimed to relate taxonomic composition to sediment biogeochemical parameters, test whether community turnover with depth resulted from taxonomic replacement or from richness effects, and to provide a basic model for the vertical community structure in sediments. METHODS We analyzed four replicate sediment cores taken from 30-m depth in oligo-mesotrophic Lake Stechlin in northern Germany. Each 30-cm core spanned ca. 170 years of sediment accumulation according to 137Cs dating and was sectioned into layers 1-4 cm thick. We examined a full suite of biogeochemical parameters and used DNA metabarcoding to examine community composition of microbial Archaea, Bacteria, and Eukaryota. RESULTS Community β-diversity indicated nearly complete turnover within the uppermost 30 cm. We observed a pronounced shift from Eukaryota- and Bacteria-dominated upper layers (<5 cm) to Bacteria-dominated intermediate layers (5-14 cm) and to deep layers (>14 cm) dominated by enigmatic Archaea that typically occur in deep-sea sediments. Taxonomic replacement was the prevalent mechanism in structuring the community composition and was linked to parameters indicative of microbial activity (e.g., CO2 and CH4 concentration, bacterial protein production). Richness loss played a lesser role but was linked to conservative parameters (e.g., C, N, P) indicative of past conditions. CONCLUSIONS By including all three domains, we were able to directly link the exponential decay of eukaryotes with the active sediment microbial community. The dominance of Archaea in deeper layers confirms earlier findings from marine systems and establishes freshwater sediments as a potential low-energy environment, similar to deep sea sediments. We propose a general model of sediment structure and function based on microbial characteristics and burial processes. An upper "replacement horizon" is dominated by rapid taxonomic turnover with depth, high microbial activity, and biotic interactions. A lower "depauperate horizon" is characterized by low taxonomic richness, more stable "low-energy" conditions, and a dominance of enigmatic Archaea.
Collapse
Affiliation(s)
- Christian Wurzbacher
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 301, Berlin, 12587 Germany
- Berlin Center for Genomics in Biodiversity Research, Königin-Luise-Str. 6-8, Berlin, 14195 Germany
- Department of Biological and Environmental Sciences, University of Gothenburg, Box 100, Göteborg, Sweden
| | - Andrea Fuchs
- Carl-von-Ossietzky University Oldenburg, Ammerländer Heerstraße 114-118, Oldenburg, 26129 Germany
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Alte Fischerhütte 2, Stechlin, 16775 Germany
| | - Katrin Attermeyer
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Alte Fischerhütte 2, Stechlin, 16775 Germany
- Department of Ecology and Genetics, Uppsala University, Norbyvägen 18d, Uppsala, 75236 Sweden
| | - Katharina Frindte
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Alte Fischerhütte 2, Stechlin, 16775 Germany
- Institute of Crop Science and Resource Conservation – Molecular Biology of the Rhizosphere, Nussallee 13, Bonn, 53115 Germany
| | - Hans-Peter Grossart
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Alte Fischerhütte 2, Stechlin, 16775 Germany
- Institute for Biochemistry and Biology, Potsdam University, Maulbeerallee 2, Potsdam, 14469 Germany
| | - Michael Hupfer
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 301, Berlin, 12587 Germany
| | - Peter Casper
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Alte Fischerhütte 2, Stechlin, 16775 Germany
| | - Michael T. Monaghan
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 301, Berlin, 12587 Germany
- Berlin Center for Genomics in Biodiversity Research, Königin-Luise-Str. 6-8, Berlin, 14195 Germany
| |
Collapse
|
424
|
Šťovíček A, Kim M, Or D, Gillor O. Microbial community response to hydration-desiccation cycles in desert soil. Sci Rep 2017; 7:45735. [PMID: 28383531 PMCID: PMC5382909 DOI: 10.1038/srep45735] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Accepted: 03/06/2017] [Indexed: 11/09/2022] Open
Abstract
Life in desert soil is marked by episodic pulses of water and nutrients followed by long periods of drought. While the desert flora and fauna flourish after rainfall the response of soil microorganisms remains unclear and understudied. We provide the first systematic study of the role of soil aqueous habitat dynamics in shaping microbial community composition and diversity. Detailed monitoring of natural microbial communities after a rainfall event revealed a remarkable decrease in diversity and a significant transition in community composition that were gradually restored to pre-rainfall values during soil desiccation. Modelling results suggest a critical role for the fragmented aqueous habitat in maintaining microbial diversity under dry soil conditions and diversity loss with wetting events that increase connectivity among habitats. This interdisciplinary study provides new insights into wetting and drying processes that promote and restore the unparalleled microbial diversity found in soil.
Collapse
Affiliation(s)
- Adam Šťovíček
- Ben Gurion University of the Negev Sede Boqer Campus, Zuckerberg Institute for Water Research, Blaustein Institutes for Desert Research, Beer Sheva, 84990, Israel
| | - Minsu Kim
- Soil and Terrestrial Environmental Physics (STEP), Department of Environmental Systems Sciences (USYS), ETH Zürich, 8092 Zürich, Switzerland
| | - Dani Or
- Soil and Terrestrial Environmental Physics (STEP), Department of Environmental Systems Sciences (USYS), ETH Zürich, 8092 Zürich, Switzerland
| | - Osnat Gillor
- Ben Gurion University of the Negev Sede Boqer Campus, Zuckerberg Institute for Water Research, Blaustein Institutes for Desert Research, Beer Sheva, 84990, Israel
| |
Collapse
|
425
|
Stefanini I, Carlin S, Tocci N, Albanese D, Donati C, Franceschi P, Paris M, Zenato A, Tempesta S, Bronzato A, Vrhovsek U, Mattivi F, Cavalieri D. Core Microbiota and Metabolome of Vitis vinifera L. cv. Corvina Grapes and Musts. Front Microbiol 2017; 8:457. [PMID: 28377754 PMCID: PMC5359246 DOI: 10.3389/fmicb.2017.00457] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2017] [Accepted: 03/06/2017] [Indexed: 01/10/2023] Open
Abstract
The composition and changes of the fungal population and of the metabolites present in grapes and in ferments of Vitis vinifera L. cv. Corvina, one of the major components of the Amarone musts, were dissected aiming at the identification of constant characteristics possibly influenced by the productive process. The fungal populations and metabolomic profiles were analyzed in three different vintages. 454-pyrosequencing on the ribosomal ITS1 region has been used to identify the fungal population present in Corvina grapes and fresh must. Samples were also subjected to metabolomics analysis measuring both free volatile compounds and glycosylated aroma precursors through an untargeted approach with comprehensive two-dimensional gas chromatography time-of-flight mass spectrometry. Albeit strongly dependent on the climate, both the mycobiota and metabolome of Corvina grapes and fresh musts show some characteristics recursive in different vintages. Such persistent characteristics are likely determined by the method adopted to produce Amarone or other dry wines made from partially dried grapes. In particular, the harsh conditions imposed by the prolonged withering appear to contribute to the shaping of the fungal populations. The fungal genera and metabolites present in different vintages in V. vinifera L. cv. Corvina grapes and fresh musts represent core components of the peculiar technique of production of Amarone. Their identification allows the in-depth understanding and improved control of the process of production of this economically and culturally relevant wine.
Collapse
Affiliation(s)
- Irene Stefanini
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Silvia Carlin
- Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, Via delle ScienzeUdine, Italy
| | - Noemi Tocci
- Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Davide Albanese
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Claudio Donati
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Pietro Franceschi
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Michele Paris
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Alberto Zenato
- Zenato Azienda Vitivinicola, Peschiera del GardaVerona, Italy
| | | | | | - Urska Vrhovsek
- Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| | - Fulvio Mattivi
- Food Quality and Nutrition Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
- Center Agriculture Food Environment, University of TrentoSan Michele all'Adige, Italy
| | - Duccio Cavalieri
- Computational Biology Department, Research and Innovation Centre, Edmund Mach FoundationSan Michele all'Adige, Italy
| |
Collapse
|
426
|
Chu ND, Smith MB, Perrotta AR, Kassam Z, Alm EJ. Profiling Living Bacteria Informs Preparation of Fecal Microbiota Transplantations. PLoS One 2017; 12:e0170922. [PMID: 28125667 PMCID: PMC5268452 DOI: 10.1371/journal.pone.0170922] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Accepted: 01/12/2017] [Indexed: 12/30/2022] Open
Abstract
Fecal microbiota transplantation is a compelling treatment for recurrent Clostridium difficile infections, with potential applications against other diseases associated with changes in gut microbiota. But variability in fecal bacterial communities—believed to be the therapeutic agent—can complicate or undermine treatment efficacy. To understand the effects of transplant preparation methods on living fecal microbial communities, we applied a DNA-sequencing method (PMA-seq) that uses propidium monoazide (PMA) to differentiate between living and dead fecal microbes, and we created an analysis pipeline to identify individual bacteria that change in abundance between samples. We found that oxygen exposure degraded fecal bacterial communities, whereas freeze-thaw cycles and lag time between donor defecation and transplant preparation had much smaller effects. Notably, the abundance of Faecalibacterium prausnitzii—an anti-inflammatory commensal bacterium whose absence is linked to inflammatory bowel disease—decreased with oxygen exposure. Our results indicate that some current practices for preparing microbiota transplant material adversely affect living fecal microbial content and highlight PMA-seq as a valuable tool to inform best practices and evaluate the suitability of clinical fecal material.
Collapse
Affiliation(s)
- Nathaniel D. Chu
- Microbiology Graduate Program, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Mark B. Smith
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- OpenBiome, Medford, Massachusetts, United States of America
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Allison R. Perrotta
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Zain Kassam
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- OpenBiome, Medford, Massachusetts, United States of America
| | - Eric J. Alm
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- OpenBiome, Medford, Massachusetts, United States of America
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- * E-mail:
| |
Collapse
|
427
|
Bell T, Tylianakis JM. Microbes in the Anthropocene: spillover of agriculturally selected bacteria and their impact on natural ecosystems. Proc Biol Sci 2016; 283:20160896. [PMID: 27928044 PMCID: PMC5204138 DOI: 10.1098/rspb.2016.0896] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Accepted: 10/11/2016] [Indexed: 12/13/2022] Open
Abstract
Soil microbial communities are enormously diverse, with at least millions of species and trillions of genes unknown to science or poorly described. Soil microbial communities are key components of agriculture, for example, in provisioning nitrogen and protecting crops from pathogens, providing overall ecosystem services in excess of $1000bn per year. It is important to know how humans are affecting this hidden diversity. Much is known about the negative consequences of agricultural intensification on higher organisms, but almost nothing is known about how alterations to landscapes affect microbial diversity, distributions and processes. We review what is known about spatial flows of microbes and their response to land-use change, and outline nine hypotheses to advance research of microbiomes across landscapes. We hypothesize that intensified agriculture selects for certain taxa and genes, which then 'spill over' into adjacent unmodified areas and generate a halo of genetic differentiation around agricultural fields. Consequently, the spatial configuration and management intensity of different habitats combines with the dispersal ability of individual taxa to determine the extent of spillover, which can impact the functioning of adjacent unmodified habitats. When landscapes are heterogeneous and dispersal rates are high, this will select for large genomes that allow exploitation of multiple habitats, a process that may be accelerated through horizontal gene transfer. Continued expansion of agriculture will increase genotypic similarity, making microbial community functioning increasingly variable in human-dominated landscapes, potentially also impacting the consistent provisioning of ecosystem services. While the resulting economic costs have not been calculated, it is clear that dispersal dynamics of microbes should be taken into consideration to ensure that ecosystem functioning and services are maintained in agri-ecosystem mosaics.
Collapse
Affiliation(s)
- Thomas Bell
- Department of Life Sciences, Imperial College London, Silwood Park Campus, Buckhurst Road, Ascot, Berkshire SL5 7PY, UK
| | - Jason M Tylianakis
- Department of Life Sciences, Imperial College London, Silwood Park Campus, Buckhurst Road, Ascot, Berkshire SL5 7PY, UK
- Centre for Integrative Ecology, School of Biological Sciences, University of Canterbury, Private Bag 4800, Christchurch 8140, New Zealand
| |
Collapse
|
428
|
Brown CT, Olm MR, Thomas BC, Banfield JF. Measurement of bacterial replication rates in microbial communities. Nat Biotechnol 2016; 34:1256-1263. [PMID: 27819664 PMCID: PMC5538567 DOI: 10.1038/nbt.3704] [Citation(s) in RCA: 246] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2016] [Accepted: 09/20/2016] [Indexed: 12/22/2022]
Abstract
Culture-independent microbiome studies have increased our understanding of the complexity and metabolic potential of microbial communities. However, to understand the contribution of individual microbiome members to community functions, it is important to determine which bacteria are actively replicating. We developed an algorithm, iRep, that uses draft-quality genome sequences and single time-point metagenome sequencing to infer microbial population replication rates. The algorithm calculates an index of replication (iRep) based on the sequencing coverage trend that results from bi-directional genome replication from a single origin of replication. We apply this method to show that microbial replication rates increase after antibiotic administration in human infants. We also show that uncultivated, groundwater-associated, Candidate Phyla Radiation bacteria only rarely replicate quickly in subsurface communities undergoing substantial changes in geochemistry. Our method can be applied to any genome-resolved microbiome study to track organism responses to varying conditions, identify actively growing populations and measure replication rates for use in modeling studies.
Collapse
Affiliation(s)
- Christopher T. Brown
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
| | - Matthew R. Olm
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
| | - Brian C. Thomas
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
| | - Jillian F. Banfield
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA, USA
- Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| |
Collapse
|
429
|
Associations between an Invasive Plant (Taeniatherum caput-medusae, Medusahead) and Soil Microbial Communities. PLoS One 2016; 11:e0163930. [PMID: 27685330 PMCID: PMC5042559 DOI: 10.1371/journal.pone.0163930] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2016] [Accepted: 09/16/2016] [Indexed: 11/19/2022] Open
Abstract
Understanding plant-microbe relationships can be important for developing management strategies for invasive plants, particularly when these relationships interact with underlying variables, such as habitat type and seedbank density, to mediate control efforts. In a field study located in California, USA, we investigated how soil microbial communities differ across the invasion front of Taeniatherum caput-medusae (medusahead), an annual grass that has rapidly invaded most of the western USA. Plots were installed in habitats where medusahead invasion is typically successful (open grassland) and typically not successful (oak woodland). Medusahead was seeded into plots at a range of densities (from 0-50,000 seeds/m2) to simulate different levels of invasion. We found that bacterial and fungal soil community composition were significantly different between oak woodland and open grassland habitats. Specifically, ectomycorrhizal fungi were more abundant in oak woodlands while arbuscular mycorrhizal fungi and plant pathogens were more abundant in open grasslands. We did not find a direct effect of medusahead density on soil microbial communities across the simulated invasion front two seasons after medusahead were seeded into plots. Our results suggest that future medusahead management initiatives might consider plant-microbe interactions.
Collapse
|
430
|
Wicaksono WA, Jones EE, Monk J, Ridgway HJ. The Bacterial Signature of Leptospermum scoparium (Mānuka) Reveals Core and Accessory Communities with Bioactive Properties. PLoS One 2016; 11:e0163717. [PMID: 27676607 PMCID: PMC5038978 DOI: 10.1371/journal.pone.0163717] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 09/13/2016] [Indexed: 11/19/2022] Open
Abstract
Leptospermum scoparium or mānuka is a New Zealand native medicinal plant that produces an essential oil with antimicrobial properties. This is the first study to investigate the structure and bioactivity of endophytic bacteria in mānuka by using a combination of cultivation-independent (DGGE) and dependent approaches. A total of 23 plants were sampled across three sites. Plants were considered either immature (3-8 years) or mature (>20 years). The endophyte community structure and richness was affected by plant tissue and bacterial communities became more stable and uniform as plant maturity increased. A total of 192 culturable bacteria were recovered from leaves, stems and roots. Some bacterial isolates showed in vitro biocontrol activity against two fungal pathogens, Ilyonectria liriodendri and Neofusicoccum luteum and a bacterial pathogen, Pseudomonas syringae pv. actinidiae. A high proportion of bacterial endophytes could produce siderophores and solubilise phosphate in vitro. Gammaproteobacteria was the most variable class, representing the majority of cultivated bacteria with bioactivity.
Collapse
Affiliation(s)
- Wisnu Adi Wicaksono
- Faculty of Agriculture and Life Sciences Lincoln University, Christchurch, New Zealand
| | - E. Eirian Jones
- Faculty of Agriculture and Life Sciences Lincoln University, Christchurch, New Zealand
| | - Jana Monk
- Lincoln Research Centre, AgResearch, Christchurch, New Zealand
| | - Hayley J. Ridgway
- Faculty of Agriculture and Life Sciences Lincoln University, Christchurch, New Zealand
| |
Collapse
|
431
|
Nutrient enrichment induces dormancy and decreases diversity of active bacteria in salt marsh sediments. Nat Commun 2016; 7:12881. [PMID: 27666199 PMCID: PMC5052679 DOI: 10.1038/ncomms12881] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 08/10/2016] [Indexed: 11/08/2022] Open
Abstract
Microorganisms control key biogeochemical pathways, thus changes in microbial diversity, community structure and activity can affect ecosystem response to environmental drivers. Understanding factors that control the proportion of active microbes in the environment and how they vary when perturbed is critical to anticipating ecosystem response to global change. Increasing supplies of anthropogenic nitrogen to ecosystems globally makes it imperative that we understand how nutrient supply alters active microbial communities. Here we show that nitrogen additions to salt marshes cause a shift in the active microbial community despite no change in the total community. The active community shift causes the proportion of dormant microbial taxa to double, from 45 to 90%, and induces diversity loss in the active portion of the community. Our results suggest that perturbations to salt marshes can drastically alter active microbial communities, however these communities may remain resilient by protecting total diversity through increased dormancy.
Collapse
|
432
|
Diversity is the question, not the answer. ISME JOURNAL 2016; 11:1-6. [PMID: 27636395 PMCID: PMC5421358 DOI: 10.1038/ismej.2016.118] [Citation(s) in RCA: 263] [Impact Index Per Article: 29.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Revised: 07/07/2016] [Accepted: 08/02/2016] [Indexed: 01/22/2023]
Abstract
Local diversity (within-sample or alpha diversity) is often implicated as a cause of success or failure of a microbial community. However, the relationships between diversity and emergent properties of a community, such as its stability, productivity or invasibility, are much more nuanced. I argue that diversity without context provides limited insights into the mechanisms underpinning community patterns. I provide examples from traditional and microbial ecology to discuss common complications and assumptions about within-sample diversity that may prevent us from digging deeper into the more specific mechanisms underpinning community outcomes. I suggest that measurement of diversity should serve as a starting point for further inquiry of ecological mechanisms rather than an 'answer' to community outcomes.
Collapse
|
433
|
Moleculo Long-Read Sequencing Facilitates Assembly and Genomic Binning from Complex Soil Metagenomes. mSystems 2016; 1:mSystems00045-16. [PMID: 27822530 PMCID: PMC5069762 DOI: 10.1128/msystems.00045-16] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2016] [Accepted: 05/24/2016] [Indexed: 11/20/2022] Open
Abstract
Soil microorganisms carry out key processes for life on our planet, including cycling of carbon and other nutrients and supporting growth of plants. However, there is poor molecular-level understanding of their functional roles in ecosystem stability and responses to environmental perturbations. This knowledge gap is largely due to the difficulty in culturing the majority of soil microbes. Thus, use of culture-independent approaches, such as metagenomics, promises the direct assessment of the functional potential of soil microbiomes. Soil is, however, a challenge for metagenomic assembly due to its high microbial diversity and variable evenness, resulting in low coverage and uneven sampling of microbial genomes. Despite increasingly large soil metagenome data volumes (>200 Gbp), the majority of the data do not assemble. Here, we used the cutting-edge approach of synthetic long-read sequencing technology (Moleculo) to assemble soil metagenome sequence data into long contigs and used the assemblies for binning of genomes. Soil metagenomics has been touted as the “grand challenge” for metagenomics, as the high microbial diversity and spatial heterogeneity of soils make them unamenable to current assembly platforms. Here, we aimed to improve soil metagenomic sequence assembly by applying the Moleculo synthetic long-read sequencing technology. In total, we obtained 267 Gbp of raw sequence data from a native prairie soil; these data included 109.7 Gbp of short-read data (~100 bp) from the Joint Genome Institute (JGI), an additional 87.7 Gbp of rapid-mode read data (~250 bp), plus 69.6 Gbp (>1.5 kbp) from Moleculo sequencing. The Moleculo data alone yielded over 5,600 reads of >10 kbp in length, and over 95% of the unassembled reads mapped to contigs of >1.5 kbp. Hybrid assembly of all data resulted in more than 10,000 contigs over 10 kbp in length. We mapped three replicate metatranscriptomes derived from the same parent soil to the Moleculo subassembly and found that 95% of the predicted genes, based on their assignments to Enzyme Commission (EC) numbers, were expressed. The Moleculo subassembly also enabled binning of >100 microbial genome bins. We obtained via direct binning the first complete genome, that of “Candidatus Pseudomonas sp. strain JKJ-1” from a native soil metagenome. By mapping metatranscriptome sequence reads back to the bins, we found that several bins corresponding to low-relative-abundance Acidobacteria were highly transcriptionally active, whereas bins corresponding to high-relative-abundance Verrucomicrobia were not. These results demonstrate that Moleculo sequencing provides a significant advance for resolving complex soil microbial communities. IMPORTANCE Soil microorganisms carry out key processes for life on our planet, including cycling of carbon and other nutrients and supporting growth of plants. However, there is poor molecular-level understanding of their functional roles in ecosystem stability and responses to environmental perturbations. This knowledge gap is largely due to the difficulty in culturing the majority of soil microbes. Thus, use of culture-independent approaches, such as metagenomics, promises the direct assessment of the functional potential of soil microbiomes. Soil is, however, a challenge for metagenomic assembly due to its high microbial diversity and variable evenness, resulting in low coverage and uneven sampling of microbial genomes. Despite increasingly large soil metagenome data volumes (>200 Gbp), the majority of the data do not assemble. Here, we used the cutting-edge approach of synthetic long-read sequencing technology (Moleculo) to assemble soil metagenome sequence data into long contigs and used the assemblies for binning of genomes. Author Video: An author video summary of this article is available.
Collapse
|