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Du Y, Ahmed KA, Hasan MR, Hossain MZ. Investigating the Impact of Antibiotics on Environmental Microbiota Through Machine Learning Models. IET Syst Biol 2025; 19:e70009. [PMID: 40150863 PMCID: PMC11949845 DOI: 10.1049/syb2.70009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 01/21/2025] [Accepted: 02/20/2025] [Indexed: 03/29/2025] Open
Abstract
Antibiotic pollution in the environment can significantly impact soil microorganisms, such as altering the soil microbial community or emerging antibiotic-resistant bacteria. We propose three machine learning (ML) methods to investigate antibiotics' impact on microorganisms and predict microbial abundance. We examined the microbial abundances of various environmental soil samples treated with antibiotics. We developed 3 ML models: (Model 1) for predicting the most abundant bacterial classes in a specific treatment group; (Model 2) for predicting antibiotic treatment effects based on bacterial abundances; and (Model 3) for using data from short-term incubations to predict the data of community structure after stabilisation. In Model 1, the Random Forest model achieved the highest average accuracy, with a Coefficient of Variation mean of 0.05 and 0.14 in the training and test set. In Model 2, the accuracy of the random forest and SVM models have the highest accuracy (nearly 0.90). Model 3 demonstrates that the Random Forest can use data from short-term incubations to predict the abundance of bacterial communities after long-term stabilisation. This study highlights the potential of ML models as powerful tools for understanding microbial dynamics in response to antibiotic treatments. The code is publicly available at - https://github.com/DeweyYihengDu/ML_on_Microbiota.
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Affiliation(s)
- Yiheng Du
- Australian National UniversityCanberraAustralia
| | | | | | - Md Zakir Hossain
- Australian National UniversityCanberraAustralia
- Curtin UniversityBentleyAustralia
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2
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Jin C, Sengupta A. Microbes in porous environments: from active interactions to emergent feedback. Biophys Rev 2024; 16:173-188. [PMID: 38737203 PMCID: PMC11078916 DOI: 10.1007/s12551-024-01185-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 03/27/2024] [Indexed: 05/14/2024] Open
Abstract
Microbes thrive in diverse porous environments-from soil and riverbeds to human lungs and cancer tissues-spanning multiple scales and conditions. Short- to long-term fluctuations in local factors induce spatio-temporal heterogeneities, often leading to physiologically stressful settings. How microbes respond and adapt to such biophysical constraints is an active field of research where considerable insight has been gained over the last decades. With a focus on bacteria, here we review recent advances in self-organization and dispersal in inorganic and organic porous settings, highlighting the role of active interactions and feedback that mediates microbial survival and fitness. We discuss open questions and opportunities for using integrative approaches to advance our understanding of the biophysical strategies which microbes employ at various scales to make porous settings habitable.
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Affiliation(s)
- Chenyu Jin
- Physics of Living Matter Group, Department of Physics and Materials Science, University of Luxembourg, 162 A, Avenue de la Faïencerie, Luxembourg City, L-1511 Luxembourg
| | - Anupam Sengupta
- Physics of Living Matter Group, Department of Physics and Materials Science, University of Luxembourg, 162 A, Avenue de la Faïencerie, Luxembourg City, L-1511 Luxembourg
- Institute for Advanced Studies, University of Luxembourg, 2 Avenue de l’Université, Esch-sur-Alzette, L-4365 Luxembourg
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3
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Simon E, Guseva K, Darcy S, Alteio L, Pjevac P, Schmidt H, Jenab K, Ranits C, Kaiser C. Distinct microbial communities are linked to organic matter properties in millimetre-sized soil aggregates. THE ISME JOURNAL 2024; 18:wrae156. [PMID: 39105276 PMCID: PMC11325450 DOI: 10.1093/ismejo/wrae156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 06/29/2024] [Accepted: 08/05/2024] [Indexed: 08/07/2024]
Abstract
Soils provide essential ecosystem services and represent the most diverse habitat on Earth. It has been suggested that the presence of various physico-chemically heterogeneous microhabitats supports the enormous diversity of microbial communities in soil. However, little is known about the relationship between microbial communities and their immediate environment at the micro- to millimetre scale. In this study, we examined whether bacteria, archaea, and fungi organize into distinct communities in individual 2-mm-sized soil aggregates and compared them to communities of homogenized bulk soil samples. Furthermore, we investigated their relationship to their local environment by concomitantly determining microbial community structure and physico-chemical properties from the same individual aggregates. Aggregate communities displayed exceptionally high beta-diversity, with 3-4 aggregates collectively capturing more diversity than their homogenized parent soil core. Up to 20%-30% of ASVs (particularly rare ones) were unique to individual aggregates selected within a few centimetres. Aggregates and bulk soil samples showed partly different dominant phyla, indicating that taxa that are potentially driving biogeochemical processes at the small scale may not be recognized when analysing larger soil volumes. Microbial community composition and richness of individual aggregates were closely related to aggregate-specific carbon and nitrogen content, carbon stable-isotope composition, and soil moisture, indicating that aggregates provide a stable environment for sufficient time to allow co-development of communities and their environment. We conclude that the soil microbiome is a metacommunity of variable subcommunities. Our study highlights the necessity to study small, spatially coherent soil samples to better understand controls of community structure and community-mediated processes in soils.
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Affiliation(s)
- Eva Simon
- Doctoral School in Microbiology and Environmental Science, University of Vienna, 1030 Vienna, Austria
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Ksenia Guseva
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Sean Darcy
- Doctoral School in Microbiology and Environmental Science, University of Vienna, 1030 Vienna, Austria
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Lauren Alteio
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
- Austrian Competence Centre for Feed and Food Quality, Safety and Innovation, FFoQSI GmbH, 3430 Tulln, Austria
| | - Petra Pjevac
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
- Joint Microbiome Facility of the Medical University of Vienna and the University of Vienna, 1030 Vienna, Austria
| | - Hannes Schmidt
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Kian Jenab
- Doctoral School in Microbiology and Environmental Science, University of Vienna, 1030 Vienna, Austria
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Christian Ranits
- Doctoral School in Microbiology and Environmental Science, University of Vienna, 1030 Vienna, Austria
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
| | - Christina Kaiser
- Centre for Microbiology and Environmental Systems Science, University of Vienna, 1030 Vienna, Austria
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4
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Gonzalez JM, Aranda B. Microbial Growth under Limiting Conditions-Future Perspectives. Microorganisms 2023; 11:1641. [PMID: 37512814 PMCID: PMC10383181 DOI: 10.3390/microorganisms11071641] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 06/02/2023] [Accepted: 06/20/2023] [Indexed: 07/30/2023] Open
Abstract
Microorganisms rule the functioning of our planet and each one of the individual macroscopic living creature. Nevertheless, microbial activity and growth status have always been challenging tasks to determine both in situ and in vivo. Microbial activity is generally related to growth, and the growth rate is a result of the availability of nutrients under adequate or adverse conditions faced by microbial cells in a changing environment. Most studies on microorganisms have been carried out under optimum or near-optimum growth conditions, but scarce information is available about microorganisms at slow-growing states (i.e., near-zero growth and maintenance metabolism). This study aims to better understand microorganisms under growth-limiting conditions. This is expected to provide new perspectives on the functions and relevance of the microbial world. This is because (i) microorganisms in nature frequently face conditions of severe growth limitation, (ii) microorganisms activate singular pathways (mostly genes remaining to be functionally annotated), resulting in a broad range of secondary metabolites, and (iii) the response of microorganisms to slow-growth conditions remains to be understood, including persistence strategies, gene expression, and cell differentiation both within clonal populations and due to the complexity of the environment.
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Affiliation(s)
- Juan M Gonzalez
- Instituto de Recursos Naturales y Agrobiología de Sevilla, Consejo Superior de Investigaciones Científicas, IRNAS-CSIC, E-41012 Sevilla, Spain
| | - Beatriz Aranda
- Instituto de Recursos Naturales y Agrobiología de Sevilla, Consejo Superior de Investigaciones Científicas, IRNAS-CSIC, E-41012 Sevilla, Spain
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5
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Stanojković A, Skoupý S, Škaloud P, Dvořák P. High genomic differentiation and limited gene flow indicate recent cryptic speciation within the genus Laspinema (cyanobacteria). Front Microbiol 2022; 13:977454. [PMID: 36160208 PMCID: PMC9500459 DOI: 10.3389/fmicb.2022.977454] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 08/15/2022] [Indexed: 11/18/2022] Open
Abstract
The sympatric occurrence of closely related lineages displaying conserved morphological and ecological traits is often characteristic of free-living microbes. Gene flow, recombination, selection, and mutations govern the genetic variability between these cryptic lineages and drive their differentiation. However, sequencing conservative molecular markers (e.g., 16S rRNA) coupled with insufficient population-level sampling hindered the study of intra-species genetic diversity and speciation in cyanobacteria. We used phylogenomics and a population genomic approach to investigate the extent of local genomic diversity and the mechanisms underlying sympatric speciation of Laspinema thermale. We found two cryptic lineages of Laspinema. The lineages were highly genetically diverse, with recombination occurring more frequently within than between them. That suggests the existence of a barrier to gene flow, which further maintains divergence. Genomic regions of high population differentiation harbored genes associated with possible adaptations to high/low light conditions and stress stimuli, although with a weak diversifying selection. Overall, the diversification of Laspinema species might have been affected by both genomic and ecological processes.
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Affiliation(s)
| | - Svatopluk Skoupý
- Department of Botany, Faculty of Science, Palacký University Olomouc, Olomouc, Czechia
| | - Pavel Škaloud
- Department of Botany, Faculty of Science, Charles University in Prague, Prague, Czechia
| | - Petr Dvořák
- Department of Botany, Faculty of Science, Palacký University Olomouc, Olomouc, Czechia
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6
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Teachey ME, Ottesen EA, Pound P, Van Stan JT. Under the canopy: disentangling the role of stemflow in shaping spatial patterns of soil microbial community structure underneath trees. Environ Microbiol 2022; 24:4001-4012. [PMID: 35254696 PMCID: PMC9790543 DOI: 10.1111/1462-2920.15970] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 03/03/2022] [Accepted: 03/03/2022] [Indexed: 12/30/2022]
Abstract
Stemflow is a spatially concentrated input of rainwater at the base of trees, resulting from precipitation draining down tree branches to the stem. Depending on tree shape, stemflow can represent a significant fraction of the total rainfall that contacts the tree's canopy area, and can become chemically enriched along its drainage path. As a result, stemflow has been hypothesized to influence microbial communities in the receiving soil proximal to the stem. However, previous studies have (i) yielded conflicting results on the significance of stemflow as a driver in bacterial community composition, and (ii) not directly compared communities in soils with and without stemflow receipt. In this study, a stemflow diversion system was employed on Quercus virginiana trees in Skidaway Island (Georgia, USA) to directly compare soil bacterial communities receiving no stemflow to those beneath trees with no diversion system in place. In both treatments, sample distance from the stem significantly influenced bacterial community structure. However, the absence of stemflow resulted in increased bacterial community diversity across all samples. Stemflow diversion also significantly altered longitudinal patterns in the abundance of multiple taxonomic groups. These results support the hypothesis that Q. virginiana stemflow has a significant impact on bacterial soil inhabitants and is a key factor in taxon selection in stem-proximal communities.
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Affiliation(s)
| | | | - Preston Pound
- Department of BiologyGeorgia Southern UniversityStatesboroGA
| | - John T. Van Stan
- Department of Biological, Geological, & Environmental SciencesCleveland State UniversityClevelandOH
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7
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Beloe CJ, Browne MA, Johnston EL. Plastic Debris As a Vector for Bacterial Disease: An Interdisciplinary Systematic Review. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2022; 56:2950-2958. [PMID: 35129968 DOI: 10.1021/acs.est.1c05405] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Pathogens and polymers can separately cause disease; however, environmental and medical researchers are increasingly investigating the capacity of polymers to transfer pathogenic bacteria, and cause disease, to hosts in new environments. We integrated causal frameworks from ecology and epidemiology into one interdisciplinary framework with four stages (colonization, survival, transfer, disease). We then systematically and critically reviewed 111 environmental and medical papers. We show 58% of studies investigated the colonization-stage alone but used this as evidence to classify a substratum as a vector. Only 11% of studies identified potential pathogens, with only 3% of studies confirming the presence of virulence-genes. Further, 8% of studies investigated μm-sized polymers with most (58%) examining less pervasive cm-sized polymers. No study showed bacteria can preferentially colonize, survive, transfer, and cause more disease on polymers compared to other environmental media. One laboratory experiment demonstrated plausibility for polymers to be colonized by a potential pathogen (Escherichia coli), survive, transfer, and cause disease in coral (Astrangia poculata). Our analysis shows a need for linked structured surveys with environmentally relevant experiments to understand patterns and processes across the vectoral stages, so that the risks and impacts of pathogens on polymers can be assessed with more certainty.
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Affiliation(s)
- Charlotte J Beloe
- School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, 2052, Australia
| | - Mark Anthony Browne
- School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, 2052, Australia
| | - Emma L Johnston
- School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, 2052, Australia
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8
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Scale-dependent tipping points of bacterial colonization resistance. Proc Natl Acad Sci U S A 2022; 119:2115496119. [PMID: 35145031 PMCID: PMC8851462 DOI: 10.1073/pnas.2115496119] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/05/2022] [Indexed: 12/14/2022] Open
Abstract
The commonly observed stability of natural microbiomes is important for their function, yet the ubiquity of microbiome stability remains enigmatic. The strongest form of stability, colonization resistance, protects residents against invaders and is often associated with specific porous structures, such as skin follicles or intestinal crypts. By systematically probing the colonization of fly gut–derived bacteria in microfluidic pores of varying sizes, we revealed that colonization patterns and invasion rates strongly depend on the pore size. Mathematical modeling shows that bacteria spontaneously tend to organize into a dense colonization-resistant state in pores exceeding a critical size. The scale dependence of stability and resilience could bias ecological filtering in microbiomes and should be considered in the design of microbial ecology experiments. Bacteria are efficient colonizers of a wide range of secluded microhabitats, such as soil pores, skin follicles, or intestinal crypts. How the structural diversity of these habitats modulates microbial self-organization remains poorly understood, in part because of the difficulty to precisely manipulate the physical structure of microbial environments. Using a microfluidic device to grow bacteria in crypt-like incubation chambers of systematically varied lengths, we show that small variations in the physical structure of the microhabitat can drastically alter bacterial colonization success and resistance against invaders. Small crypts are uncolonizable; intermediately sized crypts can stably support dilute populations, while beyond a second critical length scale, populations phase separate into a dilute region and a jammed region. The jammed state is characterized by extreme colonization resistance, even if the resident strain is suppressed by an antibiotic. Combined with a flexible biophysical model, we demonstrate that colonization resistance and associated priority effects can be explained by a crowding-induced phase transition, which results from a competition between proliferation and density-dependent cell leakage. The emerging sensitivity to scale underscores the need to control for scale in microbial ecology experiments. Systematic flow-adjustable length-scale variations may serve as a promising strategy to elucidate further scale-sensitive tipping points and to rationally modulate the stability and resilience of microbial colonizers.
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9
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van Dijk B, Bertels F, Stolk L, Takeuchi N, Rainey PB. Transposable elements promote the evolution of genome streamlining. Philos Trans R Soc Lond B Biol Sci 2022; 377:20200477. [PMID: 34839699 PMCID: PMC8628081 DOI: 10.1098/rstb.2020.0477] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 08/30/2021] [Indexed: 12/25/2022] Open
Abstract
Eukaryotes and prokaryotes have distinct genome architectures, with marked differences in genome size, the ratio of coding/non-coding DNA, and the abundance of transposable elements (TEs). As TEs replicate independently of their hosts, the proliferation of TEs is thought to have driven genome expansion in eukaryotes. However, prokaryotes also have TEs in intergenic spaces, so why do prokaryotes have small, streamlined genomes? Using an in silico model describing the genomes of single-celled asexual organisms that coevolve with TEs, we show that TEs acquired from the environment by horizontal gene transfer can promote the evolution of genome streamlining. The process depends on local interactions and is underpinned by rock-paper-scissors dynamics in which populations of cells with streamlined genomes beat TEs, which beat non-streamlined genomes, which beat streamlined genomes, in continuous and repeating cycles. Streamlining is maladaptive to individual cells, but improves lineage viability by hindering the proliferation of TEs. Streamlining does not evolve in sexually reproducing populations because recombination partially frees TEs from the deleterious effects they cause. This article is part of the theme issue 'The secret lives of microbial mobile genetic elements'.
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Affiliation(s)
- Bram van Dijk
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Frederic Bertels
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Lianne Stolk
- Theoretical Biology, Department of Biology, Utrecht University, The Netherlands
| | - Nobuto Takeuchi
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Paul B. Rainey
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
- Laboratory of Biophysics and Evolution, CBI, ESPCI Paris, Université PSL, CNRS, Paris, France
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10
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Arellano-Caicedo C, Ohlsson P, Bengtsson M, Beech JP, Hammer EC. Habitat geometry in artificial microstructure affects bacterial and fungal growth, interactions, and substrate degradation. Commun Biol 2021; 4:1226. [PMID: 34702996 PMCID: PMC8548513 DOI: 10.1038/s42003-021-02736-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 10/01/2021] [Indexed: 11/25/2022] Open
Abstract
Microhabitat conditions determine the magnitude and speed of microbial processes but have been challenging to investigate. In this study we used microfluidic devices to determine the effect of the spatial distortion of a pore space on fungal and bacterial growth, interactions, and substrate degradation. The devices contained channels differing in bending angles and order. Sharper angles reduced fungal and bacterial biomass, especially when angles were repeated in the same direction. Substrate degradation was only decreased by sharper angles when fungi and bacteria were grown together. Investigation at the cellular scale suggests that this was caused by fungal habitat modification, since hyphae branched in sharp and repeated turns, blocking the dispersal of bacteria and the substrate. Our results demonstrate how the geometry of microstructures can influence microbial activity. This can be transferable to soil pore spaces, where spatial occlusion and microbial feedback on microstructures is thought to explain organic matter stabilization.
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Affiliation(s)
| | - Pelle Ohlsson
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Martin Bengtsson
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Jason P Beech
- Division of Solid State Physics, Lund University, Lund, Sweden
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11
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Hugoni M, Nunan N, Thioulouse J, Dubost A, Abrouk D, Martins JMF, Goffner D, Prigent-Combaret C, Grundmann G. Small-Scale Variability in Bacterial Community Structure in Different Soil Types. MICROBIAL ECOLOGY 2021; 82:470-483. [PMID: 33443587 DOI: 10.1007/s00248-020-01660-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Accepted: 12/03/2020] [Indexed: 06/12/2023]
Abstract
Microbial spatial distribution has mostly been studied at field to global scales (i.e., ecosystem scales). However, the spatial organization at small scales (i.e., centimeter to millimeter scales), which can help improve our understanding of the impacts of spatial communities structure on microbial functioning, has received comparatively little attention. Previous work has shown that small-scale spatial structure exists in soil microbial communities, but these studies have not compared soils from geographically distant locations, nor have they utilized community ecology approaches, such as the core and satellite hypothesis and/or abundance-occupancy relationships, often used in macro-ecology, to improve the description of the spatial organization of communities. In the present work, we focused on bacterial diversity (i.e., 16S rRNA gene sequencing) occurring in micro-samples from a variety of locations with different pedo-climatic histories (i.e., from semi-arid, alpine, and temperate climates) and physicochemical properties. The forms of ecological spatial relationships in bacterial communities (i.e., occupancy-frequency and abundance-occupancy) and taxa distributions (i.e., habitat generalists and specialists) were investigated. The results showed that bacterial composition differed in the four soils at the small scale. Moreover, one soil presented a satellite mode distribution, whereas the three others presented bimodal distributions. Interestingly, numerous core taxa were present in the four soils among which 8 OTUs were common to the four sites. These results confirm that analyses of the small-scale spatial distribution are necessary to understand consequent functional processes taking place in soils, affecting thus ecosystem functioning.
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Affiliation(s)
- Mylène Hugoni
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR Ecologie Microbienne, INRA, UMR1418, 69220, F-69622, Villeurbanne Cedex, France.
| | - Naoise Nunan
- Institute of Ecology and Environmental Sciences - Paris, CNRS - Sorbonne Université, 4 place Jussieu, 75005, Paris, France
- Department of Soil and Environment, Swedish University of Agricultural Sciences, 75007, Uppsala, Sweden
| | - Jean Thioulouse
- Université de Lyon, Université Lyon 1, CNRS, Laboratoire de Biométrie et Biologie Evolutive UMR 5558, F-69622 Villeurbanne, France
| | - Audrey Dubost
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR Ecologie Microbienne, INRA, UMR1418, 69220, F-69622, Villeurbanne Cedex, France
| | - Danis Abrouk
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR Ecologie Microbienne, INRA, UMR1418, 69220, F-69622, Villeurbanne Cedex, France
| | - Jean M F Martins
- Université Grenoble Alpes, CNRS, IRD, IGE UMR 5001, 38000, Grenoble, France
| | - Deborah Goffner
- Unité Mixte Internationale CNRS 3189 « Environment, Health and Societies », Faculté de Médecine, 51 Bd Pierre Dramard, 13344, Marseille, France
| | - Claire Prigent-Combaret
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR Ecologie Microbienne, INRA, UMR1418, 69220, F-69622, Villeurbanne Cedex, France
| | - Geneviève Grundmann
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR Ecologie Microbienne, INRA, UMR1418, 69220, F-69622, Villeurbanne Cedex, France
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12
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Xue H, Kurokawa M, Ying BW. Correlation between the spatial distribution and colony size was common for monogenetic bacteria in laboratory conditions. BMC Microbiol 2021; 21:114. [PMID: 33858359 PMCID: PMC8051089 DOI: 10.1186/s12866-021-02180-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Accepted: 03/22/2021] [Indexed: 12/02/2022] Open
Abstract
Background Geographically separated population growth of microbes is a common phenomenon in microbial ecology. Colonies are representative of the morphological characteristics of this structured population growth. Pattern formation by single colonies has been intensively studied, whereas the spatial distribution of colonies is poorly investigated. Results The present study describes a first trial to address the questions of whether and how the spatial distribution of colonies determines the final colony size using the model microorganism Escherichia coli, colonies of which can be grown under well-controlled laboratory conditions. A computational tool for image processing was developed to evaluate colony density, colony size and size variation, and the Voronoi diagram was applied for spatial analysis of colonies with identical space resources. A positive correlation between the final colony size and the Voronoi area was commonly identified, independent of genomic and nutritional differences, which disturbed the colony size and size variation. Conclusions This novel finding of a universal correlation between the spatial distribution and colony size not only indicated the fair distribution of spatial resources for monogenetic colonies growing with identical space resources but also indicated that the initial localization of the microbial colonies decided by chance determined the fate of the subsequent population growth. This study provides a valuable example for quantitative analysis of the complex microbial ecosystems by means of experimental ecology. Supplementary Information The online version contains supplementary material available at 10.1186/s12866-021-02180-8.
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Affiliation(s)
- Heng Xue
- School of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennoudai, Tsukuba, Ibaraki, 305-8572, Japan
| | - Masaomi Kurokawa
- School of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennoudai, Tsukuba, Ibaraki, 305-8572, Japan
| | - Bei-Wen Ying
- School of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennoudai, Tsukuba, Ibaraki, 305-8572, Japan.
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13
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Semenov MV. Metabarcoding and Metagenomics in Soil Ecology Research: Achievements, Challenges, and Prospects. ACTA ACUST UNITED AC 2021. [DOI: 10.1134/s2079086421010084] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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14
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Variation and succession of microbial communities under the conditions of persistent heavy metal and their survival mechanism. Microb Pathog 2021; 150:104713. [DOI: 10.1016/j.micpath.2020.104713] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 12/18/2020] [Accepted: 12/21/2020] [Indexed: 11/21/2022]
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15
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Sharma K, Palatinszky M, Nikolov G, Berry D, Shank EA. Transparent soil microcosms for live-cell imaging and non-destructive stable isotope probing of soil microorganisms. eLife 2020; 9:e56275. [PMID: 33140722 PMCID: PMC7609051 DOI: 10.7554/elife.56275] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2020] [Accepted: 10/16/2020] [Indexed: 01/02/2023] Open
Abstract
Microscale processes are critically important to soil ecology and biogeochemistry yet are difficult to study due to soil's opacity and complexity. To advance the study of soil processes, we constructed transparent soil microcosms that enable the visualization of microbes via fluorescence microscopy and the non-destructive measurement of microbial activity and carbon uptake in situ via Raman microspectroscopy. We assessed the polymer Nafion and the crystal cryolite as optically transparent soil substrates. We demonstrated that both substrates enable the growth, maintenance, and visualization of microbial cells in three dimensions over time, and are compatible with stable isotope probing using Raman. We applied this system to ascertain that after a dry-down/rewetting cycle, bacteria on and near dead fungal hyphae were more metabolically active than those far from hyphae. These data underscore the impact fungi have facilitating bacterial survival in fluctuating conditions and how these microcosms can yield insights into microscale microbial activities.
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Affiliation(s)
- Kriti Sharma
- Department of Biology, University of North CarolinaChapel HillUnited States
| | - Márton Palatinszky
- Department of Microbiology and Ecosystem Science, Centre for Microbiology and Environmental Systems Science, University of ViennaViennaAustria
| | - Georgi Nikolov
- Department of Microbiology and Ecosystem Science, Centre for Microbiology and Environmental Systems Science, University of ViennaViennaAustria
| | - David Berry
- Department of Microbiology and Ecosystem Science, Centre for Microbiology and Environmental Systems Science, University of ViennaViennaAustria
| | - Elizabeth A Shank
- Department of Biology, University of North CarolinaChapel HillUnited States
- Department of Microbiology and Immunology, University of North CarolinaChapel HillUnited States
- Program in Systems Biology, University of Massachusetts Medical SchoolWorcesterUnited States
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16
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Aas AB, Andrew CJ, Blaalid R, Vik U, Kauserud H, Davey ML. Fine-scale diversity patterns in belowground microbial communities are consistent across kingdoms. FEMS Microbiol Ecol 2020; 95:5484836. [PMID: 31049552 DOI: 10.1093/femsec/fiz058] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Accepted: 04/30/2019] [Indexed: 11/12/2022] Open
Abstract
The belowground environment is heterogeneous and complex at fine spatial scales. Physical structures, biotic components and abiotic conditions create a patchwork mosaic of potential niches for microbes. Questions remain about mechanisms and patterns of community assembly belowground, including: Do fungal and bacterial communities assemble differently? How do microbes reach the roots of host plants? Within a 4 m2 plot in alpine vegetation, high throughput sequencing of the 16S (bacteria) and ITS1 (fungal) ribosomal RNA genes was used to characterise microbial community composition in roots and adjacent soil of a viviparous host plant (Bistorta vivipara). At fine spatial scales, beta-diversity patterns in belowground bacterial and fungal communities were consistent, although compositional change was greater in bacteria than fungi. Spatial structure and distance-decay relationships were also similar for bacteria and fungi, with significant spatial structure detected at <50 cm among root- but not soil-associated microbes. Recruitment of root microbes from the soil community appeared limited at this sampling and sequencing depth. Possible explanations for this include recruitment from low-abundance populations of soil microbes, active recruitment from neighbouring plants and/or vertical transmission of symbionts to new clones, suggesting varied methods of microbial community assembly for viviparous plants. Our results suggest that even at relatively small spatial scales, deterministic processes play a significant role in belowground microbial community structure and assembly.
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Affiliation(s)
- Anders Bjørnsgaard Aas
- Section of Genetic and Evolution Department of Biosciences, University of Oslo, Oslo, Norway
| | - Carrie J Andrew
- Section of Genetic and Evolution Department of Biosciences, University of Oslo, Oslo, Norway
| | - Rakel Blaalid
- Norwegian Institute for Nature Research, Bergen, Norway
| | - Unni Vik
- Section of Genetic and Evolution Department of Biosciences, University of Oslo, Oslo, Norway
| | - Håvard Kauserud
- Section of Genetic and Evolution Department of Biosciences, University of Oslo, Oslo, Norway
| | - Marie L Davey
- Section of Genetic and Evolution Department of Biosciences, University of Oslo, Oslo, Norway.,Division of Environment and Natural Resources, Norwegian Institute of Bioeconomy Research, NO-1431 Ås, Norway
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17
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Peng N, Cai P, Mortimer M, Wu Y, Gao C, Huang Q. The exopolysaccharide-eDNA interaction modulates 3D architecture of Bacillus subtilis biofilm. BMC Microbiol 2020; 20:115. [PMID: 32410574 PMCID: PMC7227074 DOI: 10.1186/s12866-020-01789-5] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Accepted: 04/16/2020] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Bacterial biofilms are surface-adherent microbial communities in which individual cells are surrounded by a self-produced extracellular matrix of polysaccharides, extracellular DNA (eDNA) and proteins. Interactions among matrix components within biofilms are responsible for creating an adaptable structure during biofilm development. However, it is unclear how the interactions among matrix components contribute to the construction of the three-dimensional (3D) biofilm architecture. RESULTS DNase I treatment significantly inhibited Bacillus subtilis biofilm formation in the early phases of biofilm development. Confocal laser scanning microscopy (CLSM) and image analysis revealed that eDNA was cooperative with exopolysaccharide (EPS) in the early stages of B. subtilis biofilm development, while EPS played a major structural role in the later stages. In addition, deletion of the EPS production gene epsG in B. subtilis SBE1 resulted in loss of the interaction between EPS and eDNA and reduced the biofilm biomass in pellicles at the air-liquid interface. The physical interaction between these two essential biofilm matrix components was confirmed by isothermal titration calorimetry (ITC). CONCLUSIONS Biofilm 3D structures become interconnected through surrounding eDNA and EPS. eDNA interacts with EPS in the early phases of biofilm development, while EPS mainly participates in the maturation of biofilms. The findings of this study provide a better understanding of the role of the interaction between eDNA and EPS in shaping the biofilm 3D matrix structure and biofilm formation.
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Affiliation(s)
- Na Peng
- State Key Laboratory of Agricultural Microbiology, College of Resources of Environment, Huazhong Agricultural University, Wuhan, 430070 China
| | - Peng Cai
- State Key Laboratory of Agricultural Microbiology, College of Resources of Environment, Huazhong Agricultural University, Wuhan, 430070 China
| | - Monika Mortimer
- Bren School of Environmental Science and Management and Earth Research Institute, University of California, Santa Barbara, California, 93106 USA
| | - Yichao Wu
- State Key Laboratory of Agricultural Microbiology, College of Resources of Environment, Huazhong Agricultural University, Wuhan, 430070 China
| | - Chunhui Gao
- State Key Laboratory of Agricultural Microbiology, College of Resources of Environment, Huazhong Agricultural University, Wuhan, 430070 China
| | - Qiaoyun Huang
- State Key Laboratory of Agricultural Microbiology, College of Resources of Environment, Huazhong Agricultural University, Wuhan, 430070 China
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18
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Polonca S. Environment Shapes the Intra-species Diversity of Bacillus subtilis Isolates. MICROBIAL ECOLOGY 2020; 79:853-864. [PMID: 31707464 DOI: 10.1007/s00248-019-01455-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Accepted: 10/23/2019] [Indexed: 06/10/2023]
Abstract
Cosmopolitan bacteria are those that are found practically everywhere in the world. One of them is Bacillus subtilis, which can travel around the world through dust storms rising from various deserts. Upon landing, bacterial survival is determined by the ability to adjust to the heterogonous environments and bacteria isolated from extremely different environments, such as desert and riverbank soil, are expected to be less related due to the environmental pressure of each region. However, little is known about the influence of soil and habitat on B. subtilis evolution. Here, we show that desert and riverbank B. subtilis strains differ in genetic relatedness and physiological traits, such as biofilm morphology and utilisation of carbon sources. Desert strains showed more diversity at the genetic level and were able to utilise more carbon sources than riverbank strains which were highly genetically conserved. Biofilm morphologies of desert and riverbank strains generally segregated and both groups formed different morphology clusters despite the astonishing diversity observed among riverbank strains. We also show that relatedness of B. subtilis strains does not decrease with distance inside the same habitat, which, together with diversity data implies that the difference in environmental selection pressures plays a fundamental role in the evolution of this species.
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Affiliation(s)
- Stefanic Polonca
- Biotechnical Faculty, University of Ljubljana, 1000, Ljubljana, Slovenia.
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19
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Rosas-Medina M, Maciá-Vicente JG, Piepenbring M. Diversity of Fungi in Soils with Different Degrees of Degradation in Germany and Panama. MYCOBIOLOGY 2019; 48:20-28. [PMID: 32158602 PMCID: PMC7048177 DOI: 10.1080/12298093.2019.1700658] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Revised: 09/07/2019] [Accepted: 11/22/2019] [Indexed: 06/10/2023]
Abstract
Soil degradation can have an impact on the soil microbiota, but its specific effects on soil fungal communities are poorly understood. In this work, we studied the impact of soil degradation on the richness and diversity of communities of soil fungi, including three different degrees of degradation in Germany and Panama. Soil fungi were isolated monthly using the soil-sprinkling method for 8 months in Germany and 3 months in Panama, and characterized by morphological and molecular data. Soil physico-chemical properties were measured and correlated with the observed values of fungal diversity. We isolated a total of 71 fungal species, 47 from Germany, and 32 from Panama. Soil properties were not associated with fungal richness, diversity, or composition in soils, with the exception of soil compaction in Germany. The geographic location was a strong determinant of the soil fungal species composition although in both countries there was dominance by members of the orders Eurotiales and Hypocreales. In conclusion, the results of this work do not show any evident influence of soil degradation on communities of soil fungi in Germany or Panama.
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Affiliation(s)
- Miguel Rosas-Medina
- Department of Mycology, Cluster for Integrative Fungal Research (IPF), Institute of Ecology, Evolution and Diversity, Goethe-University, Frankfurt, Germany
| | - Jose G. Maciá-Vicente
- Department of Mycology, Cluster for Integrative Fungal Research (IPF), Institute of Ecology, Evolution and Diversity, Goethe-University, Frankfurt, Germany
| | - Meike Piepenbring
- Department of Mycology, Cluster for Integrative Fungal Research (IPF), Institute of Ecology, Evolution and Diversity, Goethe-University, Frankfurt, Germany
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20
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Dal Co A, van Vliet S, Ackermann M. Emergent microscale gradients give rise to metabolic cross-feeding and antibiotic tolerance in clonal bacterial populations. Philos Trans R Soc Lond B Biol Sci 2019; 374:20190080. [PMID: 31587651 PMCID: PMC6792440 DOI: 10.1098/rstb.2019.0080] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/14/2019] [Indexed: 12/18/2022] Open
Abstract
Bacteria often live in spatially structured groups such as biofilms. In these groups, cells can collectively generate gradients through the uptake and release of compounds. In turn, individual cells adapt their activities to the environment shaped by the whole group. Here, we studied how these processes can generate phenotypic variation in clonal populations and how this variation contributes to the resilience of the population to antibiotics. We grew two-dimensional populations of Escherichia coli in microfluidic chambers where limiting amounts of glucose were supplied from one side. We found that the collective metabolic activity of cells created microscale gradients where nutrient concentration varied over a few cell lengths. As a result, growth rates and gene expression levels varied strongly between neighbouring cells. Furthermore, we found evidence for a metabolic cross-feeding interaction between glucose-fermenting and acetate-respiring subpopulations. Finally, we found that subpopulations of cells were able to survive an antibiotic pulse that was lethal in well-mixed conditions, likely due to the presence of a slow-growing subpopulation. Our work shows that emergent metabolic gradients can have important consequences for the functionality of bacterial populations as they create opportunities for metabolic interactions and increase the populations' tolerance to environmental stressors. This article is part of a discussion meeting issue 'Single cell ecology'.
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Affiliation(s)
- Alma Dal Co
- Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich, Universitätstrasse 16, 8092 Zürich, Switzerland
- Department of Environmental Microbiology, Eawag, Überlandstrasse 133, 8600 Dübendorf, Switzerland
| | - Simon van Vliet
- Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich, Universitätstrasse 16, 8092 Zürich, Switzerland
- Department of Environmental Microbiology, Eawag, Überlandstrasse 133, 8600 Dübendorf, Switzerland
- Department of Zoology, University of British Columbia, 6270 University Boulevard, Vancouver, British Columbia,CanadaV6T 1Z4
| | - Martin Ackermann
- Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich, Universitätstrasse 16, 8092 Zürich, Switzerland
- Department of Environmental Microbiology, Eawag, Überlandstrasse 133, 8600 Dübendorf, Switzerland
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21
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Bacterial Dispersers along Preferential Flow Paths of a Clay Till Depth Profile. Appl Environ Microbiol 2019; 85:AEM.02658-18. [PMID: 30658975 PMCID: PMC6414393 DOI: 10.1128/aem.02658-18] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Accepted: 12/21/2018] [Indexed: 11/29/2022] Open
Abstract
The ability to disperse is considered essential for soil bacteria colonization and survival, yet very little is known about the dispersal ability of communities from different heterogeneous soil compartments. Important factors for dispersal are the thickness and connectivity of the liquid film between soil particles. The present results from a fractured clay till depth profile suggest that dispersal ability is common in various soil compartments and that most are dominated by a few dispersing taxa. Importantly, an increase in shared dispersers among the preferential flow paths of the clay till suggests that active dispersal plays a role in the successful colonization of these habitats. This study assessed the dispersal of five bacterial communities from contrasting compartments along a fractured clay till depth profile comprising plow layer soil, preferential flow paths (biopores and the tectonic fractures below), and matrix sediments, down to 350 cm below the surface. A recently developed expansion of the porous surface model (PSM) was used to capture bacterial communities dispersing under controlled hydration conditions on a soil-like surface. All five communities contained bacteria capable of active dispersal under relatively low hydration conditions (−3.1 kPa). Further testing of the plow layer community revealed active dispersal even at matric potentials of −6.3 to −8.4 kPa, previously thought to be too dry for dispersal on the PSM. Using 16S rRNA gene amplicon sequencing, the dispersing communities were found to be less diverse than their corresponding total communities. The dominant dispersers in most compartments belonged to the genus Pseudomonas and, in the plow layer soil, to Rahnella as well. An exception to this was the dispersing community in the matrix at 350 cm below the surface, which was dominated by Pantoea. Hydrologically connected compartments shared proportionally more dispersing than nondispersing amplicon sequence variants (ASVs), suggesting that active dispersal is important for colonizing these compartments. These results highlight the importance of including soil profile heterogeneity when assessing the role of active dispersal and contribute to discerning the importance of active dispersal in the soil environment. IMPORTANCE The ability to disperse is considered essential for soil bacteria colonization and survival, yet very little is known about the dispersal ability of communities from different heterogeneous soil compartments. Important factors for dispersal are the thickness and connectivity of the liquid film between soil particles. The present results from a fractured clay till depth profile suggest that dispersal ability is common in various soil compartments and that most are dominated by a few dispersing taxa. Importantly, an increase in shared dispersers among the preferential flow paths of the clay till suggests that active dispersal plays a role in the successful colonization of these habitats.
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22
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Baveye PC, Otten W, Kravchenko A, Balseiro-Romero M, Beckers É, Chalhoub M, Darnault C, Eickhorst T, Garnier P, Hapca S, Kiranyaz S, Monga O, Mueller CW, Nunan N, Pot V, Schlüter S, Schmidt H, Vogel HJ. Emergent Properties of Microbial Activity in Heterogeneous Soil Microenvironments: Different Research Approaches Are Slowly Converging, Yet Major Challenges Remain. Front Microbiol 2018; 9:1929. [PMID: 30210462 PMCID: PMC6119716 DOI: 10.3389/fmicb.2018.01929] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Accepted: 07/30/2018] [Indexed: 01/17/2023] Open
Abstract
Over the last 60 years, soil microbiologists have accumulated a wealth of experimental data showing that the bulk, macroscopic parameters (e.g., granulometry, pH, soil organic matter, and biomass contents) commonly used to characterize soils provide insufficient information to describe quantitatively the activity of soil microorganisms and some of its outcomes, like the emission of greenhouse gasses. Clearly, new, more appropriate macroscopic parameters are needed, which reflect better the spatial heterogeneity of soils at the microscale (i.e., the pore scale) that is commensurate with the habitat of many microorganisms. For a long time, spectroscopic and microscopic tools were lacking to quantify processes at that scale, but major technological advances over the last 15 years have made suitable equipment available to researchers. In this context, the objective of the present article is to review progress achieved to date in the significant research program that has ensued. This program can be rationalized as a sequence of steps, namely the quantification and modeling of the physical-, (bio)chemical-, and microbiological properties of soils, the integration of these different perspectives into a unified theory, its upscaling to the macroscopic scale, and, eventually, the development of new approaches to measure macroscopic soil characteristics. At this stage, significant progress has been achieved on the physical front, and to a lesser extent on the (bio)chemical one as well, both in terms of experiments and modeling. With regard to the microbial aspects, although a lot of work has been devoted to the modeling of bacterial and fungal activity in soils at the pore scale, the appropriateness of model assumptions cannot be readily assessed because of the scarcity of relevant experimental data. For significant progress to be made, it is crucial to make sure that research on the microbial components of soil systems does not keep lagging behind the work on the physical and (bio)chemical characteristics. Concerning the subsequent steps in the program, very little integration of the various disciplinary perspectives has occurred so far, and, as a result, researchers have not yet been able to tackle the scaling up to the macroscopic level. Many challenges, some of them daunting, remain on the path ahead. Fortunately, a number of these challenges may be resolved by brand new measuring equipment that will become commercially available in the very near future.
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Affiliation(s)
- Philippe C. Baveye
- UMR ECOSYS, AgroParisTech, Université Paris-Saclay, Thiverval-Grignon, rance
| | - Wilfred Otten
- School of Water, Energy and Environment, Cranfield University, Cranfield, United Kingdom
| | - Alexandra Kravchenko
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI, United States
| | - María Balseiro-Romero
- UMR ECOSYS, AgroParisTech, Université Paris-Saclay, Thiverval-Grignon, rance
- Department of Soil Science and Agricultural Chemistry, Centre for Research in Environmental Technologies, Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Éléonore Beckers
- Soil–Water–Plant Exchanges, Terra Research Centre, BIOSE, Gembloux Agro-Bio Tech, University of Liège, Gembloux, Belgium
| | - Maha Chalhoub
- UMR ECOSYS, INRA, Université Paris-Saclay, Thiverval-Grignon, France
| | - Christophe Darnault
- Laboratory of Hydrogeoscience and Biological Engineering, L.G. Rich Environmental Laboratory, Department of Environmental Engineering and Earth Sciences, Clemson University, Clemson, SC, United States
| | - Thilo Eickhorst
- Faculty 2 Biology/Chemistry, University of Bremen, Bremen, Germany
| | - Patricia Garnier
- UMR ECOSYS, INRA, Université Paris-Saclay, Thiverval-Grignon, France
| | - Simona Hapca
- Dundee Epidemiology and Biostatistics Unit, School of Medicine, University of Dundee, Dundee, United Kingdom
| | - Serkan Kiranyaz
- Department of Electrical Engineering, Qatar University, Doha, Qatar
| | - Olivier Monga
- Institut de Recherche pour le Développement, Bondy, France
| | - Carsten W. Mueller
- Lehrstuhl für Bodenkunde, Technical University of Munich, Freising, Germany
| | - Naoise Nunan
- Institute of Ecology and Environmental Sciences – Paris, Sorbonne Universités, CNRS, IRD, INRA, P7, UPEC, Paris, France
| | - Valérie Pot
- UMR ECOSYS, INRA, Université Paris-Saclay, Thiverval-Grignon, France
| | - Steffen Schlüter
- Soil System Science, Helmholtz-Zentrum für Umweltforschung GmbH – UFZ, Leipzig, Germany
| | - Hannes Schmidt
- Terrestrial Ecosystem Research, Department of Microbiology and Ecosystem Science, Research Network ‘Chemistry meets Microbiology’, University of Vienna, Vienna, Austria
| | - Hans-Jörg Vogel
- Soil System Science, Helmholtz-Zentrum für Umweltforschung GmbH – UFZ, Leipzig, Germany
- Institute of Soil Science and Plant Nutrition, Martin Luther University of Halle-Wittenberg, Halle, Germany
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23
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Schweizer SA, Hoeschen C, Schlüter S, Kögel-Knabner I, Mueller CW. Rapid soil formation after glacial retreat shaped by spatial patterns of organic matter accrual in microaggregates. GLOBAL CHANGE BIOLOGY 2018; 24:1637-1650. [PMID: 29223134 DOI: 10.1111/gcb.14014] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Accepted: 10/25/2017] [Indexed: 06/07/2023]
Abstract
Global change contributes to the retreat of glaciers at unprecedented rates. The deglaciation facilitates biogeochemical processes on glacial deposits with initiating soil formation as an important driver of evolving ecosystems. The underlying mechanisms of soil formation and the association of soil organic matter (SOM) with mineral particles remain unclear, although further insights are critical to understand carbon sequestration in soils. We investigated the microspatial arrangement of SOM coatings at intact soil microaggregate structures during various stages of ecosystem development from 15 to >700 years after deglaciation in the proglacial environment of the Damma glacier (Switzerland). The functionally important clay-sized fraction (<2 μm) was separated into two density fractions with different amounts of organo-mineral associations: light (1.6-2.2 g/cm3 ) and heavy (>2.2 g/cm3 ). To quantify how SOM extends across the surface of mineral particles (coverage) and whether SOM coatings are distributed in fragmented or connected patterns (connectivity), we developed an image analysis protocol based on nanoscale secondary ion mass spectrometry (NanoSIMS). We classified SOM and mineral areas depending on the 16 O- , 12 C- , and 12 C14 N- distributions. With increasing time after glacial retreat, the microspatial coverage and connectivity of SOM increased rapidly. The rapid soil formation led to a succession of patchy distributed to more connected SOM coatings on soil microaggregates. The maximum coverage of 55% at >700 years suggests direct evidence for SOM sequestration being decoupled from the mineral surface, as it was not completely masked by SOM and retained its functionality as an ion exchange site. The chemical composition of SOM coatings showed a rapid change toward a higher CN:C ratio already at 75 years after glacial retreat, which was associated with microbial succession patterns reflecting high N assimilation. Our results demonstrate that rapid SOM sequestration drives the microspatial succession of SOM coatings in soils, a process that can stabilize SOM for the long term.
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Affiliation(s)
- Steffen A Schweizer
- Chair of Soil Science, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising-Weihenstephan, Germany
| | - Carmen Hoeschen
- Chair of Soil Science, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising-Weihenstephan, Germany
| | - Steffen Schlüter
- Department of Soil System Sciences, Helmholtz-Centre for Environmental Research - UFZ, Halle (Saale), Germany
| | - Ingrid Kögel-Knabner
- Chair of Soil Science, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising-Weihenstephan, Germany
- Institute for Advanced Study, Technical University of Munich, Garching, Germany
| | - Carsten W Mueller
- Chair of Soil Science, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising-Weihenstephan, Germany
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24
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Epelde L, Lanzén A, Mijangos I, Sarrionandia E, Anza M, Garbisu C. Short-term effects of non-grazing on plants, soil biota and aboveground-belowground links in Atlantic mountain grasslands. Sci Rep 2017; 7:15097. [PMID: 29118337 PMCID: PMC5678074 DOI: 10.1038/s41598-017-15345-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 10/24/2017] [Indexed: 11/16/2022] Open
Abstract
Mountain grasslands in the Iberian Peninsula are the result of extensive grazing. However, a progressive abandonment of grazing activity is currently observed in the study region. The objective of this work was to evaluate the short-term (2 years) effects of non-grazing on the diversity and composition of plants, soil microorganisms (prokaryotes, fungi, arbuscular mycorrhiza), mesofauna, macrofauna and aboveground-belowground links, through the study of 16 grazed vs. non-grazed areas in Atlantic grasslands located in the Basque Country (Spain). Sites were divided between 4 habitat types with different elevation, pasture productivity, vegetation type and parent material. Herbivores appeared to influence plant community composition, contributing to increase aboveground diversity, while having unequal effects on belowground communities depending on the organisms analysed. This may be explained by the different habitat and trophic level of each soil organism, which may be more or less affected by the predominating negative effects of grazing, such as soil compaction, and only partially compensated by other positive effects. Finally, habitat type appeared to be the strongest influence on both above- and belowground communities, also influencing the effect of the absence of grazing.
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Affiliation(s)
- Lur Epelde
- NEIKER-Tecnalia, Basque Institute of Agricultural Research and Development, Department of Conservation of Natural Resources, c/Berreaga 1, E-48160, Derio, Spain.
| | - Anders Lanzén
- NEIKER-Tecnalia, Basque Institute of Agricultural Research and Development, Department of Conservation of Natural Resources, c/Berreaga 1, E-48160, Derio, Spain
| | - Iker Mijangos
- NEIKER-Tecnalia, Basque Institute of Agricultural Research and Development, Department of Conservation of Natural Resources, c/Berreaga 1, E-48160, Derio, Spain
| | - Estibaliz Sarrionandia
- Department of Plant Biology and Ecology, University of the Basque Country (UPV/EHU), E-01006, Vitoria, Gasteiz, Spain
| | - Mikel Anza
- NEIKER-Tecnalia, Basque Institute of Agricultural Research and Development, Department of Conservation of Natural Resources, c/Berreaga 1, E-48160, Derio, Spain
| | - Carlos Garbisu
- NEIKER-Tecnalia, Basque Institute of Agricultural Research and Development, Department of Conservation of Natural Resources, c/Berreaga 1, E-48160, Derio, Spain
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25
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Bourceret A, Leyval C, Thomas F, Cébron A. Rhizosphere effect is stronger than PAH concentration on shaping spatial bacterial assemblages along centimetre-scale depth gradients. Can J Microbiol 2017; 63:881-893. [PMID: 28841396 DOI: 10.1139/cjm-2017-0124] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
At centimetre scale, soil bacterial assemblages are shaped by both abiotic (edaphic characteristics and pollutants) and biotic parameters. In a rhizobox experiment carried out on planted industrial soil contaminated with polycyclic aromatic hydrocarbons (PAHs), we previously showed that pollution was distributed randomly with hot and cold spots. Therefore, in the present study, we investigated the effect of this patchy PAH distribution on the bacterial community assemblage and compared it with that of root depth gradients found in the rhizosphere of either alfalfa or ryegrass. Sequencing of 16S rRNA amplicons revealed a higher bacterial diversity in ryegrass rhizosphere and enrichment in specific taxa by the 2 plant species. Indeed, Bacteroidetes, Firmicutes, and Gammaproteobacteria were globally favored in alfalfa, whereas Acidimicrobiia, Chloroflexi, Alpha-, and Betaproteobacteria were globally favored in ryegrass rhizosphere. The presence of alfalfa created depth gradients of root biomass, carbohydrate, and pH, and actually shaped the bacterial assemblage, favoring Actinobacteria near the surface and Gemmatimonadetes and Proteobacteria at greater depths. Contrarily, the bacterial assemblage was homogeneous all along depths of the ryegrass root system. With both plant species, the PAH content and random distribution had no significant effect on bacterial assemblage. Globally, at centimeter scale, bacterial community assemblages were mostly shaped by soil physical and chemical depth gradients induced by root growth but not by patchy PAH content.
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Affiliation(s)
- Amélia Bourceret
- a CNRS, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France.,b Université de Lorraine, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France
| | - Corinne Leyval
- a CNRS, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France.,b Université de Lorraine, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France
| | - François Thomas
- a CNRS, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France.,b Université de Lorraine, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France
| | - Aurélie Cébron
- a CNRS, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France.,b Université de Lorraine, LIEC UMR7360, Faculté des Sciences et Technologies, boulevard des Aiguillettes, B.P. 70239, 54506 Vandoeuvre-lès-Nancy, France
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Kaspari M, Bujan J, Weiser MD, Ning D, Michaletz ST, Zhili H, Enquist BJ, Waide RB, Zhou J, Turner BL, Wright SJ. Biogeochemistry drives diversity in the prokaryotes, fungi, and invertebrates of a Panama forest. Ecology 2017; 98:2019-2028. [PMID: 28500769 DOI: 10.1002/ecy.1895] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2016] [Revised: 04/26/2017] [Accepted: 05/05/2017] [Indexed: 01/13/2023]
Abstract
Humans are both fertilizing the world and depleting its soils, decreasing the diversity of aquatic ecosystems and terrestrial plants in the process. We know less about how nutrients shape the abundance and diversity of the prokaryotes, fungi, and invertebrates of Earth's soils. Here we explore this question in the soils of a Panama forest subject to a 13-yr fertilization with factorial combinations of nitrogen (N), phosphorus (P), and potassium (K) and a separate micronutrient cocktail. We contrast three hypotheses linking biogeochemistry to abundance and diversity. Consistent with the Stress Hypothesis, adding N suppressed the abundance of invertebrates and the richness of all three groups of organisms by ca. 1 SD or more below controls. Nitrogen addition plots were 0.8 pH units more acidic with 18% more exchangeable aluminum, which is toxic to both prokaryotes and eukaryotes. These stress effects were frequently reversed, however, when N was added with P (for prokaryotes and invertebrates) and with added K (for fungi). Consistent with the Abundance Hypothesis, adding P generally increased prokaryote and invertebrate diversity, and adding K enhanced invertebrate diversity. Also consistent with the Abundance Hypothesis, increases in invertebrate abundance generated increases in richness. We found little evidence for the Competition Hypothesis: that single nutrients suppressed diversity by favoring a subset of high nutrient specialists, and that nutrient combinations suppressed diversity even more. Instead, combinations of nutrients, and especially the cation/micronutrient treatment, yielded the largest increases in richness in the two eukaryote groups. In sum, changes in soil biogeochemistry revealed a diversity of responses among the three dominant soil groups, positive synergies among nutrients, and-in contrast with terrestrial plants-the frequent enhancement of soil biodiversity.
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Affiliation(s)
- Michael Kaspari
- Department of Biology, Graduate Program in Ecology and Evolutionary Biology, University of Oklahoma, Norman, Oklahoma, 73019, USA.,Smithsonian Tropical Research Institute, Apartado 0843-03092, Balboa, Ancon, Panama
| | - Jelena Bujan
- Department of Biology, Graduate Program in Ecology and Evolutionary Biology, University of Oklahoma, Norman, Oklahoma, 73019, USA.,Smithsonian Tropical Research Institute, Apartado 0843-03092, Balboa, Ancon, Panama
| | - Michael D Weiser
- Department of Biology, Graduate Program in Ecology and Evolutionary Biology, University of Oklahoma, Norman, Oklahoma, 73019, USA
| | - Daliang Ning
- Department of Botany and Microbiology, Institute for Environmental Genomics, University of Oklahoma, Norman, Oklahoma, 73019, USA
| | - Sean T Michaletz
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona, 85721, USA.,Earth and Environmental Sciences Division, Los Alamos National Laboratory, MS J495, Los Alamos, New Mexico, 87545, USA
| | - He Zhili
- Department of Botany and Microbiology, Institute for Environmental Genomics, University of Oklahoma, Norman, Oklahoma, 73019, USA
| | - Brian J Enquist
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona, 85721, USA.,Santa Fe Institute, Santa Fe, New Mexico, 87501, USA
| | - Robert B Waide
- Department of Biology, University of New Mexico, Albuquerque, New Mexico, 87131, USA.,LTER Network Office, University of New Mexico, Albuquerque, New Mexico, 87131, USA
| | - Jizhong Zhou
- Department of Botany and Microbiology, Institute for Environmental Genomics, University of Oklahoma, Norman, Oklahoma, 73019, USA.,CAS Key Laboratory of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China
| | - Benjamin L Turner
- Smithsonian Tropical Research Institute, Apartado 0843-03092, Balboa, Ancon, Panama
| | - S Joseph Wright
- Smithsonian Tropical Research Institute, Apartado 0843-03092, Balboa, Ancon, Panama
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Timm AC, Halsted MC, Wilmoth JL, Retterer ST. Assembly and Tracking of Microbial Community Development within a Microwell Array Platform. J Vis Exp 2017. [PMID: 28654053 DOI: 10.3791/55701] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
The development of microbial communities depends on a combination of complex deterministic and stochastic factors that can dramatically alter the spatial distribution and activities of community members. We have developed a microwell array platform that can be used to rapidly assemble and track thousands of bacterial communities in parallel. This protocol highlights the utility of the platform and describes its use for optically monitoring the development of simple, two-member communities within an ensemble of arrays within the platform. This demonstration uses two mutants of Pseudomonas aeruginosa, part of a series of mutants developed to study Type VI secretion pathogenicity. Chromosomal inserts of either mCherry or GFP genes facilitate the constitutive expression of fluorescent proteins with distinct emission wavelengths that can be used to monitor community member abundance and location within each microwell. This protocol describes a detailed method for assembling mixtures of bacteria into the wells of the array and using time-lapse fluorescence imaging and quantitative image analysis to measure the relative growth of each member population over time. The seeding and assembly of the microwell platform, the imaging procedures necessary for the quantitative analysis of microbial communities within the array, and the methods that can be used to reveal interactions between microbial species area all discussed.
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Affiliation(s)
| | - Michelle C Halsted
- Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee
| | | | - Scott T Retterer
- Biosciences Division, Oak Ridge National Laboratory; Center for Nanophase Materials Sciences, Oak Ridge National Laboratory;
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28
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Arpaia S, Birch ANE, Kiss J, van Loon JJA, Messéan A, Nuti M, Perry JN, Sweet JB, Tebbe CC. Assessing environmental impacts of genetically modified plants on non-target organisms: The relevance of in planta studies. THE SCIENCE OF THE TOTAL ENVIRONMENT 2017; 583:123-132. [PMID: 28095991 DOI: 10.1016/j.scitotenv.2017.01.039] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 01/05/2017] [Accepted: 01/05/2017] [Indexed: 05/03/2023]
Abstract
In legal frameworks worldwide, genetically modified plants (GMPs) are subjected to pre-market environmental risk assessment (ERA) with the aim of identifying potential effects on the environment. In the European Union, the EFSA Guidance Document introduces the rationale that GMPs, as well as their newly produced metabolites, represent the potential stressor to be evaluated during ERA. As a consequence, during several phases of ERA for cultivation purposes, it is considered necessary to use whole plants or plant parts in experimental protocols. The importance of in planta studies as a strategy to address impacts of GMPs on non-target organisms is demonstrated, to evaluate both effects due to the intended modification in plant phenotype (e.g. expression of Cry proteins) and effects due to unintended modifications in plant phenotype resulting from the transformation process (e.g. due to somaclonal variations or pleiotropic effects). In planta tests are also necessary for GMPs in which newly expressed metabolites cannot easily be studied in vitro. This paper reviews the scientific literature supporting the choice of in planta studies as a fundamental tool in ERA of GMPs in cultivation dossiers; the evidence indicates they can realistically mimic the ecological relationships occurring in their receiving environments and provide important insights into the biology and sustainable management of GMPs.
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Affiliation(s)
| | | | - Jozsef Kiss
- Plant Protection Institute, Szent Istvan University, Gödöllö, Hungary
| | - Joop J A van Loon
- Laboratory of Entomology, Wageningen University and Research, Wageningen, The Netherlands
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29
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Narendrula-Kotha R, Nkongolo KK. Bacterial and fungal community structure and diversity in a mining region under long-term metal exposure revealed by metagenomics sequencing. ACTA ACUST UNITED AC 2017. [DOI: 10.1016/j.egg.2016.11.001] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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30
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Michelland R, Thioulouse J, Kyselková M, Grundmann GL. Bacterial Community Structure at the Microscale in Two Different Soils. MICROBIAL ECOLOGY 2016; 72:717-724. [PMID: 27418177 DOI: 10.1007/s00248-016-0810-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Accepted: 06/27/2016] [Indexed: 06/06/2023]
Abstract
The spatial distributions of bacteria in the soil matrix have a role in ecosystem function, for example, at the small scale, through gene transfer or xenobiotic degradation. Soil bacterial biogeography has been evidenced at the large scale, but data are scarce at the small scale. The objective of this work was to determine the spatial pattern of bacterial diversity, in spatially referenced microsamples, in order to define bacterial community spatial traits. Two soils with different physical structures, moderately aggregated (La Côte St André (LCSA)) or poorly aggregated (La Dombes (LD)), were studied. The spatial distribution of bacteria was studied in microsamples (diameter 3 mm) along 10- and 20-cm transects, with a taxonomic microarray. 16S rRNA gene sequencing was used to further study the spatial characteristics of the microbial communities in LD soil. The frequency-occupancy plot, in the LCSA and LD soils, using microarray and sequencing data, followed Hanski's core-satellite theory. The frequency-occupancy distribution plots obtained in two different soils showed bimodality and indicated that the microscale spatial distributions were different, particularly core taxa percentage. Core taxa are widespread and abundant, while satellite taxa are restricted in their distribution. The spread of satellite taxa was at a distance range larger than 5 cm, whereas the core taxa were distributed in a distance range less than 3 mm. Besides, there was a positive abundancy-occupancy relationship at this fine scale. It may be interesting to further evaluate the role of the different bacterial spatial distributions at the fine scale on soil function.
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Affiliation(s)
- Rory Michelland
- Université de Lyon, 69622, Lyon, France
- Université Lyon 1, Villeurbanne, France
- CNRS, UMR5557, Ecologie Microbienne, Villeurbanne, France
| | - Jean Thioulouse
- Université de Lyon, 69622, Lyon, France
- Université Lyon 1, Villeurbanne, France
- CNRS, UMR5558, Laboratoire de Biométrie et Biologie Evolutive, Villeurbanne, France
| | - Martina Kyselková
- Institute of Soil Biology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
| | - Genevieve L Grundmann
- Université de Lyon, 69622, Lyon, France.
- Université Lyon 1, Villeurbanne, France.
- CNRS, UMR5557, Ecologie Microbienne, Villeurbanne, France.
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31
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Kraemer SA, Wielgoss S, Fiegna F, Velicer GJ. The biogeography of kin discrimination across microbial neighbourhoods. Mol Ecol 2016; 25:4875-88. [PMID: 27540705 PMCID: PMC5054864 DOI: 10.1111/mec.13803] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Revised: 07/27/2016] [Indexed: 01/04/2023]
Abstract
The spatial distribution of potential interactants is critical to social evolution in all cooperative organisms. Yet the biogeography of microbial kin discrimination at the scales most relevant to social interactions is poorly understood. Here we resolve the microbiogeography of social identity and genetic relatedness in local populations of the model cooperative bacterium Myxococcus xanthus at small spatial scales, across which the potential for dispersal is high. Using two criteria of relatedness—colony‐merger compatibility during cooperative motility and DNA‐sequence similarity at highly polymorphic loci—we find that relatedness decreases greatly with spatial distance even across the smallest scale transition. Both social relatedness and genetic relatedness are maximal within individual fruiting bodies at the micrometre scale but are much lower already across adjacent fruiting bodies at the millimetre scale. Genetic relatedness was found to be yet lower among centimetre‐scale samples, whereas social allotype relatedness decreased further only at the metre scale, at and beyond which the probability of social or genetic identity among randomly sampled isolates is effectively zero. Thus, in M. xanthus, high‐relatedness patches form a rich mosaic of diverse social allotypes across fruiting body neighbourhoods at the millimetre scale and beyond. Individuals that migrate even short distances across adjacent groups will frequently encounter allotypic conspecifics and territorial kin discrimination may profoundly influence the spatial dynamics of local migration. Finally, we also found that the phylogenetic scope of intraspecific biogeographic analysis can affect the detection of spatial structure, as some patterns evident in clade‐specific analysis were masked by simultaneous analysis of all strains.
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Affiliation(s)
- Susanne A Kraemer
- Institute of Evolutionary Biology, University of Edinburgh, King's Buildings, Edinburgh, EH9 3FL, UK.
| | - Sébastien Wielgoss
- Institute of Integrative Biology, ETH Zürich, Universitätstrasse 16, 8092, Zürich, Switzerland.
| | - Francesca Fiegna
- Institute of Integrative Biology, ETH Zürich, Universitätstrasse 16, 8092, Zürich, Switzerland
| | - Gregory J Velicer
- Institute of Integrative Biology, ETH Zürich, Universitätstrasse 16, 8092, Zürich, Switzerland
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32
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Abstract
Members of the family Bacillaceae are among the most robust bacteria on Earth, which is mainly due to their ability to form resistant endospores. This trait is believed to be the key factor determining the ecology of these bacteria. However, they also perform fundamental roles in soil ecology (i.e., the cycling of organic matter) and in plant health and growth stimulation (e.g., via suppression of plant pathogens and phosphate solubilization). In this review, we describe the high functional and genetic diversity that is found within the Bacillaceae (a family of low-G+C% Gram-positive spore-forming bacteria), their roles in ecology and in applied sciences related to agriculture. We then pose questions with respect to their ecological behavior, zooming in on the intricate social behavior that is becoming increasingly well characterized for some members of Bacillaceae. Such social behavior, which includes cell-to-cell signaling via quorum sensing or other mechanisms (e.g., the production of extracellular hydrolytic enzymes, toxins, antibiotics and/or surfactants) is a key determinant of their lifestyle and is also believed to drive diversification processes. It is only with a deeper understanding of cell-to-cell interactions that we will be able to understand the ecological and diversification processes of natural populations within the family Bacillaceae. Ultimately, the resulting improvements in understanding will benefit practical efforts to apply representatives of these bacteria in promoting plant growth as well as biological control of plant pathogens.
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33
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Chong CW, Pearce DA, Convey P. Emerging spatial patterns in Antarctic prokaryotes. Front Microbiol 2015; 6:1058. [PMID: 26483777 PMCID: PMC4588704 DOI: 10.3389/fmicb.2015.01058] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2015] [Accepted: 09/14/2015] [Indexed: 11/13/2022] Open
Abstract
Recent advances in knowledge of patterns of biogeography in terrestrial eukaryotic organisms have led to a fundamental paradigm shift in understanding of the controls and history of life on land in Antarctica, and its interactions over the long term with the glaciological and geological processes that have shaped the continent. However, while it has long been recognized that the terrestrial ecosystems of Antarctica are dominated by microbes and their processes, knowledge of microbial diversity and distributions has lagged far behind that of the macroscopic eukaryote organisms. Increasing human contact with and activity in the continent is leading to risks of biological contamination and change in a region whose isolation has protected it for millions of years at least; these risks may be particularly acute for microbial communities which have, as yet, received scant recognition and attention. Even a matter apparently as straightforward as Protected Area designation in Antarctica requires robust biodiversity data which, in most parts of the continent, remain almost completely unavailable. A range of important contributing factors mean that it is now timely to reconsider the state of knowledge of Antarctic terrestrial prokaryotes. Rapid advances in molecular biological approaches are increasingly demonstrating that bacterial diversity in Antarctica may be far greater than previously thought, and that there is overlap in the environmental controls affecting both Antarctic prokaryotic and eukaryotic communities. Bacterial dispersal mechanisms and colonization patterns remain largely unaddressed, although evidence for regional evolutionary differentiation is rapidly accruing and, with this, there is increasing appreciation of patterns in regional bacterial biogeography in this large part of the globe. In this review, we set out to describe the state of knowledge of Antarctic prokaryote diversity patterns, drawing analogy with those of eukaryote groups where appropriate. Based on our synthesis, it is clear that spatial patterns of Antarctic prokaryotes can be unique at local scales, while the limited evidence available to date supports the group exhibiting overall regional biogeographical patterns similar to the eukaryotes. We further consider the applicability of the concept of “functional redundancy” for the Antarctic microbial community and highlight the requirements for proper consideration of their important and distinctive roles in Antarctic terrestrial ecosystems.
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Affiliation(s)
- Chun-Wie Chong
- Department of Life Sciences, School of Pharmacy, International Medical University, Kuala Lumpur Malaysia ; National Antarctic Research Center, University of Malaya, Kuala Lumpur Malaysia
| | - David A Pearce
- National Antarctic Research Center, University of Malaya, Kuala Lumpur Malaysia ; Faculty of Health and Life Sciences, University of Northumbria, Newcastle upon Tyne UK ; University Centre in Svalbard, Longyearbyen Norway ; British Antarctic Survey, Cambridge UK
| | - Peter Convey
- National Antarctic Research Center, University of Malaya, Kuala Lumpur Malaysia ; British Antarctic Survey, Cambridge UK
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34
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van Vliet S, Hol FJH, Weenink T, Galajda P, Keymer JE. The effects of chemical interactions and culture history on the colonization of structured habitats by competing bacterial populations. BMC Microbiol 2014; 14:116. [PMID: 24884963 PMCID: PMC4032360 DOI: 10.1186/1471-2180-14-116] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2013] [Accepted: 05/01/2014] [Indexed: 02/01/2023] Open
Abstract
Background Bacterial habitats, such as soil and the gut, are structured at the micrometer scale. Important aspects of microbial life in such spatial ecosystems are migration and colonization. Here we explore the colonization of a structured ecosystem by two neutrally labeled strains of Escherichia coli. Using time-lapse microscopy we studied the colonization of one-dimensional arrays of habitat patches linked by connectors, which were invaded by the two E. coli strains from opposite sides. Results The two strains colonize a habitat from opposite sides by a series of traveling waves followed by an expansion front. When population waves collide, they branch into a continuing traveling wave, a reflected wave and a stationary population. When the two strains invade the landscape from opposite sides, they remain segregated in space and often one population will displace the other from most of the habitat. However, when the strains are co-cultured before entering the habitats, they colonize the habitat together and do not separate spatially. Using physically separated, but diffusionally coupled, habitats we show that colonization waves and expansion fronts interact trough diffusible molecules, and not by direct competition for space. Furthermore, we found that colonization outcome is influenced by a culture’s history, as the culture with the longest doubling time in bulk conditions tends to take over the largest fraction of the habitat. Finally, we observed that population distributions in parallel habitats located on the same device and inoculated with cells from the same overnight culture are significantly more similar to each other than to patterns in identical habitats located on different devices inoculated with cells from different overnight cultures, even tough all cultures were started from the same −80°C frozen stock. Conclusions We found that the colonization of spatially structure habitats by two interacting populations can lead to the formation of complex, but reproducible, spatiotemporal patterns. Furthermore, we showed that chemical interactions between two populations cause them to remain spatially segregated while they compete for habitat space. Finally, we observed that growth properties in bulk conditions correlate with the outcome of habitat colonization. Together, our data show the crucial roles of chemical interactions between populations and a culture’s history in determining the outcome of habitat colonization.
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Affiliation(s)
- Simon van Vliet
- Department of Bionanoscience, Kavli Institute of Nanoscience, Delft University of Technology, Lorentzweg 1, Delft, CJ 2628, The Netherlands.
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Horizontal gene transfer can rescue prokaryotes from Muller's ratchet: benefit of DNA from dead cells and population subdivision. G3-GENES GENOMES GENETICS 2014; 4:325-39. [PMID: 24347631 PMCID: PMC3931566 DOI: 10.1534/g3.113.009845] [Citation(s) in RCA: 111] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Horizontal gene transfer (HGT) is a major factor in the evolution of prokaryotes. An intriguing question is whether HGT is maintained during evolution of prokaryotes owing to its adaptive value or is a byproduct of selection driven by other factors such as consumption of extracellular DNA (eDNA) as a nutrient. One hypothesis posits that HGT can restore genes inactivated by mutations and thereby prevent stochastic, irreversible deterioration of genomes in finite populations known as Muller’s ratchet. To examine this hypothesis, we developed a population genetic model of prokaryotes undergoing HGT via homologous recombination. Analysis of this model indicates that HGT can prevent the operation of Muller’s ratchet even when the source of transferred genes is eDNA that comes from dead cells and on average carries more deleterious mutations than the DNA of recipient live cells. Moreover, if HGT is sufficiently frequent and eDNA diffusion sufficiently rapid, a subdivided population is shown to be more resistant to Muller’s ratchet than an undivided population of an equal overall size. Thus, to maintain genomic information in the face of Muller’s ratchet, it is more advantageous to partition individuals into multiple subpopulations and let them “cross-reference” each other’s genetic information through HGT than to collect all individuals in one population and thereby maximize the efficacy of natural selection. Taken together, the results suggest that HGT could be an important condition for the long-term maintenance of genomic information in prokaryotes through the prevention of Muller’s ratchet.
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36
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Vos M, Wolf AB, Jennings SJ, Kowalchuk GA. Micro-scale determinants of bacterial diversity in soil. FEMS Microbiol Rev 2013; 37:936-54. [DOI: 10.1111/1574-6976.12023] [Citation(s) in RCA: 338] [Impact Index Per Article: 28.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2012] [Revised: 03/08/2013] [Accepted: 03/15/2013] [Indexed: 11/29/2022] Open
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37
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Chen J, He F, Zhang X, Sun X, Zheng J, Zheng J. Heavy metal pollution decreases microbial abundance, diversity and activity within particle-size fractions of a paddy soil. FEMS Microbiol Ecol 2013; 87:164-81. [DOI: 10.1111/1574-6941.12212] [Citation(s) in RCA: 165] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2013] [Revised: 08/25/2013] [Accepted: 09/03/2013] [Indexed: 11/30/2022] Open
Affiliation(s)
- Junhui Chen
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
| | - Feng He
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
| | - Xuhui Zhang
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
| | - Xuan Sun
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
| | - Jufeng Zheng
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
| | - Jinwei Zheng
- College of Resources and Environmental Sciences; Nanjing Agricultural University; Nanjing China
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38
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Prosser JI. Ecosystem processes and interactions in a morass of diversity. FEMS Microbiol Ecol 2012; 81:507-19. [PMID: 22715974 DOI: 10.1111/j.1574-6941.2012.01435.x] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2012] [Revised: 06/14/2012] [Accepted: 06/15/2012] [Indexed: 11/27/2022] Open
Abstract
High diversity in natural communities is indicated by both traditional, cultivation-based methods and molecular techniques, but the latter have significantly increased richness estimates. The increased ease and reduced cost associated with molecular analysis of microbial communities have fuelled interest in the links between richness, community composition and ecosystem function, and raise questions about our ability to understand mechanisms controlling interactions in highly complex communities. High-throughput sequencing is increasing the depth of sequencing but the relevance of such studies to important ecological questions is often unclear. This article discusses, and challenges, some of the often implicit assumptions made in community studies. It suggests greater focus on ecological questions, more critical analysis of accepted concepts and consideration of the fundamental mechanisms controlling microbial processes and interactions in situ. These considerations indicate that many questions do not require deeper sequence analysis and increased phylogenetic resolution but, rather, require analysis at smaller spatial scale, determination of phenotypic diversity and temporal, rather than snapshot, studies. Increasing realisation of the high richness of microbial communities, and potentially high physiological diversity, also require new conceptual approaches.
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Affiliation(s)
- James I Prosser
- Institute of Biological and Environmental Sciences, University of Aberdeen, Aberdeen, UK.
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39
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Badin AL, Mustafa T, Bertrand C, Monier A, Delolme C, Geremia RA, Bedell JP. Microbial communities of urban stormwater sediments: the phylogenetic structure of bacterial communities varies with porosity. FEMS Microbiol Ecol 2012; 81:324-38. [DOI: 10.1111/j.1574-6941.2012.01354.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2012] [Revised: 02/24/2012] [Accepted: 02/24/2012] [Indexed: 11/29/2022] Open
Affiliation(s)
- Anne-Laure Badin
- Université de Lyon, Lyon, France Université Lyon1, Villeurbanne, France ENTPE, Vaulx-en-velin, France CNRS, UMR 5023, Laboratoire Ecologie des Hydrosystèmes Naturels et Anthropisés; Villeurbanne; France
| | - Tarfa Mustafa
- Laboratoire d'Ecologie Alpine; CNRS UMR 5553; Université Joseph Fourier; Grenoble 1, Grenoble; France
| | - Cédric Bertrand
- Laboratoire de Chimie des Biomolécules et de l'Environnement - EA 4215; Université de Perpignan Via Domitia; Perpignan; France
| | - Armelle Monier
- Laboratoire d'Ecologie Alpine; CNRS UMR 5553; Université Joseph Fourier; Grenoble 1, Grenoble; France
| | - Cécile Delolme
- Université de Lyon, Lyon, France Université Lyon1, Villeurbanne, France ENTPE, Vaulx-en-velin, France CNRS, UMR 5023, Laboratoire Ecologie des Hydrosystèmes Naturels et Anthropisés; Villeurbanne; France
| | - Roberto A. Geremia
- Laboratoire d'Ecologie Alpine; CNRS UMR 5553; Université Joseph Fourier; Grenoble 1, Grenoble; France
| | - Jean-Philippe Bedell
- Université de Lyon, Lyon, France Université Lyon1, Villeurbanne, France ENTPE, Vaulx-en-velin, France CNRS, UMR 5023, Laboratoire Ecologie des Hydrosystèmes Naturels et Anthropisés; Villeurbanne; France
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Stefanic P, Decorosi F, Viti C, Petito J, Cohan FM, Mandic-Mulec I. The quorum sensing diversity within and between ecotypes of Bacillus subtilis. Environ Microbiol 2012; 14:1378-89. [PMID: 22390407 DOI: 10.1111/j.1462-2920.2012.02717.x] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Ecological sociobiology is an emerging field that aims to frame social evolution in terms of ecological adaptation. Here we explore the ecological context for evolution of quorum sensing diversity in bacteria, where social communication is limited to members of the same quorum sensing type (pherotype). We sampled isolates of Bacillus subtilis from soil on a microgeographical scale and identified three ecologically distinct phylogenetic groups (ecotypes) and three pherotypes. Each pherotype was strongly associated with a different ecotype, suggesting that it is usually not adaptive for one ecotype to 'listen' to the signalling of another. Each ecotype, however, contained one or more minority pherotypes shared with the other B. subtilis ecotypes and with more distantly related species taxa. The pherotype diversity within ecotypes is consistent with two models: first, a pherotype cycling model, whereby minority pherotypes enter a population through horizontal genetic transfer and increase in frequency through cheating the social interaction; and second, an occasional advantage model, such that when two ecotypes are each below their quorum densities, they may benefit from listening to one another. This is the first survey of pherotype diversity in relation to ecotypes and it will be interesting to further test the hypotheses raised and supported here, and to explore other bacterial systems for the role of ecological divergence in fostering pherotype diversity.
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Affiliation(s)
- Polonca Stefanic
- Biotechnical Faculty, University of Ljubljana, Ljubljana, Slovenia Department of Agricultural Biotechnology, University of Florence, Florence, Italy
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41
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Scaling down the analysis of environmental processes: monitoring enzyme activity in natural substrates on a millimeter resolution scale. Appl Environ Microbiol 2012; 78:3473-5. [PMID: 22389368 DOI: 10.1128/aem.07953-11] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Natural environments often show high levels of spatial heterogeneity. With a methodology based on the immobilization of fluorescent substrates, the distribution of extracellular enzymes can be studied at a 2.3-mm resolution with a detection limit of 1.8 nmol · h(-1) · cm(-2). The method is applicable to environmental samples such as wood, litter, soil, or fungal colonies.
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Delmont TO, Prestat E, Keegan KP, Faubladier M, Robe P, Clark IM, Pelletier E, Hirsch PR, Meyer F, Gilbert JA, Le Paslier D, Simonet P, Vogel TM. Structure, fluctuation and magnitude of a natural grassland soil metagenome. ISME JOURNAL 2012; 6:1677-87. [PMID: 22297556 DOI: 10.1038/ismej.2011.197] [Citation(s) in RCA: 123] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The soil ecosystem is critical for human health, affecting aspects of the environment from key agricultural and edaphic parameters to critical influence on climate change. Soil has more unknown biodiversity than any other ecosystem. We have applied diverse DNA extraction methods coupled with high throughput pyrosequencing to explore 4.88 × 10(9) bp of metagenomic sequence data from the longest continually studied soil environment (Park Grass experiment at Rothamsted Research in the UK). Results emphasize important DNA extraction biases and unexpectedly low seasonal and vertical soil metagenomic functional class variations. Clustering-based subsystems and carbohydrate metabolism had the largest quantity of annotated reads assigned although <50% of reads were assigned at an E value cutoff of 10(-5). In addition, with the more detailed subsystems, cAMP signaling in bacteria (3.24±0.27% of the annotated reads) and the Ton and Tol transport systems (1.69±0.11%) were relatively highly represented. The most highly represented genome from the database was that for a Bradyrhizobium species. The metagenomic variance created by integrating natural and methodological fluctuations represents a global picture of the Rothamsted soil metagenome that can be used for specific questions and future inter-environmental metagenomic comparisons. However, only 1% of annotated sequences correspond to already sequenced genomes at 96% similarity and E values of <10(-5), thus, considerable genomic reconstructions efforts still have to be performed.
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Affiliation(s)
- Tom O Delmont
- Environmental Microbial Genomics, Ecole Centrale de Lyon, Université de Lyon, Ecully, France
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Interspecies interactions that result in Bacillus subtilis forming biofilms are mediated mainly by members of its own genus. Proc Natl Acad Sci U S A 2011; 108:E1236-43. [PMID: 22074846 DOI: 10.1073/pnas.1103630108] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Many different systems of bacterial interactions have been described. However, relatively few studies have explored how interactions between different microorganisms might influence bacterial development. To explore such interspecies interactions, we focused on Bacillus subtilis, which characteristically develops into matrix-producing cannibals before entering sporulation. We investigated whether organisms from the natural environment of B. subtilis--the soil--were able to alter the development of B. subtilis. To test this possibility, we developed a coculture microcolony screen in which we used fluorescent reporters to identify soil bacteria able to induce matrix production in B. subtilis. Most of the bacteria that influence matrix production in B. subtilis are members of the genus Bacillus, suggesting that such interactions may be predominantly with close relatives. The interactions we observed were mediated via two different mechanisms. One resulted in increased expression of matrix genes via the activation of a sensor histidine kinase, KinD. The second was kinase independent and conceivably functions by altering the relative subpopulations of B. subtilis cell types by preferentially killing noncannibals. These two mechanisms were grouped according to the inducing strain's relatedness to B. subtilis. Our results suggest that bacteria preferentially alter their development in response to secreted molecules from closely related bacteria and do so using mechanisms that depend on the phylogenetic relatedness of the interacting bacteria.
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44
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Shank EA, Kolter R. Extracellular signaling and multicellularity in Bacillus subtilis. Curr Opin Microbiol 2011; 14:741-7. [PMID: 22024380 DOI: 10.1016/j.mib.2011.09.016] [Citation(s) in RCA: 73] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2011] [Revised: 09/19/2011] [Accepted: 09/29/2011] [Indexed: 11/29/2022]
Abstract
Bacillus subtilis regulates its ability to differentiate into distinct, co-existing cell types in response to extracellular signaling molecules produced either by itself, or present in its environment. The production of molecules by B. subtilis cells, as well as their response to these signals, is not uniform across the population. There is specificity and heterogeneity both within genetically identical populations as well as at the strain-level and species-level. This review will discuss how extracellular signaling compounds influence B. subtilis multicellularity with regard to matrix-producing cannibal differentiation, germination, and swarming behavior, as well as the specificity of the quorum-sensing peptides ComX and CSF. It will also highlight how imaging mass spectrometry can aid in identifying signaling compounds and contribute to our understanding of the functional relationship between such compounds and multicellular behavior.
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Affiliation(s)
- Elizabeth Anne Shank
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA 02115, United States.
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45
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Centler F, Fetzer I, Thullner M. Modeling population patterns of chemotactic bacteria in homogeneous porous media. J Theor Biol 2011; 287:82-91. [PMID: 21824482 DOI: 10.1016/j.jtbi.2011.07.024] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2010] [Revised: 07/22/2011] [Accepted: 07/26/2011] [Indexed: 10/17/2022]
Abstract
The spatio-temporal distribution of subsurface microorganisms determines their efficiency in providing essential ecosystem services such as the degradation of organic matter, the remineralization of carbon and nitrogen, or the remediation of anthropogenic contaminants. Populations of motile, chemotactic bacteria have been shown to be capable of pattern formation even in the absence of environmental heterogeneities. Focusing on the water saturated domain of the subsurface (e.g., aquatic sediments, porous aquifers), we analyze this innate capability of bacterial populations in an idealized model of a homogeneous, saturated porous medium. Considering a linear array of connected, identical microhabitats populated by motile, chemotactic bacterial cells, we identify prerequisites for pattern formation, analyze types of patterns, and assess their impact on substrate utilization. In our model, substrate supplied to the microhabitats facilitates bacterial growth, and microbial cells can migrate between neighboring microhabitats due to (i) random motility, (ii) chemotaxis towards substrate, and (iii) self-attraction. A precondition for inhomogeneous population patterns is analytically derived, stating that patterns are possible if the self-attraction exceeds a threshold defined by the random motility and the steady state population density in the microhabitats. An individual-based implementation of the model shows that static and dynamic population patterns can unfold. Degradation efficiency is highest for homogeneous bacterial distributions and decreases as pattern formation commences. If during biostimulation efforts the carrying capacity of the microhabitats is successively increased, simulation results show that degradation efficiency can unexpectedly decrease when the pattern formation threshold is crossed.
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Affiliation(s)
- Florian Centler
- Department of Environmental Microbiology, UFZ - Helmholtz Centre for Environmental Research, Permoserstraße 15, D-04318 Leipzig, Germany.
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46
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Lombard N, Prestat E, van Elsas JD, Simonet P. Soil-specific limitations for access and analysis of soil microbial communities by metagenomics. FEMS Microbiol Ecol 2011; 78:31-49. [PMID: 21631545 DOI: 10.1111/j.1574-6941.2011.01140.x] [Citation(s) in RCA: 102] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Metagenomics approaches represent an important way to acquire information on the microbial communities present in complex environments like soil. However, to what extent do these approaches provide us with a true picture of soil microbial diversity? Soil is a challenging environment to work with. Its physicochemical properties affect microbial distributions inside the soil matrix, metagenome extraction and its subsequent analyses. To better understand the bias inherent to soil metagenome 'processing', we focus on soil physicochemical properties and their effects on the perceived bacterial distribution. In the light of this information, each step of soil metagenome processing is then discussed, with an emphasis on strategies for optimal soil sampling. Then, the interaction of cells and DNA with the soil matrix and the consequences for microbial DNA extraction are examined. Soil DNA extraction methods are compared and the veracity of the microbial profiles obtained is discussed. Finally, soil metagenomic sequence analysis and exploitation methods are reviewed.
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Affiliation(s)
- Nathalie Lombard
- Department of Marine Biotechnology, Institute of Marine Environmental Technology, University of Maryland Baltimore County, Baltimore, MD 21202, USA.
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47
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Nemergut DR, Costello EK, Hamady M, Lozupone C, Jiang L, Schmidt SK, Fierer N, Townsend AR, Cleveland CC, Stanish L, Knight R. Global patterns in the biogeography of bacterial taxa. Environ Microbiol 2011; 13:135-144. [PMID: 21199253 DOI: 10.1111/j.1462-2920.2010.02315.x] [Citation(s) in RCA: 254] [Impact Index Per Article: 18.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Bacteria control major nutrient cycles and directly influence plant, animal and human health. However, we know relatively little about the forces shaping their large-scale ecological ranges. Here, we reveal patterns in the distribution of individual bacterial taxa at multiple levels of phylogenetic resolution within and between Earth's major habitat types. Our analyses suggest that while macro-scale habitats structure bacterial distribution to some degree, abundant bacteria (i.e. detectable using 16S rRNA gene sequencing methods) are confined to single assemblages. Additionally, we show that the most cosmopolitan taxa are also the most abundant in individual assemblages. These results add to the growing body of data that support that the diversity of the overall bacterial metagenome is tremendous. The mechanisms governing microbial distribution remain poorly understood, but our analyses provide a framework with which to test the importance of macro-ecological environmental gradients, relative abundance, neutral processes and the ecological strategies of individual taxa in structuring microbial communities.
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Affiliation(s)
- Diana R Nemergut
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Elizabeth K Costello
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Micah Hamady
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Catherine Lozupone
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Lin Jiang
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Steven K Schmidt
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Noah Fierer
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Alan R Townsend
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Cory C Cleveland
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Lee Stanish
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
| | - Rob Knight
- Institute of Arctic and Alpine Research,Environmental Studies Program,Department of Chemistry and BiochemistryDepartment of Computer ScienceDepartment of Ecology and Evolutionary BiologyCooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA.Center for Genome Sciences, Washington University School of Medicine, St. Louis, MO 63108, USA.School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA.Department of Ecosystem and Conservation Sciences, University of Montana, Missoula, MT 59812
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48
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Mandic-Mulec I, Prosser JI. Diversity of Endospore-forming Bacteria in Soil: Characterization and Driving Mechanisms. SOIL BIOLOGY 2011. [DOI: 10.1007/978-3-642-19577-8_2] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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49
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Kaspari M, Stevenson BS, Shik J, Kerekes JF. Scaling community structure: how bacteria, fungi, and ant taxocenes differentiate along a tropical forest floor. Ecology 2010; 91:2221-6. [DOI: 10.1890/09-2089.1] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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50
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Burmølle M, Thomsen TR, Fazli M, Dige I, Christensen L, Homøe P, Tvede M, Nyvad B, Tolker-Nielsen T, Givskov M, Moser C, Kirketerp-Møller K, Johansen HK, Høiby N, Jensen PØ, Sørensen SJ, Bjarnsholt T. Biofilms in chronic infections - a matter of opportunity - monospecies biofilms in multispecies infections. ACTA ACUST UNITED AC 2010; 59:324-36. [PMID: 20602635 DOI: 10.1111/j.1574-695x.2010.00714.x] [Citation(s) in RCA: 299] [Impact Index Per Article: 19.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
It has become evident that aggregation or biofilm formation is an important survival mechanism for bacteria in almost any environment. In this review, we summarize recent visualizations of bacterial aggregates in several chronic infections (chronic otitis media, cystic fibrosis, infection due to permanent tissue fillers and chronic wounds) both as to distribution (such as where in the wound bed) and organization (monospecies or multispecies microcolonies). We correlate these biofilm observations to observations of commensal biofilms (dental and intestine) and biofilms in natural ecosystems (soil). The observations of the chronic biofilm infections point toward a trend of low bacterial diversity and sovereign monospecies biofilm aggregates even though the infection in which they reside are multispecies. In contrast to this, commensal and natural biofilm aggregates contain multiple species that are believed to coexist, interact and form biofilms with high bacterial and niche diversity. We discuss these differences from both the diagnostic and the scientific point of view.
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Affiliation(s)
- Mette Burmølle
- Department of Biology, University of Copenhagen, Denmark
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