1
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Wu W, Hsieh CH, Logares R, Lennon JT, Liu H. Ecological processes shaping highly connected bacterial communities along strong environmental gradients. FEMS Microbiol Ecol 2024; 100:fiae146. [PMID: 39479791 DOI: 10.1093/femsec/fiae146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 10/18/2024] [Accepted: 10/29/2024] [Indexed: 11/24/2024] Open
Abstract
Along the river-sea continuum, microorganisms are directionally dispersed by water flow while being exposed to strong environmental gradients. To compare the two assembly mechanisms that may strongly and differently influence metacommunity dynamics, namely homogenizing dispersal and heterogeneous selection, we characterized the total (16S rRNA gene) and putatively active (16S rRNA transcript) bacterial communities in the Pearl River-South China Sea Continuum, during the wet (summer) and dry (winter) seasons using high-throughput sequencing. Moreover, well-defined sampling was conducted by including freshwater, oligohaline, mesohaline, polyhaline, and marine habitats. We found that heterogeneous selection exceeded homogenizing dispersal in both the total and active fractions of bacterial communities in two seasons. However, homogeneous selection was prevalent (the dominant except in active bacterial communities during summer), which was primarily due to the bacterial communities' tremendous diversity (associated with high rarity) and our specific sampling design. In either summer or winter seasons, homogeneous and heterogeneous selection showed higher relative importance in total and active communities, respectively, implying that the active bacteria were more responsive to environmental gradients than were the total bacteria. In summary, our findings provide insight into the assembly of bacterial communities in natural ecosystems with high spatial connectivity and environmental heterogeneity.
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Affiliation(s)
- Wenxue Wu
- State Key Laboratory of Marine Resource Utilization in South China Sea, Hainan University, Haikou 570228, Chinese mainland
- Southern Marine Science and Engineering Guangdong Laboratory, Zhuhai 519082, Chinese mainland
- School of Marine Science, Sun Yat-sen University, Zhuhai 519082, Chinese mainland
| | - Chih-Hao Hsieh
- Institute of Oceanography, National Taiwan University, Taipei 106319, Taiwan
| | - Ramiro Logares
- Institute of Marine Sciences, CSIC, Barcelona 08003, Spain
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN 47405, United States
| | - Hongbin Liu
- Southern Marine Science and Engineering Guangdong Laboratory, Zhuhai 519082, Chinese mainland
- Department of Ocean Science, The Hong Kong University of Science and Technology, Kowloon 999077, Hong Kong
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2
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Prabhakara KH, Kuehn S. Algae drive convergent bacterial community assembly at low dilution frequency. iScience 2023; 26:106879. [PMID: 37275519 PMCID: PMC10238937 DOI: 10.1016/j.isci.2023.106879] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 12/22/2022] [Accepted: 05/10/2023] [Indexed: 06/07/2023] Open
Abstract
Microbial community assembly is a complex dynamical process that determines community structure and function. The interdependence of inter-species interactions and nutrient availability presents a challenge for understanding community assembly. We sought to understand how external nutrient supply rate modulated interactions to affect the assembly process. A statistical decomposition of taxonomic structures of bacterial communities assembled with and without algae and at varying dilution frequencies allowed the separation of the effects of biotic (presence of algae) and abiotic (dilution frequency) factors on community assembly. For infrequent dilutions, the algae strongly impact community assembly, driving initially diverse bacterial consortia to converge to a common structure. Analyzing sequencing data revealed that this convergence is largely mediated by a decline in the relative abundance of specific taxa in the presence of algae. This study shows that complex phototroph-heterotroph communities can be powerful model systems for understanding assembly processes relevant to the global ecosystem functioning.
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Affiliation(s)
- Kaumudi H Prabhakara
- Center for Physics of Evolving Systems, University of Chicago, Chicago, IL 60637, USA
- Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637, USA
| | - Seppe Kuehn
- Center for Physics of Evolving Systems, University of Chicago, Chicago, IL 60637, USA
- Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637, USA
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3
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Dutton CL, Subalusky AL, Sanchez A, Estrela S, Lu N, Hamilton SK, Njoroge L, Rosi EJ, Post DM. The meta-gut: community coalescence of animal gut and environmental microbiomes. Sci Rep 2021; 11:23117. [PMID: 34848778 PMCID: PMC8633035 DOI: 10.1038/s41598-021-02349-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 11/08/2021] [Indexed: 01/04/2023] Open
Abstract
All animals carry specialized microbiomes, and their gut microbiota are continuously released into the environment through excretion of waste. Here we propose the meta-gut as a novel conceptual framework that addresses the ability of the gut microbiome released from an animal to function outside the host and alter biogeochemical processes mediated by microbes. We demonstrate this dynamic in the hippopotamus (hippo) and the pools they inhabit. We used natural field gradients and experimental approaches to examine fecal and pool water microbial communities and aquatic biogeochemistry across a range of hippo inputs. Sequencing using 16S RNA methods revealed community coalescence between hippo gut microbiomes and the active microbial communities in hippo pools that received high inputs of hippo feces. The shared microbiome between the hippo gut and the waters into which they excrete constitutes a meta-gut system that could influence the biogeochemistry of recipient ecosystems and provide a reservoir of gut microbiomes that could influence other hosts. We propose that meta-gut dynamics may also occur where other animal species congregate in high densities, particularly in aquatic environments.
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Affiliation(s)
- Christopher L Dutton
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA.
- Department of Biology, University of Florida, Gainesville, FL, USA.
| | - Amanda L Subalusky
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA
- Department of Biology, University of Florida, Gainesville, FL, USA
| | - Alvaro Sanchez
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA
- Microbial Sciences Institute, Yale University, New Haven, CT, USA
| | - Sylvie Estrela
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA
- Microbial Sciences Institute, Yale University, New Haven, CT, USA
| | - Nanxi Lu
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA
- Microbial Sciences Institute, Yale University, New Haven, CT, USA
| | - Stephen K Hamilton
- W.K. Kellogg Biological Station and Department of Integrative Biology, Michigan State University, Hickory Corners, MI, USA
- Cary Institute of Ecosystem Studies, Millbrook, NY, USA
| | | | - Emma J Rosi
- Cary Institute of Ecosystem Studies, Millbrook, NY, USA
| | - David M Post
- Department of Ecology and Evolutionary Biology, Yale University, 165 Prospect St., New Haven, CT, 06511, USA
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4
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Terrestrial connectivity, upstream aquatic history and seasonality shape bacterial community assembly within a large boreal aquatic network. ISME JOURNAL 2021; 16:937-947. [PMID: 34725445 PMCID: PMC8941091 DOI: 10.1038/s41396-021-01146-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 10/13/2021] [Accepted: 10/18/2021] [Indexed: 11/15/2022]
Abstract
During transit from soils to the ocean, microbial communities are modified and re-assembled, generating complex patterns of ecological succession. The potential effect of upstream assembly on downstream microbial community composition is seldom considered within aquatic networks. Here, we reconstructed the microbial succession along a land-freshwater-estuary continuum within La Romaine river watershed in Northeastern Canada. We captured hydrological seasonality and differentiated the total and reactive community by sequencing both 16 S rRNA genes and transcripts. By examining how DNA- and RNA-based assemblages diverge and converge along the continuum, we inferred temporal shifts in the relative importance of assembly processes, with mass effects dominant in spring, and species selection becoming stronger in summer. The location of strongest selection within the network differed between seasons, suggesting that selection hotspots shift depending on hydrological conditions. The unreactive fraction (no/minor RNA contribution) was composed of taxa with diverse potential origins along the whole aquatic network, while the majority of the reactive pool (major RNA contribution) could be traced to soil/soilwater-derived taxa, which were distributed along the entire rank-abundance curve. Overall, our findings highlight the importance of considering upstream history, hydrological seasonality and the reactive microbial fraction to fully understand microbial community assembly on a network scale.
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5
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Kim MS, Kim KH, Hwang SJ, Lee TK. Role of Algal Community Stability in Harmful Algal Blooms in River-Connected Lakes. MICROBIAL ECOLOGY 2021; 82:309-318. [PMID: 33469721 DOI: 10.1007/s00248-020-01676-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 12/28/2020] [Indexed: 06/12/2023]
Abstract
Harmful algal blooms (HABs) in freshwater produce toxins that pose a threat to public health and aquatic ecosystems. Although algal communities have been studied globally to understand the characteristics of HABs, the occurrence of toxic cyanobacteria in freshwater ecosystems is rarely understood. Unlike abiotic factors, the effects of biotic factors (e.g., interaction, dominance, and variability) on the occurrence of toxic cyanobacteria were overlooked due to the intricate interaction of microorganisms under different environmental conditions. To address this problem, a comprehensive ecological concept stability, which encompasses variations in species or communities due to changing biological interactions or environmental fluctuations, was applied in this study. The algal communities in six river-connected lakes in the North Han River, South Korea, were classified into high and low stability groups. The algal species belonging to diatoms and green algae groups played a major role in the interaction within the algal community in highly stable lakes, but the frequency of Microcystis led the interaction within the algal community at the center of the network in low-stability lakes. These results indicate that the interaction within the cluster is easily changed by Microcystis, where the abundance explosively increases in lakes with low algal community stability. Water quality is more strongly associated with the occurrence of toxic cyanobacteria (Microcystis and Dolichospermum). In low-stability lakes, more diverse water quality indicators are correlated with the development of toxic algae than in high-stability lakes. This paper is the first report on the importance of algal community stability in freshwater in the occurrence of toxic cyanobacteria and offers a new perspective on Microcystis monitoring and management.
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Affiliation(s)
- Min Sung Kim
- Department of Environmental Engineering, College of Health Science, Yonsei University, Gangwon, 26493, South Korea
- Bio-Chemical Analysis Group, Center for Research Equipment, Korea Basic Science Institute, Cheongju, 28119, South Korea
| | - Keon Hee Kim
- Department of Environmental Health Science, College of Life Science, Konkuk University, Seoul, 05029, South Korea
| | - Soon Jin Hwang
- Department of Environmental Health Science, College of Life Science, Konkuk University, Seoul, 05029, South Korea
| | - Tae Kwon Lee
- Department of Environmental Engineering, College of Health Science, Yonsei University, Gangwon, 26493, South Korea.
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6
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Kuo V, Lehmkuhl BK, Lennon JT. Resuscitation of the microbial seed bank alters plant-soil interactions. Mol Ecol 2021; 30:2905-2914. [PMID: 33894046 DOI: 10.1111/mec.15932] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 03/19/2021] [Accepted: 04/14/2021] [Indexed: 12/24/2022]
Abstract
While microorganisms are recognized for driving belowground processes that influence the productivity and fitness of plant populations, the vast majority of bacteria and fungi in soil belong to a seed bank consisting of dormant individuals. However, plant performance may be affected by microbial dormancy through its effects on the activity, abundance, and diversity of soil microorganisms. To test how microbial seed banks influence plant-soil interactions, we purified recombinant resuscitation promoting factor (Rpf), a bacterial protein that terminates dormancy. In a factorially designed experiment, we then applied the Rpf to soil containing field mustard (Brassica rapa), an agronomically important plant species. Plant biomass was ~33% lower in the Rpf treatment compared to plants grown with an unmanipulated microbial seed bank. In addition, Rpf reduced soil respiration, decreased bacterial abundance, and increased fungal abundance. These effects of Rpf on plant performance were accompanied by shifts in bacterial community composition, which may have diluted mutualists or resuscitated pathogens. Our findings suggest that changes in microbial seed banks may influence the magnitude and direction of plant-soil feedbacks in ways that affect above- and belowground biodiversity and function.
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Affiliation(s)
- Venus Kuo
- Department of Biology, Indiana University, Bloomington, IN, USA
| | | | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN, USA
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7
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Wisnoski NI, Muscarella ME, Larsen ML, Peralta AL, Lennon JT. Metabolic insight into bacterial community assembly across ecosystem boundaries. Ecology 2020; 101:e02968. [DOI: 10.1002/ecy.2968] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 11/14/2019] [Accepted: 12/20/2019] [Indexed: 12/23/2022]
Affiliation(s)
| | | | - Megan L. Larsen
- Department of Biology Indiana University Bloomington Indiana47405USA
| | - Ariane L. Peralta
- Department of Biology Indiana University Bloomington Indiana47405USA
| | - Jay T. Lennon
- Department of Biology Indiana University Bloomington Indiana47405USA
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8
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Eckert EM, Quero GM, Di Cesare A, Manfredini G, Mapelli F, Borin S, Fontaneto D, Luna GM, Corno G. Antibiotic disturbance affects aquatic microbial community composition and food web interactions but not community resilience. Mol Ecol 2019; 28:1170-1182. [PMID: 30697889 DOI: 10.1111/mec.15033] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2017] [Revised: 12/13/2018] [Accepted: 01/14/2019] [Indexed: 01/17/2023]
Abstract
Notwithstanding the fundamental role that environmental microbes play for ecosystem functioning, data on how microbes react to disturbances are still scarce, and most factors that confer stability to microbial communities are unknown. In this context, antibiotic discharge into the environment is considered a worldwide threat for ecosystems with potential risks to human health. We therefore tested resilience of microbial communities challenged by the presence of an antibiotic. In a continuous culture experiment, we compared the abundance, composition and diversity of microbial communities undisturbed or disturbed by the constant addiction of tetracycline in low (10 µg/L) or intermediate (100 µg/L) concentration (press disturbance). Further, the bacterial communities in the three treatments had to face the sudden pulse disturbance of adding an allochthonous bacterium (Escherichia coli). Tetracycline, even at low concentrations, affected microbial communities by changing their phylogenetic composition and causing cell aggregation. This, however, did not coincide with a reduced microbial diversity, but was mainly caused by a shift in dominance of specific bacterial families. Moreover, the less disturbed community (10 µg/L tetracycline) was sometimes more similar to the control and sometimes more similar to heavily disturbed community (100 µg/L tetracycline). All in all, we could not see a pattern where the communities disturbed with antibiotics were less resilient to a second disturbance introducing E. coli, but they seemed to be able to buffer the input of the allochthonous strain in a similar manner as the control.
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Affiliation(s)
- Ester M Eckert
- Microbial Ecology Group, National Research Council - Water Research Institute (CNR-IRSA), Verbania, Italy
| | - Grazia M Quero
- Department of Integrative Marine Ecology (EMI), Stazione Zoologica Anton Dohrn (SZN), Napoli, Italy
| | - Andrea Di Cesare
- Microbial Ecology Group, National Research Council - Water Research Institute (CNR-IRSA), Verbania, Italy.,Department of Environmental and Life Sciences (DISTAV), University of Genoa, Genova, Italy
| | - Giuliana Manfredini
- Microbial Ecology Group, National Research Council - Water Research Institute (CNR-IRSA), Verbania, Italy
| | - Francesca Mapelli
- Department of Food, Environmental and Nutritional Sciences, University of Milan, Milano, Italy
| | - Sara Borin
- Department of Food, Environmental and Nutritional Sciences, University of Milan, Milano, Italy
| | - Diego Fontaneto
- Microbial Ecology Group, National Research Council - Water Research Institute (CNR-IRSA), Verbania, Italy
| | - Gian Marco Luna
- National Research Council, Istituto per le Risorse Biologiche e le Biotecnologie Marine (CNR-IRBIM), Ancona, Italy
| | - Gianluca Corno
- Microbial Ecology Group, National Research Council - Water Research Institute (CNR-IRSA), Verbania, Italy
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9
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Muscarella ME, Boot CM, Broeckling CD, Lennon JT. Resource heterogeneity structures aquatic bacterial communities. ISME JOURNAL 2019; 13:2183-2195. [PMID: 31053829 DOI: 10.1038/s41396-019-0427-7] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 04/10/2019] [Indexed: 01/20/2023]
Abstract
Microorganisms are strongly influenced by the bottom-up effects of resource supply. While many species respond to fluctuations in the concentration of resources, microbial diversity may also be affected by the heterogeneity of the resource pool, which often reflects a mixture of distinct molecules. To test this hypothesis, we examined resource-diversity relationships for bacterioplankton in a set of north temperate lakes that varied in their concentration and composition of dissolved organic matter (DOM), which is an important resource for heterotrophic bacteria. Using 16S rRNA transcript sequencing and ecosystem metabolomics, we documented strong relationships between bacterial alpha-diversity (richness and evenness) and the bulk concentration and the number of molecules in the DOM pool. Similarly, bacterial community beta-diversity was related to both DOM concentration and composition. However, in some lakes the relative abundance of resource generalists, which was inversely related to the DOM concentration, may have reduced the effect of DOM heterogeneity on community composition. Together, our results demonstrate the potential metabolic interactions between bacteria and organic matter and suggest that changes in organic matter composition may alter the structure and function of bacterial communities.
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Affiliation(s)
- Mario E Muscarella
- Department of Plant Biology, University of Illinois, Urbana-Champaign, IL, 61801, USA.,Department of Biology, Indiana University, Bloomington, IN, 47405, USA
| | - Claudia M Boot
- Natural Resource Ecology Laboratory, Colorado State University, Fort Collins, 80523, CO, USA.,Department of Chemistry, Colorado State University, Fort Collins, 80523, CO, USA
| | - Corey D Broeckling
- Proteomics and Metabolomics Facility, Colorado State University, Fort Collins, 80523, CO, USA
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, IN, 47405, USA.
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10
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Hanashiro FTT, Mukherjee S, Souffreau C, Engelen J, Brans KI, Busschaert P, De Meester L. Freshwater Bacterioplankton Metacommunity Structure Along Urbanization Gradients in Belgium. Front Microbiol 2019; 10:743. [PMID: 31031725 PMCID: PMC6473040 DOI: 10.3389/fmicb.2019.00743] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Accepted: 03/25/2019] [Indexed: 12/29/2022] Open
Abstract
Urbanization is transforming and fragmenting natural environments worldwide, driving changes in biological communities through alterations in local environmental conditions as well as by changing the capacity of species to reach specific habitats. While the majority of earlier studies have been performed on higher plants and animals, it is crucial to increase our insight on microbial responses to urbanization across different spatial scales. Here, using a metacommunity approach, we evaluated the effects of urbanization on bacterioplankton communities in 50 shallow ponds in Belgium (Flanders region), one of the most urbanized areas in Northwest Europe. We estimated the relative importance of local environmental factors (35 abiotic and biotic variables), regional spatial factors and urbanization (built-up area) quantified at two spatial scales (200 m × 200 m and 3 km × 3 km). We show that urbanization at local or regional scales did not lead to strong changes in community composition and taxon diversity of bacterioplankton. Urbanization at regional scale (3 km × 3 km) explained only 2% of community composition variation while at local scale (200 m × 200 m), no effect was detected. Local environmental factors explained 13% (OTUs with relative abundance ≥ 0.1%) to 24% (12 dominant OTUs -≥ 1%) of community variation. Six local environmental variables significantly explained variation in bacterioplankton community composition: pH, alkalinity, conductivity, total phosphorus, abundance of Daphnia and concentration of copper (Cu), of which pH was partly mediated by urbanization. Our results indicate that environmental rather than spatial factors accounted for the variation in bacterioplankton community structure, suggesting that species sorting is the main process explaining bacterioplankton community assembly. Apparently, urbanization does not have a direct and strong effect on bacterioplankton metacommunity structure, probably due to the capacity of these organisms to adapt toward and colonize habitats with different environmental conditions and due to their fast adaptation and metabolic versatility. Thus, bacterioplankton communities inhabiting shallow ponds may be less affected by environmental conditions resulting from urbanization as compared to the impacts previously described for other taxa.
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Affiliation(s)
- Fabio Toshiro T Hanashiro
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
| | - Shinjini Mukherjee
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
| | - Caroline Souffreau
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
| | - Jessie Engelen
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
| | - Kristien I Brans
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
| | - Pieter Busschaert
- Department of Gynaecology and Obstetrics, UZ Leuven, Leuven, Belgium.,Division of Gynaecological Oncology, Leuven Cancer Institute, KU Leuven, Leuven, Belgium
| | - Luc De Meester
- Laboratory of Aquatic Ecology, Evolution and Conservation, Department of Biology, KU Leuven, Leuven, Belgium
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11
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Orland C, Emilson EJS, Basiliko N, Mykytczuk NCS, Gunn JM, Tanentzap AJ. Microbiome functioning depends on individual and interactive effects of the environment and community structure. ISME JOURNAL 2018; 13:1-11. [PMID: 30042502 DOI: 10.1038/s41396-018-0230-x] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Revised: 06/15/2018] [Accepted: 06/20/2018] [Indexed: 01/16/2023]
Abstract
How ecosystem functioning changes with microbial communities remains an open question in natural ecosystems. Both present-day environmental conditions and historical events, such as past differences in dispersal, can have a greater influence over ecosystem function than the diversity or abundance of both taxa and genes. Here, we estimated how individual and interactive effects of microbial community structure defined by diversity and abundance, present-day environmental conditions, and an indicator of historical legacies influenced ecosystem functioning in lake sediments. We studied sediments because they have strong gradients in all three of these ecosystem properties and deliver important functions worldwide. By characterizing bacterial community composition and functional traits at eight sites fed by discrete and contrasting catchments, we found that taxonomic diversity and the normalized abundance of oxidase-encoding genes explained as much variation in CO2 production as present-day gradients of pH and organic matter quantity and quality. Functional gene diversity was not linked to CO2 production rates. Surprisingly, the effects of taxonomic diversity and normalized oxidase abundance in the model predicting CO2 production were attributable to site-level differences in bacterial communities unrelated to the present-day environment, suggesting that colonization history rather than habitat-based filtering indirectly influenced ecosystem functioning. Our findings add to limited evidence that biodiversity and gene abundance explain patterns of microbiome functioning in nature. Yet we highlight among the first time how these relationships depend directly on present-day environmental conditions and indirectly on historical legacies, and so need to be contextualized with these other ecosystem properties.
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Affiliation(s)
- Chloé Orland
- Ecosystems and Global Change Group, Department of Plant Sciences, University of Cambridge, Downing Street, CB2 3EA, Cambridge, UK.
| | - Erik J S Emilson
- Ecosystems and Global Change Group, Department of Plant Sciences, University of Cambridge, Downing Street, CB2 3EA, Cambridge, UK.,Natural Resources Canada, Great Lakes Forestry Centre, 1219 Queen St. E., Sault. Ste. Marie, ON, P6A 2E5, Canada
| | - Nathan Basiliko
- Vale Living with Lakes Centre, Laurentian University, 935 Ramsey Lake Road, Sudbury, ON, Canada, P3E 2C6
| | - Nadia C S Mykytczuk
- Vale Living with Lakes Centre, Laurentian University, 935 Ramsey Lake Road, Sudbury, ON, Canada, P3E 2C6
| | - John M Gunn
- Vale Living with Lakes Centre, Laurentian University, 935 Ramsey Lake Road, Sudbury, ON, Canada, P3E 2C6
| | - Andrew J Tanentzap
- Ecosystems and Global Change Group, Department of Plant Sciences, University of Cambridge, Downing Street, CB2 3EA, Cambridge, UK
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12
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Abstract
Extracellular or “relic” DNA is one of the largest pools of nucleic acids in the biosphere. Relic DNA can influence a number of important ecological and evolutionary processes, but it may also affect estimates of microbial abundance and diversity, which has implications for understanding environmental, engineered, and host-associated ecosystems. We developed models capturing the fundamental processes that regulate the size and composition of the relic DNA pools to identify scenarios leading to biased estimates of biodiversity. Our models predict that bias increases with relic DNA pool size, but only when the species abundance distributions (SADs) of relic and intact DNA are distinct from one another. We evaluated our model predictions by quantifying relic DNA and assessing its contribution to bacterial diversity using 16S rRNA gene sequences collected from different ecosystem types, including soil, sediment, water, and the mammalian gut. On average, relic DNA made up 33% of the total bacterial DNA pool but exceeded 80% in some samples. Despite its abundance, relic DNA had a minimal effect on estimates of taxonomic and phylogenetic diversity, even in ecosystems where processes such as the physical protection of relic DNA are common and predicted by our models to generate bias. Our findings are consistent with the expectation that relic DNA from different taxa degrades at a constant and equal rate, suggesting that it may not fundamentally alter estimates of microbial diversity. The ability to rapidly obtain millions of gene sequences and transcripts from a range of environments has greatly advanced understanding of the processes that regulate microbial communities. However, nucleic acids extracted from complex samples do not come only from viable microorganisms. Dead microorganisms can generate large pools of relic DNA that distort insight into the ecology and evolution of microbial systems. Here, we develop a conceptual and quantitative framework for understanding how relic DNA influences the structure of microbiomes. Our theoretical models and empirical results demonstrate that a large relic DNA pool does not automatically lead to biased estimates of microbial diversity. Rather, relic DNA effects emerge in combination with microscale processes that alter the commonness and rarity of sequences found in heterogeneous DNA pools.
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13
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Li W, Stevens MHH. Community temporal variability increases with fluctuating resource availability. Sci Rep 2017; 7:45280. [PMID: 28345592 PMCID: PMC5366892 DOI: 10.1038/srep45280] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2016] [Accepted: 02/23/2017] [Indexed: 11/09/2022] Open
Abstract
An increase in the quantity of available resources is known to affect temporal variability of aggregate community properties. However, it is unclear how might fluctuations in resource availability alter community-level temporal variability. Here we conduct a microcosm experiment with laboratory protist community subjected to manipulated resource pulses that vary in intensity, duration and time of supply, and examine the impact of fluctuating resource availability on temporal variability of the recipient community. The results showed that the temporal variation of total protist abundance increased with the magnitude of resource pulses, as protist community receiving infrequent resource pulses (i.e., high-magnitude nutrients per pulse) was relatively more unstable than community receiving multiple resource pulses (i.e., low-magnitude nutrients per pulse), although the same total amounts of nutrients were added to each community. Meanwhile, the timing effect of fluctuating resources did not significantly alter community temporal variability. Further analysis showed that fluctuating resource availability increased community temporal variability by increasing the degree of community-wide species synchrony and decreasing the stabilizing effects of dominant species. Hence, the importance of fluctuating resource availability in influencing community stability and the regulatory mechanisms merit more attention, especially when global ecosystems are experiencing high rates of anthropogenic nutrient inputs.
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Affiliation(s)
- Wei Li
- Yunnan Academy of Biodiversity, Southwest Forestry University, Kunming, Yunnan 650224, China
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