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Westoby M, Nielsen DA, Gillings MR, Gumerov VM, Madin JS, Paulsen IT, Tetu SG. Strategic traits of bacteria and archaea vary widely within substrate-use groups. FEMS Microbiol Ecol 2021; 97:6402898. [PMID: 34665251 DOI: 10.1093/femsec/fiab142] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 10/14/2021] [Indexed: 11/12/2022] Open
Abstract
Quantitative traits such as maximum growth rate and cell radial diameter are one facet of ecological strategy variation across bacteria and archaea. Another facet is substrate-use pathways, such as iron reduction or methylotrophy. Here, we ask how these two facets intersect, using a large compilation of data for culturable species and examining seven quantitative traits (genome size, signal transduction protein count, histidine kinase count, growth temperature, temperature-adjusted maximum growth rate, cell radial diameter and 16S rRNA operon copy number). Overall, quantitative trait variation within groups of organisms possessing a particular substrate-use pathway was very broad, outweighing differences between substrate-use groups. Although some substrate-use groups had significantly different means for some quantitative traits, standard deviation of quantitative trait values within each substrate-use pathway mostly averaged between 1.6 and 1.8 times larger than standard deviation across group means. Most likely, this wide variation reflects ecological strategy: for example, fast maximum growth rate is likely to express an early successional or copiotrophic strategy, and maximum growth varies widely within most substrate-use pathways. In general, it appears that these quantitative traits express different and complementary information about ecological strategy, compared with substrate use.
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Affiliation(s)
- Mark Westoby
- Department of Biological Sciences, Macquarie University, Sydney, NSW 2019, Australia
| | - Daniel A Nielsen
- Department of Biological Sciences, Macquarie University, Sydney, NSW 2019, Australia
| | - Michae R Gillings
- Department of Biological Sciences, Macquarie University, Sydney, NSW 2019, Australia
| | - Vadim M Gumerov
- Department of Microbiology, Ohio State University, 318 W. 12th Avenue, Columbus, OH 43210, USA
| | - Joshua S Madin
- Hawaii Institute of Marine Biology, University of Hawaii, Kaneohe, HI 96744, USA
| | - Ian T Paulsen
- Department of Molecular Sciences, Macquarie University, Sydney, NSW 2019, Australia
| | - Sasha G Tetu
- Department of Molecular Sciences, Macquarie University, Sydney, NSW 2019, Australia
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2
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Bass D, Del Campo J. Microeukaryotes in animal and plant microbiomes: Ecologies of disease? Eur J Protistol 2020; 76:125719. [PMID: 32736314 DOI: 10.1016/j.ejop.2020.125719] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Revised: 04/28/2020] [Accepted: 05/25/2020] [Indexed: 02/06/2023]
Abstract
Studies of animal and plant microbiomes are burgeoning, but the majority of these focus on bacteria and rarely include microeukaryotes other than fungi. However, there is growing evidence that microeukaryotes living on and in larger organisms (e.g. plants, animals, macroalgae) are diverse and in many cases abundant. We present here a new combination of 'anti-metazoan' primers: 574*f-UNonMet_DB that amplify a wide diversity of microeukaryotes including some groups that are difficult to amplify using other primer combinations. While many groups of microeukaryotic parasites are recognised, myriad other microeukaryotes are associated with hosts as previously unknown parasites (often genetically divergent so difficult to amplify using standard PCR primers), opportunistic parasites, commensals, and other ecto- and endo-symbionts, across the 'symbiotic continuum'. These fulfil a wide range of roles from pathogenesis to mutually beneficial symbioses, but mostly their roles are unknown and likely fall somewhere along this spectrum, with the potential to switch the nature of their interactions with the host under different conditions. The composition and dynamics of host-associated microbial communities are also increasingly recognised as important moderators of host health. This 'pathobiome' approach to understanding disease is beginning to supercede a one-pathogen-one-disease paradigm, which cannot sufficiently explain many disease scenarios.
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Affiliation(s)
- David Bass
- Centre for Environment, Aquaculture and Fisheries Science (Cefas), Barrack Road, Weymouth, Dorset DT4 8UB, UK; Department of Life Sciences, The Natural History Museum, Cromwell Road, London SW7 5BD, UK; Sustainable Aquaculture Futures, University of Exeter, Exeter EX4 4QD, UK; Biosciences, University of Exeter, Stocker Road, Exeter EX4 4HB, UK.
| | - Javier Del Campo
- Department of Marine Biology and Ecology, Rosenstiel School of Marine and Atmospheric Science, University of Miami, 4600 Rickenbacker Causeway, Miami, FL 33149, USA
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Dillon ML, Hawes I, Jungblut AD, Mackey TJ, Eisen JA, Doran PT, Sumner DY. Environmental control on the distribution of metabolic strategies of benthic microbial mats in Lake Fryxell, Antarctica. PLoS One 2020; 15:e0231053. [PMID: 32282803 PMCID: PMC7153904 DOI: 10.1371/journal.pone.0231053] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 03/15/2020] [Indexed: 11/19/2022] Open
Abstract
Ecological theories posit that heterogeneity in environmental conditions greatly affects community structure and function. However, the degree to which ecological theory developed using plant- and animal-dominated systems applies to microbiomes is unclear. Investigating the metabolic strategies found in microbiomes are particularly informative for testing the universality of ecological theories because microorganisms have far wider metabolic capacity than plants and animals. We used metagenomic analyses to explore the relationships between the energy and physicochemical gradients in Lake Fryxell and the metabolic capacity of its benthic microbiome. Statistical analysis of the relative abundance of metabolic marker genes and gene family diversity shows that oxygenic photosynthesis, carbon fixation, and flavin-based electron bifurcation differentiate mats growing in different environmental conditions. The pattern of gene family diversity points to the likely importance of temporal environmental heterogeneity in addition to resource gradients. Overall, we found that the environmental heterogeneity of photosynthetically active radiation (PAR) and oxygen concentration ([O2]) in Lake Fryxell provide the framework by which metabolic diversity and composition of the community is structured, in accordance with its phylogenetic structure. The organization of the resulting microbial ecosystems are consistent with the maximum power principle and the species sorting model.
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Affiliation(s)
- Megan L. Dillon
- Ecology Department, Lawrence Berkeley National Laboratory, Berkeley, CA, United States of America
- Department of Earth and Planetary Sciences, University of California, Davis, Davis, California, United States of America
| | - Ian Hawes
- Coastal Marine Field Station, University of Waikato, Hamilton, Waikato, New Zealand
| | - Anne D. Jungblut
- Life Sciences Department, Natural History Museum, London, England, United Kingdom
| | - Tyler J. Mackey
- Department of Earth, Atmospheric, and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Jonathan A. Eisen
- Department of Evolution and Ecology, University of California, Davis, Davis, California, United States of America
| | - Peter T. Doran
- Geology and Geophysics Department, Louisiana State University, Baton Rouge, Louisiana, United States of America
| | - Dawn Y. Sumner
- Department of Earth and Planetary Sciences, University of California, Davis, Davis, California, United States of America
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Bass D, Stentiford GD, Wang HC, Koskella B, Tyler CR. The Pathobiome in Animal and Plant Diseases. Trends Ecol Evol 2019; 34:996-1008. [PMID: 31522755 DOI: 10.1016/j.tree.2019.07.012] [Citation(s) in RCA: 125] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 07/14/2019] [Accepted: 07/23/2019] [Indexed: 12/11/2022]
Abstract
A growing awareness of the diversity and ubiquity of microbes (eukaryotes, prokaryotes, and viruses) associated with larger 'host' organisms has led to the realisation that many diseases thought to be caused by one primary agent are the result of interactions between multiple taxa and the host. Even where a primary agent can be identified, its effect is often moderated by other symbionts. Therefore, the one pathogen-one disease paradigm is shifting towards the pathobiome concept, integrating the interaction of multiple symbionts, host, and environment in a new understanding of disease aetiology. Taxonomically, pathobiomes are variable across host species, ecology, tissue type, and time. Therefore, a more functionally driven understanding of pathobiotic systems is necessary, based on gene expression, metabolic interactions, and ecological processes.
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Affiliation(s)
- David Bass
- Centre for Environment, Fisheries and Aquaculture Science (CEFAS), Barrack Road, The Nothe, Weymouth, DT4 8UB, UK; Sustainable Aquaculture Futures, University of Exeter, Exeter, EX4 4QD, UK; Department of Life Sciences, The Natural History Museum, Cromwell Road, London, SW7 5BD, UK.
| | - Grant D Stentiford
- Centre for Environment, Fisheries and Aquaculture Science (CEFAS), Barrack Road, The Nothe, Weymouth, DT4 8UB, UK; Sustainable Aquaculture Futures, University of Exeter, Exeter, EX4 4QD, UK
| | - Han-Ching Wang
- Department of Biotechnology and Bioindustry Sciences, National Cheng Kung University, Tainan, 70101, Taiwan; International Center for Scientific Development of Shrimp Aquaculture, National Cheng Kung University, Tainan, 70101, Taiwan
| | - Britt Koskella
- Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
| | - Charles R Tyler
- Sustainable Aquaculture Futures, University of Exeter, Exeter, EX4 4QD, UK; Biosciences, University of Exeter, Stocker Road, Exeter, EX4 4HB, UK
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Functional shifts in microbial mats recapitulate early Earth metabolic transitions. Nat Ecol Evol 2018; 2:1700-1708. [PMID: 30297749 PMCID: PMC6217971 DOI: 10.1038/s41559-018-0683-3] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Accepted: 08/31/2018] [Indexed: 11/09/2022]
Abstract
Phototrophic microbial mats dominated terrestrial ecosystems for billions of years, largely causing, through cyanobacterial oxygenic photosynthesis, but also undergoing, the Great Oxidation Event approximately 2.5 billion years ago. Taking a space-for-time approach based on the universality of core metabolic pathways expressed at ecosystem level, we studied gene content and co-occurrence networks in high-diversity metagenomes from spatially close microbial mats along a steep redox gradient. The observed functional shifts suggest that anoxygenic photosynthesis was present but not predominant under early Precambrian conditions, being accompanied by other autotrophic processes. Our data also suggest that, in contrast to general assumptions, anoxygenic photosynthesis largely expanded in parallel with the subsequent evolution of oxygenic photosynthesis and aerobic respiration. Finally, our observations might represent space-for-time evidence that the Wood-Ljungdahl carbon fixation pathway dominated phototrophic mats in early ecosystems, whereas the Calvin cycle probably evolved from pre-existing variants before becoming the dominant contemporary form of carbon fixation.
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