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Bielčik M, Schlägel UE, Schäfer M, Aguilar-Trigueros CA, Lakovic M, Sosa-Hernández MA, Hammer EC, Jeltsch F, Rillig MC. Aligning spatial ecological theory with the study of clonal organisms: the case of fungal coexistence. Biol Rev Camb Philos Soc 2024. [PMID: 39073180 DOI: 10.1111/brv.13119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 06/28/2024] [Accepted: 07/02/2024] [Indexed: 07/30/2024]
Abstract
Established ecological theory has focused on unitary organisms, and thus its concepts have matured into a form that often hinders rather than facilitates the ecological study of modular organisms. Here, we use the example of filamentous fungi to develop concepts that enable integration of non-unitary (modular) organisms into the established community ecology theory, with particular focus on its spatial aspects. In doing so, we provide a link between fungal community ecology and modern coexistence theory (MCT). We first show how community processes and predictions made by MCT can be used to define meaningful scales in fungal ecology. This leads to the novel concept of the unit of community interactions (UCI), a promising conceptual tool for applying MCT to communities of modular organisms with indeterminate clonal growth and hierarchical individuality. We outline plausible coexistence mechanisms structuring fungal communities, and show at what spatial scales and in what habitats they are most likely to act. We end by describing challenges and opportunities for empirical and theoretical research in fungal competitive coexistence.
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Affiliation(s)
- Miloš Bielčik
- Institute of Biology, Freie Universität Berlin, Altensteinstr. 6, Berlin, 14195, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
- Microbial Biogeochemistry, Research Area Landscape Functioning, Leibniz Center for Agricultural Landscape Research (ZALF), Eberswalder Str.84, Müncheberg, 15374, Germany
| | - Ulrike E Schlägel
- Institute of Biochemistry and Biology, University of Potsdam, Am Mühlenberg 3, House 60, Potsdam-Golm, 14476, Germany
| | - Merlin Schäfer
- Institute of Biochemistry and Biology, University of Potsdam, Am Mühlenberg 3, House 60, Potsdam-Golm, 14476, Germany
- Federal Agency for Nature Conservation, Alte Messe 6, Leipzig, 04103, Germany
| | - Carlos A Aguilar-Trigueros
- Institute of Biology, Freie Universität Berlin, Altensteinstr. 6, Berlin, 14195, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
- Hawkesbury Institute for the Environment, Western Sydney University, Hawkesbury Campus, Building R2, Locked Bag 1797, Penrith, New South Wales, 2751, Australia
- Department of Biological and Environmental Science, University of Jyväskylä, P.O. Box 35, Seminaarinkatu 15, Jyväskylä, 40014, Finland
| | - Milica Lakovic
- Institute of Biology, Freie Universität Berlin, Altensteinstr. 6, Berlin, 14195, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
| | - Moisés A Sosa-Hernández
- Institute of Biology, Freie Universität Berlin, Altensteinstr. 6, Berlin, 14195, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
| | - Edith C Hammer
- Department of Biology, Microbial Ecology, Lund University, Ekologihuset, Sölvegatan 37, Lund, 22362, Sweden
| | - Florian Jeltsch
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
- Institute of Biochemistry and Biology, University of Potsdam, Am Mühlenberg 3, House 60, Potsdam-Golm, 14476, Germany
| | - Matthias C Rillig
- Institute of Biology, Freie Universität Berlin, Altensteinstr. 6, Berlin, 14195, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research (BBIB), Altensteinstr.34, Berlin, 14195, Germany
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Bornbusch SL, Power ML, Schulkin J, Drea CM, Maslanka MT, Muletz-Wolz CR. Integrating microbiome science and evolutionary medicine into animal health and conservation. Biol Rev Camb Philos Soc 2024; 99:458-477. [PMID: 37956701 DOI: 10.1111/brv.13030] [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: 04/03/2023] [Revised: 10/30/2023] [Accepted: 10/31/2023] [Indexed: 11/15/2023]
Abstract
Microbiome science has provided groundbreaking insights into human and animal health. Similarly, evolutionary medicine - the incorporation of eco-evolutionary concepts into primarily human medical theory and practice - is increasingly recognised for its novel perspectives on modern diseases. Studies of host-microbe relationships have been expanded beyond humans to include a wide range of animal taxa, adding new facets to our understanding of animal ecology, evolution, behaviour, and health. In this review, we propose that a broader application of evolutionary medicine, combined with microbiome science, can provide valuable and innovative perspectives on animal care and conservation. First, we draw on classic ecological principles, such as alternative stable states, to propose an eco-evolutionary framework for understanding variation in animal microbiomes and their role in animal health and wellbeing. With a focus on mammalian gut microbiomes, we apply this framework to populations of animals under human care, with particular relevance to the many animal species that suffer diseases linked to gut microbial dysfunction (e.g. gut distress and infection, autoimmune disorders, obesity). We discuss diet and microbial landscapes (i.e. the microbes in the animal's external environment), as two factors that are (i) proposed to represent evolutionary mismatches for captive animals, (ii) linked to gut microbiome structure and function, and (iii) potentially best understood from an evolutionary medicine perspective. Keeping within our evolutionary framework, we highlight the potential benefits - and pitfalls - of modern microbial therapies, such as pre- and probiotics, faecal microbiota transplants, and microbial rewilding. We discuss the limited, yet growing, empirical evidence for the use of microbial therapies to modulate animal gut microbiomes beneficially. Interspersed throughout, we propose 12 actionable steps, grounded in evolutionary medicine, that can be applied to practical animal care and management. We encourage that these actionable steps be paired with integration of eco-evolutionary perspectives into our definitions of appropriate animal care standards. The evolutionary perspectives proposed herein may be best appreciated when applied to the broad diversity of species under human care, rather than when solely focused on humans. We urge animal care professionals, veterinarians, nutritionists, scientists, and others to collaborate on these efforts, allowing for simultaneous care of animal patients and the generation of valuable empirical data.
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Affiliation(s)
- Sally L Bornbusch
- Center for Conservation Genomics, Smithsonian's National Zoo and Conservation Biology Institute, 3001 Connecticut Ave. NW, Washington, DC, 20008, USA
- Department of Nutrition Science, Smithsonian's National Zoo and Conservation Biology Institute, 3001 Connecticut Ave. NW, Washington, DC, 20008, USA
| | - Michael L Power
- Center for Species Survival, Smithsonian's National Zoo and Conservation Biology Institute, Washington, 3001 Connecticut Ave. NW, Washington, DC, 20008, USA
| | - Jay Schulkin
- Department of Obstetrics & Gynecology, University of Washington School of Medicine, 1959 NE Pacific St., Box 356460, Seattle, WA, 98195, USA
| | - Christine M Drea
- Department of Evolutionary Anthropology, Duke University, 104 Biological Sciences, Campus Box 90383, Durham, NC, 27708, USA
| | - Michael T Maslanka
- Department of Nutrition Science, Smithsonian's National Zoo and Conservation Biology Institute, 3001 Connecticut Ave. NW, Washington, DC, 20008, USA
| | - Carly R Muletz-Wolz
- Center for Conservation Genomics, Smithsonian's National Zoo and Conservation Biology Institute, 3001 Connecticut Ave. NW, Washington, DC, 20008, USA
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Deng N, Liu C, Tian Y, Song Q, Niu Y, Ma F. Assembly processes of rhizosphere and phyllosphere bacterial communities in constructed wetlands created via transformation of rice paddies. Front Microbiol 2024; 15:1337435. [PMID: 38444812 PMCID: PMC10913029 DOI: 10.3389/fmicb.2024.1337435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 01/16/2024] [Indexed: 03/07/2024] Open
Abstract
Constructed wetlands are an efficient and cost-effective method of restoring degraded wetlands, in which the microorganisms present make a significant contribution to the ecosystem. In this study, we comprehensively investigated the patterns of diversity and assembly processes of 7 types of constructed wetlands at the rhizosphere and phyllosphere levels. The results showed that the rhizosphere communities of the constructed wetlands exhibited a more balanced structure than that of paddy fields, and 5 types of constructed wetland demonstrated higher potential diversity than that of paddy fields. However, the opposite trend was observed for the phyllosphere communities. Analysis of mean nearest taxon difference indicated that both deterministic and stochastic processes affected the establishment of the rhizosphere and phyllosphere communities, and stochastic processes may have had a larger effect. An iCAMP model showed that dispersal limitation was the most important factor (67% relative contribution) in the rhizosphere community, while drift was the most important (47% relative contribution) in the phyllosphere community. Mantel tests suggested that sucrase, average height, top height, total biomass, belowground biomass, maximum water-holding capacity, and capillary porosity were significantly correlated with processes in the rhizosphere community, whereas factors such as the deterministic process, average height, top height, and SOC were significantly correlated with deterministic processes in the phyllosphere community. Our results can assist in the evaluation of artificial restorations, and can provide understanding of the ecological processes of microbial communities, as well as new insights into the manipulation of microorganisms in polluted wetland ecosystems.
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Affiliation(s)
- Nan Deng
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
| | - Caixia Liu
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
| | - Yuxin Tian
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
- Dongting Lake National Positioning Observation and Research Station of Wetland Ecosystem of Hunan Province, Yueyang, China
- International Technological Cooperation Base for Ecosystem Management and Sustainable Utilization of Water Resources in Dongting Lake Basin, Changsha, China
| | - Qingan Song
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
| | - Yandong Niu
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
- Dongting Lake National Positioning Observation and Research Station of Wetland Ecosystem of Hunan Province, Yueyang, China
- International Technological Cooperation Base for Ecosystem Management and Sustainable Utilization of Water Resources in Dongting Lake Basin, Changsha, China
| | - Fengfeng Ma
- Hunan Academy of Forestry, Changsha, Hunan, China
- Hunan Cili Forest Ecosystem State Research Station, Cili, Changsha, Hunan, China
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Kaszab E, Laczkó L, Kardos G, Bányai K. Antimicrobial resistance genes and associated mobile genetic elements in Lactobacillales from various sources. Front Microbiol 2023; 14:1281473. [PMID: 38045025 PMCID: PMC10690630 DOI: 10.3389/fmicb.2023.1281473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 11/03/2023] [Indexed: 12/05/2023] Open
Abstract
Lactobacillales are commonly used in food products and as probiotics in animal and human medicine. Despite being generally recognized as safe, lactic acid bacteria may harbor a variety of antimicrobial resistance genes (ARGs), which may be transferable to human or veterinary pathogens, thus, may pose veterinary and public health concerns. This study investigates the resistome of Lactobacillales. A total of 4,286 whole-genome sequences were retrieved from NCBI RefSeq database. We screened ARGs in whole genome sequences and assessed if they are transmissible by plasmid transfer or by linkage to integrative mobile genetic elements. In the database, 335 strains were found to carry at least one ARG, and 194 strains carried at least one potentially transferable ARG. The most prevalent transferable ARG were tetM and tetW conferring antibiotic resistance to tetracycline. This study highlights the importance of the One Health concept by demonstrating the potential for Lactobacillales, commonly used in food products, to serve as reservoirs and vectors for ARGs.
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Affiliation(s)
- Eszter Kaszab
- HUN-REN Veterinary Medical Research Institute, Budapest, Hungary
- One Health Institute, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary
- National Laboratory of Infectious Animal Diseases, Antimicrobial Resistance, Veterinary Public Health and Food Chain Safety, Veterinary Medical Research Institute, Budapest, Hungary
| | - Levente Laczkó
- One Health Institute, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary
- HUN-REN-DE Conservation Biology Research Group, Debrecen, Hungary
| | - Gábor Kardos
- One Health Institute, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary
- National Laboratory of Infectious Animal Diseases, Antimicrobial Resistance, Veterinary Public Health and Food Chain Safety, Veterinary Medical Research Institute, Budapest, Hungary
- National Public Health Center, Budapest, Hungary
- Department of Gerontology, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary
| | - Krisztián Bányai
- HUN-REN Veterinary Medical Research Institute, Budapest, Hungary
- National Laboratory of Infectious Animal Diseases, Antimicrobial Resistance, Veterinary Public Health and Food Chain Safety, Veterinary Medical Research Institute, Budapest, Hungary
- Department of Pharmacology and Toxicology, University of Veterinary Medicine, Budapest, Hungary
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Revived Amplicon Sequence Variants Monitoring in Closed Systems Identifies More Dormant Microorganisms. Microorganisms 2023; 11:microorganisms11030757. [PMID: 36985330 PMCID: PMC10055844 DOI: 10.3390/microorganisms11030757] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Revised: 03/08/2023] [Accepted: 03/13/2023] [Indexed: 03/17/2023] Open
Abstract
The large number of dormant microorganisms present in the environment is an important component of microbial diversity, and neglecting dormant microorganisms would be disruptive to all research under the science of microbial diversity. However, current methods can only predict the dormancy potential of microorganisms in a sample and are not yet able to monitor dormant microorganisms directly and efficiently. Based on this, this study proposes a new method for the identification of dormant microorganisms based on high-throughput sequencing technology: Revived Amplicon sequence variants (ASV) Monitoring (RAM). Pao cai (Chinese fermented vegetables) soup was used to construct a closed experimental system, and sequenced samples were collected at 26 timepoints over a 60-day period. RAM was used to identify dormant microorganisms in the samples. The results were then compared with the results of the currently used gene function prediction (GFP), and it was found that RAM was able to identify more dormant microorganisms. In 60 days, GFP monitored 5045 ASVs and 270 genera, while RAM monitored 27,415 ASVs and 616 genera, and the RAM results were fully inclusive of the GFP results. Meanwhile, the consistency of GFP and RAM was also found in the results. The dormant microorganisms monitored by both showed a four-stage distribution pattern over a 60-day period, with significant differences in the community structure between the stages. Therefore, RAM monitoring of dormant microorganisms is effective and feasible. It is worth noting that the results of GFP and RAM can complement and refer to each other. In the future, the results obtained from RAM can be used as a database to extend and improve the monitoring of dormant microorganisms by GFP, and the two can be combined with each other to build a dormant microorganism detection system.
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Adade EE, Stevick RJ, Pérez-Pascual D, Ghigo JM, Valm AM. Gnotobiotic zebrafish microbiota display inter-individual variability affecting host physiology. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.01.526612. [PMID: 36778358 PMCID: PMC9915576 DOI: 10.1101/2023.02.01.526612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Gnotobiotic animal models reconventionalized under controlled laboratory conditions with multi-species bacterial communities are commonly used to study host-microbiota interactions under presumably more reproducible conditions than conventional animals. The usefulness of these models is however limited by inter-animal variability in bacterial colonization and our general lack of understanding of the inter-individual fluctuation and spatio-temporal dynamics of microbiota assemblies at the micron to millimeter scale. Here, we show underreported variability in gnotobiotic models by analyzing differences in gut colonization efficiency, bacterial composition, and host intestinal mucus production between conventional and gnotobiotic zebrafish larvae re-conventionalized with a mix of 9 bacteria isolated from conventional microbiota. Despite similar bacterial community composition, we observed high variability in the spatial distribution of bacteria along the intestinal tract in the reconventionalized model. We also observed that, whereas bacteria abundance and intestinal mucus per fish were not correlated, reconventionalized fish had lower intestinal mucus compared to conventional animals, indicating that the stimulation of mucus production depends on the microbiota composition. Our findings, therefore, suggest that variable colonization phenotypes affect host physiology and impact the reproducibility of experimental outcomes in studies that use gnotobiotic animals. This work provides insights into the heterogeneity of gnotobiotic models and the need to accurately assess re-conventionalization for reproducibility in host-microbiota studies.
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Affiliation(s)
- Emmanuel E. Adade
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222, USA
- The RNA Institute, State University of New York at Albany, Albany, NY 12222, USA
| | - Rebecca J. Stevick
- Institut Pasteur, Université de Paris Cité, CNRS UMR 6047, Genetics of Biofilms Laboratory, Paris F-75015, France
| | - David Pérez-Pascual
- Institut Pasteur, Université de Paris Cité, CNRS UMR 6047, Genetics of Biofilms Laboratory, Paris F-75015, France
| | - Jean-Marc Ghigo
- Institut Pasteur, Université de Paris Cité, CNRS UMR 6047, Genetics of Biofilms Laboratory, Paris F-75015, France
| | - Alex M. Valm
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222, USA
- The RNA Institute, State University of New York at Albany, Albany, NY 12222, USA
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Alcalá-Herrera R, Moreno B, Aguirrebengoa M, Winter S, Robles-Cruz AB, Ramos-Font ME, Benítez E. Role of Agricultural Management in the Provision of Ecosystem Services in Warm Climate Vineyards: Functional Prediction of Genes Involved in Nutrient Cycling and Carbon Sequestration. PLANTS (BASEL, SWITZERLAND) 2023; 12:527. [PMID: 36771611 PMCID: PMC9919410 DOI: 10.3390/plants12030527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 01/19/2023] [Accepted: 01/20/2023] [Indexed: 06/18/2023]
Abstract
(1) Background: Maintaining soil fertility and crop productivity using natural microbial diversity could be a feasible approach for achieving sustainable development in agriculture. In this study, we compared soils from vineyards under organic and conventional management by predicting functional profiles through metagenomic analysis based on the 16S rRNA gene. (2) Methods: The structure, diversity and predictive functions of soil bacteria related to the biogeochemical cycle of the soil were analyzed, including oxidative and hydrolytic C-cycling enzymes, N-cycling enzymes and P-cycling enzymes. The inter-row spontaneous vegetation in the organic vineyards was also characterized. (3) Results: A clear effect of the farming system (organic vs. conventional) and cover management (herbicides plus tillage, mowing only and mowing plus tillage) on bacterial beta diversity and predicted functions was evidenced. While conventional viticulture increased the potential capacity of the soil to regulate the cycling of inorganic forms of N, organic viticulture in general enhanced those functions involving organic N, P and C substrates. Although the soil bacterial community responded differently to contrasting soil management strategies, nutrient cycling and carbon sequestration functions remained preserved, suggesting a high bacterial functional redundancy in the soil in any case. However, most of the predicted bacterial functions related to soil organic matter turnover were enhanced by organic management. (4) Conclusions: We posit the potential for organic viticulture to adequately address climate change adaptation in the context of sustainable agriculture.
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Affiliation(s)
- Rafael Alcalá-Herrera
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín, CSIC, c/Profesor Albareda 1, 18008 Granada, Spain
| | - Beatriz Moreno
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín, CSIC, c/Profesor Albareda 1, 18008 Granada, Spain
| | - Martin Aguirrebengoa
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín, CSIC, c/Profesor Albareda 1, 18008 Granada, Spain
| | - Silvia Winter
- Department of Crop Sciences, Institute of Plant Protection, University of Natural Resources and Life Sciences, Gregor-Mendel-Straße 33, 1180 Vienna, Austria
| | - Ana Belén Robles-Cruz
- Assessment, Restoration and Protection of Mediterranean Agrosystems Service (SERPAM), Estación Experimental del Zaidín, CSIC, c/Profesor Albareda, 1, 18008 Granada, Spain
| | - María Eugenia Ramos-Font
- Assessment, Restoration and Protection of Mediterranean Agrosystems Service (SERPAM), Estación Experimental del Zaidín, CSIC, c/Profesor Albareda, 1, 18008 Granada, Spain
| | - Emilio Benítez
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín, CSIC, c/Profesor Albareda 1, 18008 Granada, Spain
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Abstract
The seed acts as the primary inoculum source for the plant microbiota. Understanding the processes involved in its assembly and dynamics during germination and seedling emergence has the potential to allow for the improvement of crop establishment. Changes in the bacterial community structure were tracked in 1,000 individual seeds that were collected throughout seed developments of beans and radishes. Seeds were associated with a dominant bacterial taxon that represented more than 75% of all reads. The identity of this taxon was highly variable between the plants and within the seeds of the same plant. We identified selection as the main ecological process governing the succession of dominant taxa during seed filling and maturation. In a second step, we evaluated the seedling transmission of seed-borne taxa in 160 individual plants. While the initial bacterial abundance on seeds was not a good predictor of seedling transmission, the identities of the seed-borne taxa modified the phenotypes of seedlings. Overall, this work revealed that individual seeds are colonized by a few bacterial taxa of highly variable identity, which appears to be important for the early stages of plant development. IMPORTANCE Seeds are key components of plant fitness and are central to the sustainability of the agri-food system. Both the seed quality for food consumption and the seed vigor in agricultural settings can be influenced by the seed microbiota. Understanding the ecological processes involved in seed microbiota assembly will inform future practices for promoting the presence of important seed microorganisms for plant health and productivity. Our results highlighted that seeds were associated with one dominant bacterial taxon of variable taxonomic identity. This variety of dominant taxa was due to (i) spatial heterogeneity between and within plants and (ii) primary succession during seed development. According to neutral models, selection was the main driver of microbial community assembly for both plant species.
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Calibrating spatiotemporal models of microbial communities to microscopy data: A review. PLoS Comput Biol 2022; 18:e1010533. [PMID: 36227846 PMCID: PMC9560168 DOI: 10.1371/journal.pcbi.1010533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Spatiotemporal models that account for heterogeneity within microbial communities rely on single-cell data for calibration and validation. Such data, commonly collected via microscopy and flow cytometry, have been made more accessible by recent advances in microfluidics platforms and data processing pipelines. However, validating models against such data poses significant challenges. Validation practices vary widely between modelling studies; systematic and rigorous methods have not been widely adopted. Similar challenges are faced by the (macrobial) ecology community, in which systematic calibration approaches are often employed to improve quantitative predictions from computational models. Here, we review single-cell observation techniques that are being applied to study microbial communities and the calibration strategies that are being employed for accompanying spatiotemporal models. To facilitate future calibration efforts, we have compiled a list of summary statistics relevant for quantifying spatiotemporal patterns in microbial communities. Finally, we highlight some recently developed techniques that hold promise for improved model calibration, including algorithmic guidance of summary statistic selection and machine learning approaches for efficient model simulation.
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A ridge-to-reef ecosystem microbial census reveals environmental reservoirs for animal and plant microbiomes. Proc Natl Acad Sci U S A 2022; 119:e2204146119. [PMID: 35960845 PMCID: PMC9388140 DOI: 10.1073/pnas.2204146119] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Because microbiome research generally focuses on a single host or habitat, we know comparatively little about the diversity and distribution of microbiomes at a landscape scale. Our study demonstrates that most of the microbial diversity present within a watershed is maintained within environmental substrates like soil or stream water, and microbiomes of organisms are generally subsets of those that are lower on the food chain. This result challenges the notion that sources of microbial inoculum are likeliest derived from close relatives. By identifying sources of shared microbial diversity within the landscape, we can better understand the origins and assembly processes of symbiotic microbes and how this might abet global conservation, restoration, or bio-engineering goals, such as preserving biodiversity and ecosystem services. Microbes are found in nearly every habitat and organism on the planet, where they are critical to host health, fitness, and metabolism. In most organisms, few microbes are inherited at birth; instead, acquiring microbiomes generally involves complicated interactions between the environment, hosts, and symbionts. Despite the criticality of microbiome acquisition, we know little about where hosts’ microbes reside when not in or on hosts of interest. Because microbes span a continuum ranging from generalists associating with multiple hosts and habitats to specialists with narrower host ranges, identifying potential sources of microbial diversity that can contribute to the microbiomes of unrelated hosts is a gap in our understanding of microbiome assembly. Microbial dispersal attenuates with distance, so identifying sources and sinks requires data from microbiomes that are contemporary and near enough for potential microbial transmission. Here, we characterize microbiomes across adjacent terrestrial and aquatic hosts and habitats throughout an entire watershed, showing that the most species-poor microbiomes are partial subsets of the most species-rich and that microbiomes of plants and animals are nested within those of their environments. Furthermore, we show that the host and habitat range of a microbe within a single ecosystem predicts its global distribution, a relationship with implications for global microbial assembly processes. Thus, the tendency for microbes to occupy multiple habitats and unrelated hosts enables persistent microbiomes, even when host populations are disjunct. Our whole-watershed census demonstrates how a nested distribution of microbes, following the trophic hierarchies of hosts, can shape microbial acquisition.
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Bergmann GE, Leveau JHJ. A metacommunity ecology approach to understanding microbial community assembly in developing plant seeds. Front Microbiol 2022; 13:877519. [PMID: 35935241 PMCID: PMC9355165 DOI: 10.3389/fmicb.2022.877519] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 07/05/2022] [Indexed: 11/13/2022] Open
Abstract
Microorganisms have the potential to affect plant seed germination and seedling fitness, ultimately impacting plant health and community dynamics. Because seed-associated microbiota are highly variable across individual plants, plant species, and environments, it is challenging to identify the dominant processes that underlie the assembly, composition, and influence of these communities. We propose here that metacommunity ecology provides a conceptually useful framework for studying the microbiota of developing seeds, by the application of metacommunity principles of filtering, species interactions, and dispersal at multiple scales. Many studies in seed microbial ecology already describe individual assembly processes in a pattern-based manner, such as correlating seed microbiome composition with genotype or tracking diversity metrics across treatments in dispersal limitation experiments. But we see a lot of opportunities to examine understudied aspects of seed microbiology, including trait-based research on mechanisms of filtering and dispersal at the micro-scale, the use of pollination exclusion experiments in macro-scale seed studies, and an in-depth evaluation of how these processes interact via priority effect experiments and joint species distribution modeling.
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Characterization of Bacterial Differences Induced by Cleft-Palate-Related Spatial Heterogeneity. Pathogens 2022; 11:pathogens11070771. [PMID: 35890015 PMCID: PMC9323727 DOI: 10.3390/pathogens11070771] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 06/10/2022] [Accepted: 06/27/2022] [Indexed: 02/04/2023] Open
Abstract
Background: Cleft palate (CP) patients have a higher prevalence of oral and respiratory tract bacterial infections than the general population. Nevertheless, characteristics of bacterial differences induced by CP-related anatomical heterogeneity are unknown. Methods: In this study, we systematically described the characteristics of bacteria in the oral and nasal niches in healthy children, CP children, healthy adolescents, CP adolescents, and postoperative adolescents by 454-pyrosequencing technology (V3−V6) to determine bacterial differences induced by CP. Results: Due to the CP-induced variations in spatial structure, the early establishment of microecology in CP children was different from that in healthy children. Nasal bacterial composition showed greater changes than in the saliva. Moreover, such discrepancy also appeared in CP and postoperative adolescents who had even undergone surgery > 10 years previously. Interestingly, we found by Lefse analysis that part of bacterial biomarkers in the nasal cavity of CP subjects was common oral flora, suggesting bacterial translocation between the oral and nasal niches. Therefore, we defined the oral−nasal translocation bacteria as O-N bac. By comparing multiple groups, we took the intersection sets of O-N bacs selected from CP children, CP adolescents, and postoperative adolescents as TS O-N bacs with time−character, including Streptococcus, Gemella, Alloprevotella, Neisseria, Rothia, Actinomyces, and Veillonella. These bacteria were at the core of the nasal bacterial network in CP subjects, and some were related to infectious diseases. Conclusions: CP would lead to significant and long-term differences in oral and nasal flora. TS O-N bacs migrating from the oral to the nasal might be the key stone causing nasal flora dysbiosis in the CP patients.
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Senn S, Bhattacharyya S, Presley G, Taylor AE, Nash B, Enke RA, Barnard-Kubow KB, Ford J, Jasinski B, Badalova Y. The Functional Biogeography of eDNA Metacommunities in the Post-Fire Landscape of the Angeles National Forest. Microorganisms 2022; 10:microorganisms10061218. [PMID: 35744735 PMCID: PMC9229275 DOI: 10.3390/microorganisms10061218] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 05/29/2022] [Accepted: 05/30/2022] [Indexed: 02/01/2023] Open
Abstract
Wildfires have continued to increase in frequency and severity in Southern California due in part to climate change. To gain a further understanding of microbial soil communities’ response to fire and functions that may enhance post-wildfire resilience, soil fungal and bacterial microbiomes were studied from different wildfire areas in the Gold Creek Preserve within the Angeles National Forest using 16S, FITS, 18S, 12S, PITS, and COI amplicon sequencing. Sequencing datasets from December 2020 and June 2021 samplings were analyzed using QIIME2, ranacapa, stats, vcd, EZBioCloud, and mixomics. Significant differences were found among bacterial and fungal taxa associated with different fire areas in the Gold Creek Preserve. There was evidence of seasonal shifts in the alpha diversity of the bacterial communities. In the sparse partial least squares analysis, there were strong associations (r > 0.8) between longitude, elevation, and a defined cluster of Amplicon Sequence Variants (ASVs). The Chi-square test revealed differences in fungi−bacteria (F:B) proportions between different trails (p = 2 × 10−16). sPLS results focused on a cluster of Green Trail samples with high elevation and longitude. Analysis revealed the cluster included the post-fire pioneer fungi Pyronema and Tremella. Chlorellales algae and possibly pathogenic Fusarium sequences were elevated. Bacterivorous Corallococcus, which secretes antimicrobials, and bacterivorous flagellate Spumella were associated with the cluster. There was functional redundancy in clusters that were differently composed but shared similar ecological functions. These results implied a set of traits for post-fire resiliency. These included photo-autotrophy, mineralization of pyrolyzed organic matter and aromatic/oily compounds, potential pathogenicity and parasitism, antimicrobials, and N-metabolism.
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Affiliation(s)
- Savanah Senn
- Department of Agriculture Sciences, Los Angeles Pierce College, 6201 Winnetka Avenue, PMB 553, Woodland Hills, CA 91304, USA; (J.F.); (B.J.); (Y.B.)
- Environmental Sciences Graduate Program, Oregon State University, Corvallis, OR 97331, USA; (S.B.); (G.P.); (A.E.T.)
- Correspondence:
| | - Sharmodeep Bhattacharyya
- Environmental Sciences Graduate Program, Oregon State University, Corvallis, OR 97331, USA; (S.B.); (G.P.); (A.E.T.)
- Department of Statistics, Oregon State University, Corvallis, OR 97331, USA
| | - Gerald Presley
- Environmental Sciences Graduate Program, Oregon State University, Corvallis, OR 97331, USA; (S.B.); (G.P.); (A.E.T.)
- Department of Wood Science & Engineering, Oregon State University, Corvallis, OR 97331, USA
| | - Anne E. Taylor
- Environmental Sciences Graduate Program, Oregon State University, Corvallis, OR 97331, USA; (S.B.); (G.P.); (A.E.T.)
- Department of Crop and Soil Sciences, Oregon State University, Corvallis, OR 97331, USA
| | - Bruce Nash
- DNA Learning Center, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, USA;
| | - Ray A. Enke
- Department of Biology, Center for Genome & Metagenome Studies, James Madison University, Harrisonburg, VA 22807, USA; (R.A.E.); (K.B.B.-K.)
| | - Karen B. Barnard-Kubow
- Department of Biology, Center for Genome & Metagenome Studies, James Madison University, Harrisonburg, VA 22807, USA; (R.A.E.); (K.B.B.-K.)
| | - Jillian Ford
- Department of Agriculture Sciences, Los Angeles Pierce College, 6201 Winnetka Avenue, PMB 553, Woodland Hills, CA 91304, USA; (J.F.); (B.J.); (Y.B.)
| | - Brandon Jasinski
- Department of Agriculture Sciences, Los Angeles Pierce College, 6201 Winnetka Avenue, PMB 553, Woodland Hills, CA 91304, USA; (J.F.); (B.J.); (Y.B.)
| | - Yekaterina Badalova
- Department of Agriculture Sciences, Los Angeles Pierce College, 6201 Winnetka Avenue, PMB 553, Woodland Hills, CA 91304, USA; (J.F.); (B.J.); (Y.B.)
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14
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Adnan M, Islam W, Gang L, Chen HYH. Advanced research tools for fungal diversity and its impact on forest ecosystem. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:45044-45062. [PMID: 35460003 DOI: 10.1007/s11356-022-20317-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 04/13/2022] [Indexed: 06/14/2023]
Abstract
Fungi are dominant ecological participants in the forest ecosystems, which play a major role in recycling organic matter and channeling nutrients across trophic levels. Fungal populations are shaped by plant communities and environmental parameters, and in turn, fungal communities also impact the forest ecosystem through intrinsic participation of different fungal guilds. Mycorrhizal fungi result in conservation and stability of forest ecosystem, while pathogenic fungi can bring change in forest ecosystem, by replacing the dominant plant species with new or exotic plant species. Saprotrophic fungi, being ecological regulators in the forest ecosystem, convert dead tree logs into reusable constituents and complete the ecological cycles of nitrogen and carbon. However, fungal communities have not been studied in-depth with respect to functional, spatiotemporal, or environmental parameters. Previously, fungal diversity and its role in shaping the forest ecosystem were studied by traditional and laborious cultural methods, which were unable to achieve real-time results and draw a conclusive picture of fungal communities. This review highlights the latest advances in biological methods such as next-generation sequencing and meta'omics for observing fungal diversity in the forest ecosystem, the role of different fungal groups in shaping forest ecosystem, forest productivity, and nutrient cycling at global scales.
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Affiliation(s)
- Muhammad Adnan
- College of Life Sciences and Oceanography, Shenzhen Key Laboratory of Microbial Genetic Engineering, Shenzhen University, Shenzhen, 518060, China
- College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, 518060, China
| | - Waqar Islam
- Xinjiang Key Laboratory of Desert Plant Roots Ecology and Vegetation Restoration, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Liu Gang
- College of Life Sciences and Oceanography, Shenzhen Key Laboratory of Microbial Genetic Engineering, Shenzhen University, Shenzhen, 518060, China
| | - Han Y H Chen
- Faculty of Forestry and the Forest Environment, Lakehead University, 955 Oliver Rd, Thunder Bay, ON, P7B 5E1, Canada.
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15
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Nugent A, Allison SD. A framework for soil microbial ecology in urban ecosystems. Ecosphere 2022. [DOI: 10.1002/ecs2.3968] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Affiliation(s)
- Andie Nugent
- Department of Ecology and Evolutionary Biology University of California–Irvine Irvine California USA
| | - Steven D. Allison
- Department of Ecology and Evolutionary Biology University of California–Irvine Irvine California USA
- Department of Earth System Science University of California–Irvine Irvine California USA
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16
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Ducey TF, Sigua GC, Novak JM, Ippolito JA, Spokas KA, Johnson MG. Microbial Response to Phytostabilization in Mining Impacted Soils Using Maize in Conjunction with Biochar and Compost. Microorganisms 2021; 9:2545. [PMID: 34946145 PMCID: PMC8707346 DOI: 10.3390/microorganisms9122545] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 12/06/2021] [Accepted: 12/08/2021] [Indexed: 11/16/2022] Open
Abstract
Even after remediation, mining impacted soils can leave behind a landscape inhospitable to plant growth and containing residual heavy metals. While phytostabilization can be used to restore such sites by limiting heavy metal spread, it is reliant on soil capable of supporting plant growth. Manure-based biochars, coupled with compost, have demonstrated the ability to improve soil growth conditions in mine impacted soils, however there is a paucity of information regarding their influence on resident microbial populations. The objective of this study was to elucidate the impact of these soil amendments on microbial community structure and function in mine impacted soils placed under phytostabilization management with maize. To this aim, a combination of phospholipid fatty acid (PLFA) and enzymatic analyses were performed. Results indicate that microbial biomass is significantly increased upon addition of biochar and compost, with maximal microbial biomass achieved with 5% poultry litter biochar and compost (62.82 nmol g-1 dry soil). Microbial community structure was impacted by biochar type, rate of application, and compost addition, and influenced by pH (r2 = 0.778), EC (r2 = 0.467), and Mg soil concentrations (r2 = 0.453). In three of the four enzymes analyzed, poultry litter biochar treatments were observed with increased activity rates that were often significantly greater than the unamended control. Overall, enzyme activities rates were influenced by biochar type and rate, and addition of compost. These results suggest that using a combination of biochar and compost can be utilized as a management tool to support phytostabilization strategies in mining impacted soils.
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Affiliation(s)
- Thomas F. Ducey
- Coastal Plains Soil, Water, and Plant Research Center, ARS-USDA, Florence, SC 29501, USA; (G.C.S.); (J.M.N.)
| | - Gilbert C. Sigua
- Coastal Plains Soil, Water, and Plant Research Center, ARS-USDA, Florence, SC 29501, USA; (G.C.S.); (J.M.N.)
| | - Jeffrey M. Novak
- Coastal Plains Soil, Water, and Plant Research Center, ARS-USDA, Florence, SC 29501, USA; (G.C.S.); (J.M.N.)
| | - James A. Ippolito
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA;
| | - Kurt A. Spokas
- National Forage Seed Production Research Center, ARS-USDA, St. Paul, MN 55105, USA;
| | - Mark G. Johnson
- Center for Public Health and Environmental Assessment, Pacific Ecological Systems Division, United States Environmental Protection Agency, Corvallis, OR 97333, USA;
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17
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Liu X, Wang M, Nie Y, Wu XL. Successful microbial colonization of space in a more dispersed manner. ISME COMMUNICATIONS 2021; 1:68. [PMID: 36755142 PMCID: PMC9723722 DOI: 10.1038/s43705-021-00063-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 09/15/2021] [Accepted: 09/20/2021] [Indexed: 11/09/2022]
Abstract
Many organisms live in habitats with limited nutrients or space, competition for these resources is ubiquitous. Although spatial factors related to the population's manner of colonizing space influences its success in spatial competition, what these factors are and to what extent they influence the outcome remains underexplored. Here, we applied a simulated competitive model to explore the spatial factors affecting outcomes of competition for space. By quantifying spatial factors, we show that colonizing space in a more dispersed manner contributes to microbial competitive success. We also find that the competitive edge deriving from a more dispersed manner in colonization can compensate for the disadvantage arising from either a lower growth rate or lower initial abundance. These findings shed light on the role of space colonization manners on maintaining biodiversity within ecosystems and provide novel insights critical for understanding how competition for space drives evolutionary innovation.
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Affiliation(s)
- Xiaonan Liu
- College of Engineering, Peking University, 100871, Beijing, China
| | - Miaoxiao Wang
- College of Engineering, Peking University, 100871, Beijing, China
| | - Yong Nie
- College of Engineering, Peking University, 100871, Beijing, China.
| | - Xiao-Lei Wu
- College of Engineering, Peking University, 100871, Beijing, China.
- Institute of Ocean Research, Peking University, 100871, Beijing, China.
- Institute of Ecology, Peking University, 100871, Beijing, China.
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18
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Willing CE, Pierroz G, Guzman A, Anderegg LDL, Gao C, Coleman-Derr D, Taylor JW, Bruns TD, Dawson TE. Keep your friends close: Host compartmentalisation of microbial communities facilitates decoupling from effects of habitat fragmentation. Ecol Lett 2021; 24:2674-2686. [PMID: 34523223 DOI: 10.1111/ele.13886] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 08/25/2021] [Accepted: 08/30/2021] [Indexed: 11/28/2022]
Abstract
Root-associated fungal communities modify the climatic niches and even the competitive ability of their hosts, yet how the different components of the root microbiome are modified by habitat loss remains a key knowledge gap. Using principles of landscape ecology, we tested how free-living versus host-associated microbes differ in their response to landscape heterogeneity. Further, we explore how compartmentalisation of microbes into specialised root structures filters for key fungal symbionts. Our study demonstrates that free-living fungal community structure correlates with landscape heterogeneity, but that host-associated fungal communities depart from these patterns. Specifically, biotic filtering in roots, especially via compartmentalisation within specialised root structures, decouples the biogeographic patterns of host-associated fungal communities from the soil community. In this way, even as habitat loss and fragmentation threaten fungal diversity in the soils, plant hosts exert biotic controls to ensure associations with critical mutualists, helping to preserve the root mycobiome.
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Affiliation(s)
- Claire E Willing
- Department of Environmental Science, Policy and Management, UC Berkeley, Berkeley, California, USA
| | - Grady Pierroz
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, California, USA.,Plant Gene Expression Center, USDA-ARS, Albany, California, USA
| | - Aidee Guzman
- Department of Environmental Science, Policy and Management, UC Berkeley, Berkeley, California, USA
| | - Leander D L Anderegg
- Department of Integrative Biology, UC Berkeley, Berkeley, California, USA.,Department of Ecology, Evolution & Marine Biology, UC Santa Barbara, Santa Barbara, California, USA
| | - Cheng Gao
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, California, USA.,State Key Laboratory of Mycology, Chinese Academy of Sciences, Beijing, China
| | - Devin Coleman-Derr
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, California, USA.,Plant Gene Expression Center, USDA-ARS, Albany, California, USA
| | - John W Taylor
- Department of Plant and Microbial Biology, UC Berkeley, Berkeley, California, USA
| | - Tom D Bruns
- Department of Environmental Science, Policy and Management, UC Berkeley, Berkeley, California, USA.,Department of Plant and Microbial Biology, UC Berkeley, Berkeley, California, USA
| | - Todd E Dawson
- Department of Environmental Science, Policy and Management, UC Berkeley, Berkeley, California, USA.,Department of Integrative Biology, UC Berkeley, Berkeley, California, USA
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19
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Adade EE, Al Lakhen K, Lemus AA, Valm AM. Recent progress in analyzing the spatial structure of the human microbiome: distinguishing biogeography and architecture in the oral and gut communities. CURRENT OPINION IN ENDOCRINE AND METABOLIC RESEARCH 2021; 18:275-283. [PMID: 35936977 PMCID: PMC9351436 DOI: 10.1016/j.coemr.2021.04.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Fueled by technological advances in methods for sample collection and preservation in sequencing studies, and in advances in computational analyses of high content image data, the spatial structure of the human microbiome is coming to light. In this mini-review, we summarize recent developments in our understanding of the structure of two human microbiomes: the lower gut and the oral cavity. We focus on only the most recent literature and we make an important distinction between two forms of spatial structure, governed by scale: biogeography and architecture. By segmenting the study of microbiome spatial structure into two categories, we demonstrate the potential to greatly advance our understanding of the mechanistic principles that link structure and function in the microbiome.
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Affiliation(s)
- Emmanuel E. Adade
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222 USA
| | - Khalid Al Lakhen
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222 USA
| | - Alex A. Lemus
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222 USA
| | - Alex M. Valm
- Department of Biological Sciences, State University of New York at Albany, Albany, NY 12222 USA,Corresponding author.
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