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Yáñez S, Tavera L, Guzmán-Rendón G, Fernández LD, Espinoza-Arevena N, Marchant M, Hernández CE. Macroecological patterns of planktonic unicellular eukaryotes richness in the Southeast Pacific Ocean. Sci Rep 2025; 15:18833. [PMID: 40442169 PMCID: PMC12122717 DOI: 10.1038/s41598-025-03220-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Accepted: 05/19/2025] [Indexed: 06/02/2025] Open
Abstract
In recent years, studies focusing on microbial biogeography have been developed, but macroecological processes in marine microorganisms remain unclear, especially in seemingly continuous environments such as the Southeast Pacific Ocean (SPO), where information on microbial distribution patterns is limited, and they may vary depending on the habitat and lifestyle. We used unicellular planktonic eukaryotes as model organisms to determine their biogeographic patterns in the SPO, identify the underlying ecological and historical-evolutionary processes and compare with other microorganism groups. Our analyses were based on the Niche Theory to model species diversity distribution using large open-access ecological and physical-biogeochemical databases based on Bayesian approaches, an integrated nested Laplace approximation (INLA), and Generalized Additive Models (GAM). As a result, two richness hotspots were observed, which are associated with coastal and offshore regions in the central southern areas of SPO. The richness hotspots were associated mainly with nutrients (N/Si ratio) and Mixed Layer Depth (MLD), which could be explained by highly productive upwelling events in the SPO. In contrast, the negative correlation of predicted richness with low pH is strongly related to the effect of calcareous shells (tests), as lower pH levels hinder the formation and stability of calcium carbonate shells in protists like foraminifera and radiolaria, thereby affecting overall unicellular planktonic eukaryote diversity. Our results support the role of ecological processes related to productivity, energy dynamics, and ecological limits in shaping broad-scale diversity patterns of unicellular planktonic eukaryotes in the SPO. The results show colonization and extinction dynamics through species replacement (i.e. High Turnover) along the Chilean and Equatorial coasts associated mainly with the Hotspots of their biodiversity, but also a gradual species loss (i.e. High Nestedness) along the Peruvian Coast associated mainly with the Coldspots of their biodiversity; highlighting how local environmental fluctuations can shape these planktonic microorganisms' behavior, ecology and distribution. The distribution patterns of planktonic unicellular eukaryotes show little evidence of the effects of historical and evolutionary processes. This is because the high dispersal capacity of planktonic microbes probably dilutes the influence of these processes in environments lacking clear barriers to species dispersal. Additionally, the effect of historical events could be highlighted in specific taxonomic groups at the kingdom, phylum level or habitat type and addressing gaps about latitudinal richness in the SPO. This provides insight into the spatial distribution of marine microbes and contributes to conservation efforts, as these organisms are an essential foundation of the upper levels of the food web.
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Affiliation(s)
- Sonia Yáñez
- Departamento de Zoología, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
- Facultad de Medicina Veterinaria, Universidad San Sebastián, Concepción, Chile
| | - Laura Tavera
- Facultad de Medicina Veterinaria, Universidad San Sebastián, Concepción, Chile.
- Museo de Zoología, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Casilla 160- C, Concepción, Chile, Concepción, Chile.
| | - Garen Guzmán-Rendón
- Facultad de Medicina Veterinaria, Universidad San Sebastián, Concepción, Chile
- Facultad de Ciencias, Universidad Católica de la Santísima Concepción, Concepción, Chile
| | - Leonardo D Fernández
- Núcleo de Investigación en Sustentabilidad Agroambiental (NISUA), Facultad de Medicina Veterinaria y Agronomía, Universidad de Las Américas, Manuel Montt 948, Providencia, Santiago, Chile
| | - Nicolás Espinoza-Arevena
- Facultad de Medicina Veterinaria, Universidad San Sebastián, Concepción, Chile
- Programa de Doctorado en sistemática y biodiversidad, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Margarita Marchant
- Departamento de Zoología, Universidad de Concepción, Casilla 160-C, Concepción, Chile
| | - Cristián E Hernández
- Facultad de Medicina Veterinaria, Universidad San Sebastián, Concepción, Chile.
- Universidad Católica de Santa María, Arequipa, Perú.
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2
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George C, Kortheerakul C, Khunthong N, Sharma C, Luo D, Chan KG, Daroch M, Hyde KD, Lee PKH, Goh KM, Waditee-Sirisattha R, Pointing SB. Spatial scale modulates stochastic and deterministic influence on biogeography of photosynthetic biofilms in Southeast Asian hot springs. ENVIRONMENTAL MICROBIOME 2025; 20:50. [PMID: 40361225 PMCID: PMC12070648 DOI: 10.1186/s40793-025-00711-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Accepted: 04/18/2025] [Indexed: 05/15/2025]
Abstract
Hot springs, with their well-characterized major abiotic variables and island-like habitats, are ideal systems for studying microbial biogeography. Photosynthetic biofilms are a major biological feature of hot springs but despite this large-scale studies are scarce, leaving critical questions about the drivers of spatial turnover unanswered. Here, we analysed 395 photosynthetic biofilms from neutral-alkaline hot springs (39-66 °C, pH 6.4-9.0) across a 2100 km latitudinal gradient in Southeast Asia. The Cyanobacteria-dominated communities were categorized into six biogeographic regions, each characterized by a distinct core microbiome and biotic interactions. We observed a significant decline in the explanatory power of major abiotic variables with increasing spatial scale, from 62.6% locally, 55% regionally, to 26.8% for the inter-regional meta-community. Statistical null models revealed that deterministic environmental filtering predominated at local and regional scales, whereas stochastic ecological drift was more influential at the inter-regional scale. These findings enhance our understanding of the differential contribution of ecological drivers and highlight the importance of spatial scale in shaping biogeographic distributions for microorganisms.
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Affiliation(s)
- Christaline George
- Department of Biological Sciences, National University of Singapore, Singapore, 117557, Singapore
| | - Chananwat Kortheerakul
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Nitthiya Khunthong
- Department of Microbiology, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Chitrabhanu Sharma
- Centre of Excellence in Fungal Research & School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Danli Luo
- School of Energy and Environment & State Key Laboratory of Marine Pollution, City University of Hong Kong, Kowloon, Hong Kong SAR, China
| | - Kok-Gan Chan
- Institute of Biological Sciences, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Maurycy Daroch
- School of Environment and Energy, Peking University Shenzhen Graduate School, Shenzhen, 518055, China
| | - Kevin D Hyde
- Centre of Excellence in Fungal Research & School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Patrick K H Lee
- School of Energy and Environment & State Key Laboratory of Marine Pollution, City University of Hong Kong, Kowloon, Hong Kong SAR, China
| | - Kian Mau Goh
- Department of Biosciences, Universiti Teknologi Malaysia, 81310, Bahru, Johor, Malaysia.
| | | | - Stephen B Pointing
- Department of Biological Sciences, National University of Singapore, Singapore, 117557, Singapore.
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3
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Flores C, Millard S, Seekatz AM. Bridging Ecology and Microbiomes: Applying Ecological Theories in Host-associated Microbial Ecosystems. CURRENT CLINICAL MICROBIOLOGY REPORTS 2025; 12:9. [PMID: 40248762 PMCID: PMC12000275 DOI: 10.1007/s40588-025-00246-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/28/2025] [Indexed: 04/19/2025]
Abstract
Purpose of Review This review explores the application of classical ecological theory to host-associated microbiomes during initial colonization, maintenance, and recovery. We discuss unique challenges of applying these theories to host-associated microbiomes and host factors to consider going forward. Recent Findings Recent studies applying community ecology principles to host microbiomes continue to demonstrate a role for both selective and stochastic processes in shaping host-associated microbiomes. However, ecological frameworks developed to describe dynamics during homeostasis do not necessarily apply during diseased or highly perturbed states, where large variations can potentially lead to alternate stable states. Summary Despite providing valuable insights, the application of ecological theories to host-associated microbiomes has some unique challenges. The integration of host-specific factors, such as genotype or immune dynamics in ecological models or frameworks is crucial for understanding host microbiome assembly and stability, which could improve our ability to predict microbiome outcomes and improve host health.
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Affiliation(s)
- Clara Flores
- Department of Biological Sciences, Clemson University, Life Sciences Building 157 A, 190 Collings St, Clemson, SC 29634 USA
| | - Sophie Millard
- Department of Biological Sciences, Clemson University, Life Sciences Building 157 A, 190 Collings St, Clemson, SC 29634 USA
| | - Anna M. Seekatz
- Department of Biological Sciences, Clemson University, Life Sciences Building 157 A, 190 Collings St, Clemson, SC 29634 USA
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Härer A, Dominguez J, Shurin JB, Rennison DJ. Contrasting alpha, beta, and gamma diversity in the littoral zones of mountain lakes: effects of habitat size and within-lake community structuring on bacterial biogeography. FEMS Microbiol Ecol 2025; 101:fiaf026. [PMID: 40097301 PMCID: PMC11963758 DOI: 10.1093/femsec/fiaf026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2024] [Revised: 01/10/2025] [Accepted: 03/16/2025] [Indexed: 03/19/2025] Open
Abstract
Research on microbial biogeography has revealed key patterns like the diversity-area relationship and distance-decay of similarity. However, how habitat size affects bacterial diversity in freshwater environments remains largely unclear. Here, we characterize bacterial communities in the littoral zones of 10 mountain lakes in the Sierra Nevada, CA, ranging in surface area from 0.92 to 71.72 ha. Despite significant habitat size effects on community composition, dominant bacterial phyla were shared across lakes. We found no evidence for diversity-area relationships, either in single samples (alpha diversity) or cumulative lake-level samples (within-lake gamma diversity), when accounting for environmental variation. Moreover, within-lake beta diversity showed little spatial structuring, with similar bacterial community composition across samples regardless of geographic distance. Gamma diversity did not reach saturation with our sample size, and lake size had no effect on the predicted sample size necessary to reach gamma diversity saturation. Our findings offer new insights into diversity-area dynamics and spatial structuring by investigating alpha, beta, and gamma diversity in freshwater environments. Notably, individual water samples captured much of the bacterial community, with strong correlations between alpha and gamma diversity. These results advance our understanding of microbial biogeography and inform sampling designs for characterizing bacterial diversity in freshwater ecosystems.
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Affiliation(s)
- Andreas Härer
- School of Biological Sciences, Department of Ecology, Behavior, and Evolution, University of California San Diego, La Jolla, CA 92093, USA
| | - Joshua Dominguez
- School of Biological Sciences, Department of Ecology, Behavior, and Evolution, University of California San Diego, La Jolla, CA 92093, USA
| | - Jonathan B Shurin
- School of Biological Sciences, Department of Ecology, Behavior, and Evolution, University of California San Diego, La Jolla, CA 92093, USA
| | - Diana J Rennison
- School of Biological Sciences, Department of Ecology, Behavior, and Evolution, University of California San Diego, La Jolla, CA 92093, USA
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5
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Borton MA, McGivern BB, Willi KR, Woodcroft BJ, Mosier AC, Singleton DM, Bambakidis T, Pelly A, Daly RA, Liu F, Freiburger A, Edirisinghe JN, Faria JP, Danczak R, Leleiwi I, Goldman AE, Wilkins MJ, Hall EK, Pennacchio C, Roux S, Eloe-Fadrosh EA, Good SP, Sullivan MB, Wood-Charlson EM, Miller CS, Ross MRV, Henry CS, Crump BC, Stegen JC, Wrighton KC. A functional microbiome catalogue crowdsourced from North American rivers. Nature 2025; 637:103-112. [PMID: 39567690 PMCID: PMC11666465 DOI: 10.1038/s41586-024-08240-z] [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: 07/25/2023] [Accepted: 10/17/2024] [Indexed: 11/22/2024]
Abstract
Predicting elemental cycles and maintaining water quality under increasing anthropogenic influence requires knowledge of the spatial drivers of river microbiomes. However, understanding of the core microbial processes governing river biogeochemistry is hindered by a lack of genome-resolved functional insights and sampling across multiple rivers. Here we used a community science effort to accelerate the sampling, sequencing and genome-resolved analyses of river microbiomes to create the Genome Resolved Open Watersheds database (GROWdb). GROWdb profiles the identity, distribution, function and expression of microbial genomes across river surface waters covering 90% of United States watersheds. Specifically, GROWdb encompasses microbial lineages from 27 phyla, including novel members from 10 families and 128 genera, and defines the core river microbiome at the genome level. GROWdb analyses coupled to extensive geospatial information reveals local and regional drivers of microbial community structuring, while also presenting foundational hypotheses about ecosystem function. Building on the previously conceived River Continuum Concept1, we layer on microbial functional trait expression, which suggests that the structure and function of river microbiomes is predictable. We make GROWdb available through various collaborative cyberinfrastructures2,3, so that it can be widely accessed across disciplines for watershed predictive modelling and microbiome-based management practices.
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Affiliation(s)
- Mikayla A Borton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA.
| | - Bridget B McGivern
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Kathryn R Willi
- Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO, USA
| | - Ben J Woodcroft
- Centre for Microbiome Research, School of Biomedical Sciences, Queensland University of Technology, Translational Research Institute, Woolloongabba, Queensland, Australia
| | - Annika C Mosier
- Department of Integrative Biology, University of Colorado Denver, Denver, CO, USA
| | - Derick M Singleton
- Department of Integrative Biology, University of Colorado Denver, Denver, CO, USA
| | - Ted Bambakidis
- Department of Microbiology, Oregon State University, Corvallis, OR, USA
| | - Aaron Pelly
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
| | - Rebecca A Daly
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Filipe Liu
- Data Science and Learning Division, Argonne National Laboratory, Argonne, IL, USA
| | - Andrew Freiburger
- Data Science and Learning Division, Argonne National Laboratory, Argonne, IL, USA
| | - Janaka N Edirisinghe
- Data Science and Learning Division, Argonne National Laboratory, Argonne, IL, USA
| | - José P Faria
- Data Science and Learning Division, Argonne National Laboratory, Argonne, IL, USA
| | - Robert Danczak
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
| | - Ikaia Leleiwi
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Amy E Goldman
- Energy and Environment Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
| | - Michael J Wilkins
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA
| | - Ed K Hall
- Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO, USA
| | - Christa Pennacchio
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Emiley A Eloe-Fadrosh
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Stephen P Good
- Department of Biological & Ecological Engineering, Oregon State University, Corvallis, OR, USA
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH, USA
| | - Elisha M Wood-Charlson
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Christopher S Miller
- Department of Integrative Biology, University of Colorado Denver, Denver, CO, USA
| | - Matthew R V Ross
- Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO, USA
| | - Christopher S Henry
- Data Science and Learning Division, Argonne National Laboratory, Argonne, IL, USA
| | - Byron C Crump
- College of Earth, Ocean and Atmospheric Sciences, Oregon State University, Corvallis, OR, USA
| | - James C Stegen
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, USA
- School of the Environment, Washington State University, Pullman, WA, USA
| | - Kelly C Wrighton
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO, USA.
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6
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Stallman JK, Haelewaters D, Koch Bach RA, Brann M, Fatemi S, Gomez-Zapata P, Husbands DR, Jumbam B, Kaishian PJ, Moffitt A, Catherine Aime M. The contribution of tropical long-term studies to mycology. IMA Fungus 2024; 15:35. [PMID: 39529162 PMCID: PMC11552369 DOI: 10.1186/s43008-024-00166-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 10/15/2024] [Indexed: 11/16/2024] Open
Abstract
Fungi are arguably the most diverse eukaryotic kingdom of organisms in terms of number of estimated species, trophic and life history strategies, and their functions in ecosystems. However, our knowledge of fungi is limited due to a distributional bias; the vast majority of available data on fungi have been compiled from non-tropical regions. Far less is known about fungi from tropical regions, with the bulk of these data being temporally limited surveys for fungal species diversity. Long-term studies (LTS), or repeated sampling from the same region over extended periods, are necessary to fully capture the extent of species diversity in a region, but LTS of fungi from tropical regions are almost non-existent. In this paper, we discuss the contributions of LTS of fungi in tropical regions to alpha diversity, ecological and functional diversity, biogeography, hypothesis testing, and conservation-with an emphasis on an ongoing tropical LTS in the Pakaraima Mountains of Guyana. We show how these contributions refine our understanding of Fungi. We also show that public data repositories such as NCBI, IUCN, and iNaturalist contain less information on tropical fungi compared to non-tropical fungi, and that these discrepancies are more pronounced in fungi than in plants and animals.
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Affiliation(s)
- Jeffery K Stallman
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA.
| | - Danny Haelewaters
- Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, 80309, USA
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, 370 05, České Budějovice, Czech Republic
- Faculty of Science, University of South Bohemia, 370 05, České Budějovice, Czech Republic
| | - Rachel A Koch Bach
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA
| | - Mia Brann
- Department of Biology, Northern Arizona University, Flagstaff, AZ, 86001, USA
| | - Samira Fatemi
- Pacific Biosciences Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
| | - Paula Gomez-Zapata
- Department of Forest Mycology and Plant Pathology, Uppsala Biocenter, Swedish University of Agricultural Sciences, 750 07, Uppsala, Sweden
| | - Dillon R Husbands
- Department of Agriculture, University of Guyana, Turkeyen Campus, Greater Georgetown, Guyana
| | - Blaise Jumbam
- Department of Plant Science and Landscape Architecture, University of Maryland, College Park, 20742 MD, USA
| | | | - Ariana Moffitt
- Department of Nutrition Science, Purdue University, West Lafayette, IN, 47901, USA
| | - M Catherine Aime
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, 47901, USA.
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7
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Delleuze M, Schwob G, Orlando J, Gerard K, Saucède T, Brickle P, Poulin E, Cabrol L. Habitat specificity modulates the bacterial biogeographic patterns in the Southern Ocean. FEMS Microbiol Ecol 2024; 100:fiae134. [PMID: 39363207 PMCID: PMC11523047 DOI: 10.1093/femsec/fiae134] [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: 09/06/2024] [Accepted: 10/02/2024] [Indexed: 10/05/2024] Open
Abstract
Conceptual biogeographic frameworks have proposed that the relative contribution of environmental and geographical factors on microbial distribution depends on several characteristics of the habitat (e.g. environmental heterogeneity, species diversity, and proportion of specialist/generalist taxa), all of them defining the degree of habitat specificity, but few experimental demonstrations exist. Here, we aimed to determine the effect of habitat specificity on bacterial biogeographic patterns and assembly processes in benthic coastal ecosystems of the Southern Ocean (Patagonia, Falkland/Malvinas, Kerguelen, South Georgia, and King George Islands), using 16S rRNA gene metabarcoding. The gradient of habitat specificity resulted from a 'natural experimental design' provided by the Abatus sea urchin model, from the sediment (least specific habitat) to the intestinal tissue (most specific habitat). The phylogenetic composition of the bacterial communities showed a clear differentiation by site, driven by a similar contribution of geographic and environmental distances. However, the strength of this biogeographic pattern decreased with increasing habitat specificity: sediment communities showed stronger geographic and environmental divergence compared to gut tissue. The proportion of stochastic and deterministic processes contributing to bacterial assembly varied according to the geographic scale and the habitat specificity level. For instance, an increased contribution of dispersal limitation was observed in gut tissue habitat. Our results underscore the importance of considering different habitats with contrasting levels of specificity to better understand bacterial biogeography and assembly processes over oceanographic scales.
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Affiliation(s)
- Mélanie Delleuze
- Laboratorio de Ecología Molecular, Departamento de Ciencias Ecológicas, Facultad de Ciencias, Universidad de Chile, Santiago 7800003, Chile
- Marine Biology Lab, CP160/15, Université Libre de Bruxelles (ULB), Brussels 1050, Belgium
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
| | - Guillaume Schwob
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
| | - Julieta Orlando
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
- Laboratorio de Ecología Microbiana, Departamento de Ciencias Ecológicas, Facultad de Ciencias, Universidad de Chile, Santiago 7800003, Chile
| | - Karin Gerard
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
- Laboratorio de Ecosistemas Marinos Antárticos y Subantárticos, Universidad de Magallanes, Punta Arenas 6210427, Chile
- Cape Horn Investigation Center, Puerto Williams 6350054, Chile
| | - Thomas Saucède
- Biogéosciences, UMR CNRS 6282, Université de Bourgogne, 21000 Dijon, France
| | - Paul Brickle
- South Atlantic Environmental Research Institute, Port Stanley FIQQ 1ZZ, Falkland Islands
- School of Biological Sciences (Zoology), University of Aberdeen, Aberdeen AB24 3FX, Scotland, United Kingdom
| | - Elie Poulin
- Laboratorio de Ecología Molecular, Departamento de Ciencias Ecológicas, Facultad de Ciencias, Universidad de Chile, Santiago 7800003, Chile
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
| | - Léa Cabrol
- Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile
- Aix-Marseille University, Univ Toulon, CNRS, IRD, Mediterranean Institute of Oceanography (M.I.O.) UM 110, 13009 Marseille, France
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Kajihara KT, Hynson NA. Networks as tools for defining emergent properties of microbiomes and their stability. MICROBIOME 2024; 12:184. [PMID: 39342398 PMCID: PMC11439251 DOI: 10.1186/s40168-024-01868-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 07/04/2024] [Indexed: 10/01/2024]
Abstract
The potential promise of the microbiome to ameliorate a wide range of societal and ecological challenges, from disease prevention and treatment to the restoration of entire ecosystems, hinges not only on microbiome engineering but also on the stability of beneficial microbiomes. Yet the properties of microbiome stability remain elusive and challenging to discern due to the complexity of interactions and often intractable diversity within these communities of bacteria, archaea, fungi, and other microeukaryotes. Networks are powerful tools for the study of complex microbiomes, with the potential to elucidate structural patterns of stable communities and generate testable hypotheses for experimental validation. However, the implementation of these analyses introduces a cascade of dichotomies and decision trees due to the lack of consensus on best practices. Here, we provide a road map for network-based microbiome studies with an emphasis on discerning properties of stability. We identify important considerations for data preparation, network construction, and interpretation of network properties. We also highlight remaining limitations and outstanding needs for this field. This review also serves to clarify the varying schools of thought on the application of network theory for microbiome studies and to identify practices that enhance the reproducibility and validity of future work. Video Abstract.
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Affiliation(s)
- Kacie T Kajihara
- Pacific Biosciences Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA.
| | - Nicole A Hynson
- Pacific Biosciences Research Center, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
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9
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Fornacca D, Deng W, Yang Y, Zhang F, Yang X, Xiao W. Linking watershed formation with the phylogenetic distribution of a soil microscopic fungus in Yunnan Province, China. BMC Microbiol 2024; 24:305. [PMID: 39148068 PMCID: PMC11325569 DOI: 10.1186/s12866-024-03451-w] [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: 03/31/2024] [Accepted: 08/01/2024] [Indexed: 08/17/2024] Open
Abstract
BACKGROUND Phylogeographic studies have gained prominence in linking past geological events to the distribution patterns of biodiversity, primarily in mountainous regions. However, such studies often focus on plant taxa, neglecting the intricate biogeographical patterns of microbes, particularly soil microbial communities. This article explores the spatial distribution of the nematode-trapping fungus Arthrobotrys oligospora, a widespread microorganism, in a tectonically active region at the southeastern edge of the Qinghai-Tibetan Plateau. By analysing the genetic variation of this fungus alongside the historical structure of major river watersheds, we sought to uncover potential connections between the two. Our study involved sampling 149 strains from 116 sites across six major watersheds in the region. RESULTS The resulting haplotype network revealed five distinct clusters, each corresponding closely to a specific watershed. These clusters exhibited high haplotype diversity and low nucleotide diversity, supporting the notion of watershed-based segregation. Further analysis of haplotypes shared across watersheds provided evidence for three proposed past river connections. In particular, we found numerous shared haplotypes between the Yangtze and Mekong basins, as well as between the Yangtze and the Red basins. Evidence for a Irrawaddy-Salween-Red and a Yangtze-Pearl-Red river connections were also portrayed in our mapping exercise. CONCLUSIONS These findings emphasize the crucial role of historical geomorphological events in shaping the biogeography of microbial biodiversity, alongside contemporary biotic and abiotic factors. Watershed perimeters emerged as effective predictors of such patterns, suggesting their suitability as analytical units for regional-scale studies. Our study also demonstrates the potential of microorganisms and phylogeographic approaches to complement traditional geological analyses, providing a more comprehensive understanding of past landscape structure and its evolution.
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Affiliation(s)
- Davide Fornacca
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China
- Collaborative Innovation Center for Biodiversity and Conservation in the Three Parallel, Rivers Region of China, Dali, 671003, Yunnan, China
- The Provincial Innovation Team of Biodiversity Conservation and Utility of the Three Parallel Rivers Region, Dali University, Dali, 671003, Yunnan, China
- Yunling Black-and-White Snub-nosed Monkey Observation and Research Station of Yunnan Province, Dali, 671003, Yunnan, China
| | - Wei Deng
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China
| | - Yaoquan Yang
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China
| | - Fa Zhang
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China
| | - Xiaoyan Yang
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China.
- Collaborative Innovation Center for Biodiversity and Conservation in the Three Parallel, Rivers Region of China, Dali, 671003, Yunnan, China.
- The Provincial Innovation Team of Biodiversity Conservation and Utility of the Three Parallel Rivers Region, Dali University, Dali, 671003, Yunnan, China.
| | - Wen Xiao
- Institute of Eastern-Himalaya Biodiversity Research, Dali University, Hongsheng Rd. no. 2, Dali, 671003, Yunnan, China
- Collaborative Innovation Center for Biodiversity and Conservation in the Three Parallel, Rivers Region of China, Dali, 671003, Yunnan, China
- The Provincial Innovation Team of Biodiversity Conservation and Utility of the Three Parallel Rivers Region, Dali University, Dali, 671003, Yunnan, China
- Yunling Black-and-White Snub-nosed Monkey Observation and Research Station of Yunnan Province, Dali, 671003, Yunnan, China
- The Key Laboratory of Yunnan Education Department on Er'hai Catchment Conservation and Sustainable Development, Dali, 671003, Yunnan, China
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10
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Dovrolis N, Gazouli M, Rigal F, Whittaker RJ, Matthews TJ, Georgiou K, Theodoropoulos G, Triantis KA. Power-law scaling in intratumoral microbiota of colorectal cancer. Gut Pathog 2024; 16:34. [PMID: 38972996 PMCID: PMC11229225 DOI: 10.1186/s13099-024-00631-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 06/28/2024] [Indexed: 07/09/2024] Open
Abstract
It has recently been proposed that the study of microbial dynamics in humans may gain insights from island biogeographical theory. Here, we test whether the diversity of the intratumoral microbiota of colorectal cancer tumors (CRC) follows a power law with tumor size akin to the island species-area relationship. We confirm a direct correlation between the quantity of Amplicon Sequence Variants (ASVs) within CRC tumors and tumor sizes, following a (log)power model, explaining 47% of the variation. Understanding the processes involved, potentially through the analogy of tumors and islands, may ultimately contribute to future clinical and therapeutic strategies.
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Affiliation(s)
- Nikolas Dovrolis
- Department of Basic Medical Sciences, Laboratory of Biology, Medical School, National and Kapodistrian University of Athens, Athens, 11527, Greece.
| | - Maria Gazouli
- Department of Basic Medical Sciences, Laboratory of Biology, Medical School, National and Kapodistrian University of Athens, Athens, 11527, Greece.
| | - François Rigal
- Institut Des Sciences Analytiques et de Physico Chimie pour L'environnement et les Materiaux, CNRS - Université de Pau et des Pays de l'Adour - E2S UPPA, UMR5254, Pau, 64000, France
- CE3C - Centre for Ecology, Evolution and Environmental Changes/Azorean Biodiversity Group, Faculty of Agricultural Sciences and Environment, CHANGE - Global Change and Sustainability Institute and Universidade dos Açores, Angra do Heroísmo, Açores, PT-9700-042, Portugal
| | - Robert J Whittaker
- School of Geography and the Environment, University of Oxford, Oxford, UK
- Center for Macroecology, Evolution and Climate, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Thomas J Matthews
- CE3C - Centre for Ecology, Evolution and Environmental Changes/Azorean Biodiversity Group, Faculty of Agricultural Sciences and Environment, CHANGE - Global Change and Sustainability Institute and Universidade dos Açores, Angra do Heroísmo, Açores, PT-9700-042, Portugal
- GEES (School of Geography, Earth and Environmental Sciences, Birmingham Institute of Forest Research, University of Birmingham, Birmingham, UK
| | - Konstantinos Georgiou
- 1st Department of Propaedeutic Surgery, Medical School, National Kapodistrian University of Athens, Hippocratio Hospital, Athens, 11527, Greece
| | - George Theodoropoulos
- 1st Department of Propaedeutic Surgery, Medical School, National Kapodistrian University of Athens, Hippocratio Hospital, Athens, 11527, Greece
| | - Kostas A Triantis
- Department of Ecology and Taxonomy, National & Kapodistrian University of Athens, Athens, 11527, Greece.
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11
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Graham EB, Garayburu-Caruso VA, Wu R, Zheng J, McClure R, Jones GD. Genomic fingerprints of the world's soil ecosystems. mSystems 2024; 9:e0111223. [PMID: 38722174 PMCID: PMC11237643 DOI: 10.1128/msystems.01112-23] [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: 10/18/2023] [Accepted: 03/25/2024] [Indexed: 06/19/2024] Open
Abstract
Despite the explosion of soil metagenomic data, we lack a synthesized understanding of patterns in the distribution and functions of soil microorganisms. These patterns are critical to predictions of soil microbiome responses to climate change and resulting feedbacks that regulate greenhouse gas release from soils. To address this gap, we assay 1,512 manually curated soil metagenomes using complementary annotation databases, read-based taxonomy, and machine learning to extract multidimensional genomic fingerprints of global soil microbiomes. Our objective is to uncover novel biogeographical patterns of soil microbiomes across environmental factors and ecological biomes with high molecular resolution. We reveal shifts in the potential for (i) microbial nutrient acquisition across pH gradients; (ii) stress-, transport-, and redox-based processes across changes in soil bulk density; and (iii) greenhouse gas emissions across biomes. We also use an unsupervised approach to reveal a collection of soils with distinct genomic signatures, characterized by coordinated changes in soil organic carbon, nitrogen, and cation exchange capacity and in bulk density and clay content that may ultimately reflect soil environments with high microbial activity. Genomic fingerprints for these soils highlight the importance of resource scavenging, plant-microbe interactions, fungi, and heterotrophic metabolisms. Across all analyses, we observed phylogenetic coherence in soil microbiomes-more closely related microorganisms tended to move congruently in response to soil factors. Collectively, the genomic fingerprints uncovered here present a basis for global patterns in the microbial mechanisms underlying soil biogeochemistry and help beget tractable microbial reaction networks for incorporation into process-based models of soil carbon and nutrient cycling.IMPORTANCEWe address a critical gap in our understanding of soil microorganisms and their functions, which have a profound impact on our environment. We analyzed 1,512 global soils with advanced analytics to create detailed genetic profiles (fingerprints) of soil microbiomes. Our work reveals novel patterns in how microorganisms are distributed across different soil environments. For instance, we discovered shifts in microbial potential to acquire nutrients in relation to soil acidity, as well as changes in stress responses and potential greenhouse gas emissions linked to soil structure. We also identified soils with putative high activity that had unique genomic characteristics surrounding resource acquisition, plant-microbe interactions, and fungal activity. Finally, we observed that closely related microorganisms tend to respond in similar ways to changes in their surroundings. Our work is a significant step toward comprehending the intricate world of soil microorganisms and its role in the global climate.
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Affiliation(s)
- Emily B. Graham
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
- School of Biological Sciences, Washington State University, Pullman, Washington, USA
| | | | - Ruonan Wu
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Jianqiu Zheng
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Ryan McClure
- Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Gerrad D. Jones
- Department of Biological and Ecological Engineering, Oregon State University, Corvallis, Oregon, USA
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12
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Cecala JM, Vannette RL. Nontarget impacts of neonicotinoids on nectar-inhabiting microbes. Environ Microbiol 2024; 26:e16603. [PMID: 38494634 DOI: 10.1111/1462-2920.16603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Accepted: 02/23/2024] [Indexed: 03/19/2024]
Abstract
Plant-systemic neonicotinoid (NN) insecticides can exert non-target impacts on organisms like beneficial insects and soil microbes. NNs can affect plant microbiomes, but we know little about their effects on microbial communities that mediate plant-insect interactions, including nectar-inhabiting microbes (NIMs). Here we employed two approaches to assess the impacts of NN exposure on several NIM taxa. First, we assayed the in vitro effects of six NN compounds on NIM growth using plate assays. Second, we inoculated a standardised NIM community into the nectar of NN-treated canola (Brassica napus) and assessed microbial survival and growth after 24 h. With few exceptions, in vitro NN exposure tended to decrease bacterial growth metrics. However, the magnitude of the decrease and the NN concentrations at which effects were observed varied substantially across bacteria. Yeasts showed no consistent in vitro response to NNs. In nectar, we saw no effects of NN treatment on NIM community metrics. Rather, NIM abundance and diversity responded to inherent plant qualities like nectar volume. In conclusion, we found no evidence that NIMs respond to field-relevant NN levels in nectar within 24 h, but our study suggests that context, specifically assay methods, time and plant traits, is important in assaying the effects of NNs on microbial communities.
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Affiliation(s)
- Jacob M Cecala
- Department of Entomology & Nematology, University of California, Davis, California, USA
| | - Rachel L Vannette
- Department of Entomology & Nematology, University of California, Davis, California, USA
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13
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Jiraska L, Jones B, Knight SJ, Lennox J, Goddard MR. Soil and bark biodiversity forms discrete islands between vineyards that are not affected by distance or management regime. Environ Microbiol 2023; 25:3655-3670. [PMID: 37905675 DOI: 10.1111/1462-2920.16513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 09/20/2023] [Indexed: 11/02/2023]
Abstract
Within geographic regions, the existing data suggest that physical habitat (bark, soil, etc.) is the strongest factor determining agroecosystem microbial community assemblage, followed by geographic location (site), and then management regime (organic, conventional, etc.). The data also suggest community similarities decay with increasing geographic distance. However, integrated hypotheses for these observations have not been developed. We formalized and tested such hypotheses by sequencing 3.8 million bacterial 16S, fungal ITS2 and non-fungal eukaryotic COI barcodes deriving from 108 samples across two habitats (soil and bark) from six vineyards sites under conventional or conservation management. We found both habitat and site significantly affected community assemblage, with habitat the stronger for bacteria only, but there was no effect of management. There was no evidence for community similarity distance-decay within sites within each habitat. While communities significantly differed between vineyard sites, there was no evidence for between site community similarity distance-decay apart from bark bacterial communities, and no correlations with soil and bark pH apart from soil bacterial communities. Thus, within habitats, vineyard sites represent discrete biodiversity islands, and while bacterial, fungal and non-fungal eukaryotic biodiversity mostly differs between sites, the distance by which they are separated does not define how different they are.
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Affiliation(s)
- Lucie Jiraska
- The School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Beatrix Jones
- The School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Sarah J Knight
- The School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Jed Lennox
- The School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Matthew R Goddard
- The School of Biological Sciences, University of Auckland, Auckland, New Zealand
- The School of Life and Environmental Sciences, University of Lincoln, Lincoln, UK
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14
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Van Nuland ME, Daws SC, Bailey JK, Schweitzer JA, Busby PE, Peay KG. Above- and belowground fungal biodiversity of Populus trees on a continental scale. Nat Microbiol 2023; 8:2406-2419. [PMID: 37973868 DOI: 10.1038/s41564-023-01514-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 10/04/2023] [Indexed: 11/19/2023]
Abstract
Understanding drivers of terrestrial fungal communities over large scales is an important challenge for predicting the fate of ecosystems under climate change and providing critical ecological context for bioengineering plant-microbe interactions in model systems. We conducted an extensive molecular and microscopy field study across the contiguous United States measuring natural variation in the Populus fungal microbiome among tree species, plant niche compartments and key symbionts. Our results show clear biodiversity hotspots and regional endemism of Populus-associated fungal communities explained by a combination of climate, soil and geographic factors. Modelling climate change impacts showed a deterioration of Populus mycorrhizal associations and an increase in potentially pathogenic foliar endophyte diversity and prevalence. Geographic differences among these symbiont groups in their sensitivity to environmental change are likely to influence broader forest health and ecosystem function. This dataset provides an above- and belowground atlas of Populus fungal biodiversity at a continental scale.
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Affiliation(s)
- Michael E Van Nuland
- Department of Biology, Stanford University, Stanford, CA, USA.
- Society for the Protection of Underground Networks, SPUN, Dover, DE, USA.
| | - S Caroline Daws
- Department of Biology, Stanford University, Stanford, CA, USA
| | - Joseph K Bailey
- Ecology and Evolutionary Biology Department, University of Tennessee, Knoxville, TN, USA
| | - Jennifer A Schweitzer
- Ecology and Evolutionary Biology Department, University of Tennessee, Knoxville, TN, USA
| | - Posy E Busby
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Kabir G Peay
- Department of Biology, Stanford University, Stanford, CA, USA
- Department of Earth System Science, Stanford University, Stanford, CA, USA
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15
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Pino V, Fajardo M, McBratney A, Minasny B, Wilson N, Baldock C. Australian soil microbiome: A first sightseeing regional prediction driven by cycles of soil temperature and pedogenic variations. Mol Ecol 2023; 32:6243-6259. [PMID: 36862079 DOI: 10.1111/mec.16911] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Revised: 02/05/2023] [Accepted: 02/27/2023] [Indexed: 03/03/2023]
Abstract
Declines in soil multifunctionality (e.gsoil capacity to provide food and energy) are closely related to changes in the soil microbiome (e.g., diversity) Determining ecological drivers promoting such microbiome changes is critical knowledge for protecting soil functions. However, soil-microbe interactions are highly variable within environmental gradients and may not be consistent across studies. Here we propose that analysis of community dissimilarity (β-diversity) is a valuable tool for overviewing soil microbiome spatiotemporal changes. Indeed, β-diversity studies at larger scales (modelling and mapping) simplify complex multivariate interactions and refine our understanding of ecological drivers by also giving the possibility of expanding the environmental scenarios. This study represents the first spatial investigation of β-diversity in the soil microbiome of New South Wales (800,642 km2 ), Australia. We used metabarcoding soil data (16S rRNA and ITS genes) as exact sequence variants (ASVs) and UMAP (Uniform Manifold Approximation and Projection) as the distance metric. β-Diversity maps (1000-m resolution)-concordance correlations of 0.91-0.96 and 0.91-0.95 for bacteria and fungi, respectively-showed soil biome dissimilarities driven primarily by soil chemistry-pH and effective cation exchange capacity (ECEC)-and cycles of soil temperature-land surface temperature (LST-phase and LST-amplitude). Regionally, the spatial patterns of microbes parallel the distribution of soil classes (e.g., Vertosols) beyond spatial distances and rainfall, for example. Soil classes can be valuable discriminants for monitoring approaches, for example pedogenons and pedophenons. Ultimately, cultivated soils exhibited lower richness due to declines in rare microbes which might compromise soil functions over time.
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Affiliation(s)
- Vanessa Pino
- School of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, Sydney, New South Wales, Australia
| | - Mario Fajardo
- School of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, Sydney, New South Wales, Australia
| | - Alex McBratney
- School of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, Sydney, New South Wales, Australia
| | - Budiman Minasny
- School of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, Sydney, New South Wales, Australia
| | - Neil Wilson
- Metagenomic Laboratory, Metagen Pty, Ltd., Gatton, Queensland, Australia
| | - Chris Baldock
- Metagenomic Laboratory, Metagen Pty, Ltd., Gatton, Queensland, Australia
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16
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Wei N, Tan J. Environment and Host Genetics Influence the Biogeography of Plant Microbiome Structure. MICROBIAL ECOLOGY 2023; 86:2858-2868. [PMID: 37610498 DOI: 10.1007/s00248-023-02288-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 08/14/2023] [Indexed: 08/24/2023]
Abstract
To understand how microbiota influence plant populations in nature, it is important to examine the biogeographic distribution of plant-associated microbiomes and the underlying mechanisms. However, we currently lack a fundamental understanding of the biogeography of plant microbiomes across populations and the environmental and host genetic factors that shape their distribution. Leveraging the broad distribution and extensive genetic variation in duckweeds (the Lemna species complex), we identified key factors that governed plant microbiome diversity and compositional variation geographically. In line with the microbial biogeography of free-living microbiomes, we observed higher bacterial richness in temperate regions relative to lower latitudes in duckweed microbiomes (with 10% higher in temperate populations). Our analyses revealed that higher temperature and sodium concentration in aquatic environments showed a negative impact on duckweed bacterial richness, whereas temperature, precipitation, pH, and concentrations of phosphorus and calcium, along with duckweed genetic variation, influenced the biogeographic variation of duckweed bacterial community composition. Analyses of plant microbiome assembly processes further revealed that niche-based selection played an important role (26%) in driving the biogeographic variation of duckweed bacterial communities, alongside the contributions of dispersal limitation (33%) and drift (39%). These findings add significantly to our understanding of host-associated microbial biogeography and provide important insights for predicting plant microbiome vulnerability and resilience under changing climates and intensifying anthropogenic activities.
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Affiliation(s)
- Na Wei
- The Holden Arboretum, Kirtland, OH, 44094, USA.
| | - Jiaqi Tan
- Department of Biological Sciences, Louisianan State University, Baton Rouge, LA, 70803, USA.
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17
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Borton MA, McGivern BB, Willi KR, Woodcroft BJ, Mosier AC, Singleton DM, Bambakidis T, Pelly A, Liu F, Edirisinghe JN, Faria JP, Leleiwi I, Daly RA, Goldman AE, Wilkins MJ, Hall EK, Pennacchio C, Roux S, Eloe-Fadrosh EA, Good SP, Sullivan MB, Henry CS, Wood-Charlson EM, Ross MRV, Miller CS, Crump BC, Stegen JC, Wrighton KC. A functional microbiome catalog crowdsourced from North American rivers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.22.550117. [PMID: 37502915 PMCID: PMC10370164 DOI: 10.1101/2023.07.22.550117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Predicting elemental cycles and maintaining water quality under increasing anthropogenic influence requires understanding the spatial drivers of river microbiomes. However, the unifying microbial processes governing river biogeochemistry are hindered by a lack of genome-resolved functional insights and sampling across multiple rivers. Here we employed a community science effort to accelerate the sampling, sequencing, and genome-resolved analyses of river microbiomes to create the Genome Resolved Open Watersheds database (GROWdb). This resource profiled the identity, distribution, function, and expression of thousands of microbial genomes across rivers covering 90% of United States watersheds. Specifically, GROWdb encompasses 1,469 microbial species from 27 phyla, including novel lineages from 10 families and 128 genera, and defines the core river microbiome for the first time at genome level. GROWdb analyses coupled to extensive geospatial information revealed local and regional drivers of microbial community structuring, while also presenting a myriad of foundational hypotheses about ecosystem function. Building upon the previously conceived River Continuum Concept 1 , we layer on microbial functional trait expression, which suggests the structure and function of river microbiomes is predictable. We make GROWdb available through various collaborative cyberinfrastructures 2, 3 so that it can be widely accessed across disciplines for watershed predictive modeling and microbiome-based management practices.
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18
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Varliero G, Lebre PH, Stevens MI, Czechowski P, Makhalanyane T, Cowan DA. The use of different 16S rRNA gene variable regions in biogeographical studies. ENVIRONMENTAL MICROBIOLOGY REPORTS 2023; 15:216-228. [PMID: 36810880 PMCID: PMC10464692 DOI: 10.1111/1758-2229.13145] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 01/23/2023] [Indexed: 05/06/2023]
Abstract
16S rRNA gene amplicon sequencing is routinely used in environmental surveys to identify microbial diversity and composition of the samples of interest. The dominant sequencing technology of the past decade (Illumina) is based on the sequencing of 16S rRNA hypervariable regions. Online sequence data repositories, which represent an invaluable resource for investigating microbial distributional patterns across spatial, environmental or temporal scales, contain amplicon datasets from diverse 16S rRNA gene variable regions. However, the utility of these sequence datasets is potentially reduced by the use of different 16S rRNA gene amplified regions. By comparing 10 Antarctic soil samples sequenced for five different 16S rRNA amplicons, we explore whether sequence data derived from diverse 16S rRNA variable regions can be validly used as a resource for biogeographical studies. Patterns of shared and unique taxa differed among samples as a result of variable taxonomic resolutions of the assessed 16S rRNA variable regions. However, our analyses also suggest that the use of multi-primer datasets for biogeographical studies of the domain Bacteria is a valid approach to explore bacterial biogeographical patterns due to the preservation of bacterial taxonomic and diversity patterns across different variable region datasets. We deem composite datasets useful for biogeographical studies.
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Affiliation(s)
- Gilda Varliero
- Department of Biochemistry, Genetics and Microbiology, Centre for Microbial Ecology and GenomicsUniversity of PretoriaPretoriaSouth Africa
| | - Pedro H. Lebre
- Department of Biochemistry, Genetics and Microbiology, Centre for Microbial Ecology and GenomicsUniversity of PretoriaPretoriaSouth Africa
| | - Mark I. Stevens
- Securing Antarctica's Environmental FutureEarth & Biological Sciences, South Australian MuseumAdelaideAustralia
- School of Biological SciencesUniversity of AdelaideAdelaideAustralia
| | - Paul Czechowski
- Helmholtz Institute for Metabolic, Obesity and Vascular Research Leipzig (HI‐MAG)LeipzigGermany
| | - Thulani Makhalanyane
- Department of Biochemistry, Genetics and MicrobiologyUniversity of PretoriaPretoriaSouth Africa
| | - Don A. Cowan
- Department of Biochemistry, Genetics and Microbiology, Centre for Microbial Ecology and GenomicsUniversity of PretoriaPretoriaSouth Africa
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19
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Hauer MA, Breusing C, Trembath-Reichert E, Huber JA, Beinart RA. Geography, not lifestyle, explains the population structure of free-living and host-associated deep-sea hydrothermal vent snail symbionts. MICROBIOME 2023; 11:106. [PMID: 37189129 DOI: 10.1186/s40168-023-01493-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Accepted: 02/11/2023] [Indexed: 05/17/2023]
Abstract
BACKGROUND Marine symbioses are predominantly established through horizontal acquisition of microbial symbionts from the environment. However, genetic and functional comparisons of free-living populations of symbionts to their host-associated counterparts are sparse. Here, we assembled the first genomes of the chemoautotrophic gammaproteobacterial symbionts affiliated with the deep-sea snail Alviniconcha hessleri from two separate hydrothermal vent fields of the Mariana Back-Arc Basin. We used phylogenomic and population genomic methods to assess sequence and gene content variation between free-living and host-associated symbionts. RESULTS Our phylogenomic analyses show that the free-living and host-associated symbionts of A. hessleri from both vent fields are populations of monophyletic strains from a single species. Furthermore, genetic structure and gene content analyses indicate that these symbiont populations are differentiated by vent field rather than by lifestyle. CONCLUSION Together, this work suggests that, despite the potential influence of host-mediated acquisition and release processes on horizontally transmitted symbionts, geographic isolation and/or adaptation to local habitat conditions are important determinants of symbiont population structure and intra-host composition. Video Abstract.
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Affiliation(s)
- Michelle A Hauer
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI, USA
| | - Corinna Breusing
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI, USA
| | | | - Julie A Huber
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, USA
| | - Roxanne A Beinart
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI, USA.
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20
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Untangling the Effects of Plant Genotype and Soil Conditions on the Assembly of Bacterial and Fungal Communities in the Rhizosphere of the Wild Andean Blueberry ( Vaccinium floribundum Kunth). Microorganisms 2023; 11:microorganisms11020399. [PMID: 36838364 PMCID: PMC9961955 DOI: 10.3390/microorganisms11020399] [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: 12/22/2022] [Revised: 01/27/2023] [Accepted: 02/02/2023] [Indexed: 02/08/2023] Open
Abstract
Microbial communities in the rhizosphere influence nutrient acquisition and stress tolerance. How abiotic and biotic factors impact the plant microbiome in the wild has not been thoroughly addressed. We studied how plant genotype and soil affect the rhizosphere microbiome of Vaccinium floribundum, an endemic species of the Andean region that has not been domesticated or cultivated. Using high-throughput sequencing of the 16S rRNA and ITS region, we characterized 39 rhizosphere samples of V. floribundum from four plant genetic clusters in two soil regions from the Ecuadorian Highlands. Our results showed that Proteobacteria and Acidobacteria were the most abundant bacterial phyla and that fungal communities were not dominated by any specific taxa. Soil region was the main predictor for bacterial alpha diversity, phosphorous and lead being the most interesting edaphic factors explaining this diversity. The interaction of plant genotype and altitude was the most significant factor associated with fungal diversity. This study highlights how different factors govern the assembly of the rhizosphere microbiome of a wild plant. Bacterial communities depend more on the soil and its mineral content, while plant genetics influence the fungal community makeup. Our work illustrates plant-microbe associations and the drivers of their variation in a unique unexplored ecosystem from the Ecuadorian Andes.
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21
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Montiel-Molina JAM, Sexton JP, Frank AC, Beman JM. Archaeal and Bacterial Diversity and Distribution Patterns in Mediterranean-Climate Vernal Pools of Mexico and the Western USA. MICROBIAL ECOLOGY 2023; 85:24-36. [PMID: 34970700 PMCID: PMC8718339 DOI: 10.1007/s00248-021-01941-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 12/07/2021] [Indexed: 06/14/2023]
Abstract
Biogeographic patterns in microorganisms are poorly understood, despite the importance of microbial communities for a range of ecosystem processes. Our knowledge of microbial ecology and biogeography is particularly deficient in rare and threatened ecosystems. We tested for three ecological patterns in microbial community composition within ephemeral wetlands-vernal pools-located across Baja California (Mexico) and California (USA): (1) habitat filtering; (2) a latitudinal diversity gradient; and (3) distance decay in community composition. Paired water and soil samples were collected along a latitudinal transect of vernal pools, and bacterial and archaeal communities were characterized using 16S rDNA sequencing. We identified two main microbial communities, with one community present in the soil matrix that included archaeal and bacterial soil taxa, and another community present in the overlying water that was dominated by common freshwater bacterial taxa. Aquatic microbial communities were more diverse in the north, and displayed a significant but inverted latitudinal diversity pattern. Aquatic communities also exhibited a significant distance-decay pattern, with geographic proximity, and precipitation explaining part of the community variation. Collectively these results indicate greater sensitivity to spatial and environmental variation in vernal pool aquatic microbial communities than in soil microbial communities. We conclude that vernal pool aquatic microbial communities can display distribution patterns similar to those exhibited by larger organisms, but differ in some key aspects, such as the latitudinal gradient in diversity.
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Affiliation(s)
- Jorge A Mandussí Montiel-Molina
- Environmental Systems, Department of Life and Environmental Science, University of California Merced, North Lake Road 5200, Merced, CA, 95343, USA.
- Nativos de Las Californias A.C, Cuarto Balcón 15901, Balcón Las Huertas, Tijuana, Baja California, 22116, México.
- Jardín Botánico de San Quintín A.C, Gral. Esteban Cantú 200, Nuevo Baja California, San Quintín-Lazaro Cárdenas, Baja California, 22930, México.
| | - Jason P Sexton
- Environmental Systems, Department of Life and Environmental Science, University of California Merced, North Lake Road 5200, Merced, CA, 95343, USA
| | - A Carolin Frank
- Environmental Systems, Department of Life and Environmental Science, University of California Merced, North Lake Road 5200, Merced, CA, 95343, USA
| | - J Michael Beman
- Environmental Systems, Department of Life and Environmental Science, University of California Merced, North Lake Road 5200, Merced, CA, 95343, USA
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22
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Legeay J, Hijri M. A Comprehensive Insight of Current and Future Challenges in Large-Scale Soil Microbiome Analyses. MICROBIAL ECOLOGY 2022:10.1007/s00248-022-02060-2. [PMID: 35739325 DOI: 10.1007/s00248-022-02060-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 06/15/2022] [Indexed: 06/15/2023]
Abstract
In the last decade, various large-scale projects describing soil microbial diversity across large geographical gradients have been undertaken. However, many questions remain unanswered about the best ways to conduct these studies. In this review, we present an overview of the experience gathered during these projects, and of the challenges that future projects will face, such as standardization of protocols and results, considering the temporal variation of microbiomes, and the legal constraints limiting such studies. We also present the arguments for and against the exhaustive description of soil microbiomes. Finally, we look at future developments of soil microbiome studies, notably emphasizing the important role of cultivation techniques.
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Affiliation(s)
- Jean Legeay
- African Genome Center, Mohammed VI Polytechnic University, Ben Guerir, Morocco.
| | - Mohamed Hijri
- African Genome Center, Mohammed VI Polytechnic University, Ben Guerir, Morocco
- Institut de La Recherche en Biologie Végétale, Département de Sciences Biologiques, Université de Montréal, Montreal, QE, H1X 2B2, Canada
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23
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Oechler H, Krah FS. Response of Fruit Body Assemblage Color Lightness to Macroclimate and Vegetation Cover. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.829981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Understanding how species relate mechanistically to their environment via traits is a central goal in ecology. Many macroecological rules were found for macroorganisms, however, whether they can explain microorganismal macroecological patterns still requires investigation. Further, whether macroecological rules are also applicable in microclimates is largely unexplored. Here we use fruit body-forming fungi to understand both aspects better. A recent study showed first evidence for the thermal-melanism hypothesis (Bogert’s rule) in fruit body-forming fungi and relied on a continental spatial scale with large grid size. At large spatial extent and grid sizes, other factors like dispersal limitation or local microclimatic variability might influence observed patterns besides the rule of interest. Therefore, we test fungal assemblage fruit body color lightness along a local elevational gradient (mean annual temperature gradient of 7°C) while considering the vegetation cover as a proxy for local variability in microclimate. Using multivariate linear modeling, we found that fungal fruiting assemblages are significantly darker at lower mean annual temperatures supporting the thermal-melanism hypothesis. Further, we found a non-significant trend of assemblage color lightness with vegetation cover. Our results support Bogert’s rule for microorganisms with macroclimate, which was also found for macroorganisms.
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24
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Huang S, Farrell M, Stephens PR. Infectious disease macroecology: parasite diversity and dynamics across the globe. Philos Trans R Soc Lond B Biol Sci 2021; 376:20200350. [PMID: 34538145 PMCID: PMC8450632 DOI: 10.1098/rstb.2020.0350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/20/2021] [Indexed: 11/12/2022] Open
Affiliation(s)
- Shan Huang
- Senckenberg Biodiversity and Climate Research Centre (SBiK-F), Frankfurt am Main, Germany
| | - Maxwell Farrell
- Ecology and Evolutionary Biology, University Toronto, Toronto, Ontario, Canada
| | - Patrick R. Stephens
- Odum School of Ecology and Center for the Ecology of Infectious Diseases, University of Georgia, Athens, GA, USA
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25
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Qin C, Bartelme R, Chung YA, Fairbanks D, Lin Y, Liptzin D, Muscarella C, Naithani K, Peay K, Pellitier P, St. Rose A, Stanish L, Werbin Z, Zhu K. From DNA sequences to microbial ecology: Wrangling NEON soil microbe data with the
neonMicrobe
R package. Ecosphere 2021. [DOI: 10.1002/ecs2.3842] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Affiliation(s)
- Clara Qin
- Department of Environmental Studies University of California Santa Cruz Santa Cruz California USA
| | - Ryan Bartelme
- BIO5 Institute University of Arizona Tucson Arizona USA
- CyVerse.org Tucson Arizona USA
| | - Y. Anny Chung
- Department of Plant Biology and Department of Plant Pathology University of Georgia Athens Georgia USA
| | - Dawson Fairbanks
- Department of Environmental Science University of Arizona Tucson Arizona USA
| | - Yang Lin
- Department of Soil and Water Sciences University of Florida Gainesville Florida USA
| | | | - Chance Muscarella
- Department of Environmental Science University of Arizona Tucson Arizona USA
| | - Kusum Naithani
- Department of Biological Sciences University of Arkansas Fayetteville Fayetteville Arkansas USA
| | - Kabir Peay
- Department of Biology Stanford University Stanford California USA
| | - Peter Pellitier
- Department of Biology Stanford University Stanford California USA
| | - Ayanna St. Rose
- Department of Biological Sciences University of Arkansas Fayetteville Fayetteville Arkansas USA
| | - Lee Stanish
- Institute of Arctic and Alpine Research University of Colorado Boulder USA
| | - Zoey Werbin
- Department of Biology Boston University Boston Massachusetts USA
| | - Kai Zhu
- Department of Environmental Studies University of California Santa Cruz Santa Cruz California USA
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26
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Shay JE, Pennington LK, Mandussi Montiel-Molina JA, Toews DJ, Hendrickson BT, Sexton JP. Rules of Plant Species Ranges: Applications for Conservation Strategies. Front Ecol Evol 2021. [DOI: 10.3389/fevo.2021.700962] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Earth is changing rapidly and so are many plant species’ ranges. Here, we synthesize eco-evolutionary patterns found in plant range studies and how knowledge of species ranges can inform our understanding of species conservation in the face of global change. We discuss whether general biogeographic “rules” are reliable and how they can be used to develop adaptive conservation strategies of native plant species across their ranges. Rules considered include (1) factors that set species range limits and promote range shifts; (2) the impact of biotic interactions on species range limits; (3) patterns of abundance and adaptive properties across species ranges; (4) patterns of gene flow and their implications for genetic rescue, and (5) the relationship between range size and conservation risk. We conclude by summarizing and evaluating potential species range rules to inform future conservation and management decisions. We also outline areas of research to better understand the adaptive capacity of plants under environmental change and the properties that govern species ranges. We advise conservationists to extend their work to specifically consider peripheral and novel populations, with a particular emphasis on small ranges. Finally, we call for a global effort to identify, synthesize, and analyze prevailing patterns or rules in ecology to help speed conservation efforts.
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27
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Abstract
Microbiomes play essential roles in the health and function of animal and plant hosts and drive nutrient cycling across ecosystems. Integrating novel trait-based approaches with ecological theory can facilitate the prediction of microbial functional traits important for ecosystem functioning and health. In particular, the yield-acquisition-stress (Y-A-S) framework considers dominant microbial life history strategies across gradients of resource availability and stress. However, microbiomes are dynamic, and spatial and temporal shifts in taxonomic and trait composition can affect ecosystem functions. We posit that extending the Y-A-S framework to microbiomes during succession and across biogeographic gradients can lead to generalizable rules for how microbiomes and their functions respond to resources and stress across space, time, and diverse ecosystems. We demonstrate the potential of this framework by applying it to the microbiomes hosted by the carnivorous pitcher plant Sarracenia purpurea, which have clear successional trajectories and are distributed across a broad climatic gradient.
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