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Ruuskanen MO, Sommeria-Klein G, Havulinna AS, Niiranen TJ, Lahti L. Modelling spatial patterns in host-associated microbial communities. Environ Microbiol 2021; 23:2374-2388. [PMID: 33734553 DOI: 10.1111/1462-2920.15462] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 03/02/2021] [Accepted: 03/11/2021] [Indexed: 12/12/2022]
Abstract
Microbial communities exhibit spatial structure at different scales, due to constant interactions with their environment and dispersal limitation. While this spatial structure is often considered in studies focusing on free-living environmental communities, it has received less attention in the context of host-associated microbial communities or microbiota. The wider adoption of methods accounting for spatial variation in these communities will help to address open questions in basic microbial ecology as well as realize the full potential of microbiome-aided medicine. Here, we first overview known factors affecting the composition of microbiota across diverse host types and at different scales, with a focus on the human gut as one of the most actively studied microbiota. We outline a number of topical open questions in the field related to spatial variation and patterns. We then review the existing methodology for the spatial modelling of microbiota. We suggest that methodology from related fields, such as systems biology and macro-organismal ecology, could be adapted to obtain more accurate models of spatial structure. We further posit that methodological developments in the spatial modelling and analysis of microbiota could in turn broadly benefit theoretical and applied ecology and contribute to the development of novel industrial and clinical applications.
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Affiliation(s)
- Matti O Ruuskanen
- Department of Internal Medicine, University of Turku, Turku, Finland.,Finnish Institute for Health and Welfare, Helsinki, Finland
| | | | - Aki S Havulinna
- Finnish Institute for Health and Welfare, Helsinki, Finland.,Institute for Molecular Medicine Finland, FIMM-HiLIFE, Helsinki, Finland
| | - Teemu J Niiranen
- Department of Internal Medicine, University of Turku, Turku, Finland.,Finnish Institute for Health and Welfare, Helsinki, Finland.,Division of Medicine, Turku University Hospital, Turku, Finland
| | - Leo Lahti
- Department of Computing, University of Turku, Turku, Finland
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2
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Zinger L, Lionnet C, Benoiston A, Donald J, Mercier C, Boyer F. metabaR: An
r
package for the evaluation and improvement of DNA metabarcoding data quality. Methods Ecol Evol 2021. [DOI: 10.1111/2041-210x.13552] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Lucie Zinger
- Département de Biologie Institut de Biologie de l'ENS (IBENS)École Normale SupérieureCNRSINSERMUniversité PSL Paris France
| | - Clément Lionnet
- Univ. Grenoble AlpesCNRSUniv. Savoie Mont BlancLECALaboratoire d'Écologie Alpine Grenoble France
| | - Anne‐Sophie Benoiston
- Département de Biologie Institut de Biologie de l'ENS (IBENS)École Normale SupérieureCNRSINSERMUniversité PSL Paris France
| | - Julian Donald
- Evolution et Diversité Biologique (EDB UMR5174) Université Toulouse 3 Paul SabatierCNRSIRD Toulouse France
- Centre for Ecology and Conservation University of Exeter Penryn UK
| | - Céline Mercier
- Univ. Grenoble AlpesCNRSUniv. Savoie Mont BlancLECALaboratoire d'Écologie Alpine Grenoble France
| | - Frédéric Boyer
- Univ. Grenoble AlpesCNRSUniv. Savoie Mont BlancLECALaboratoire d'Écologie Alpine Grenoble France
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3
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Sepulveda AJ, Nelson NM, Jerde CL, Luikart G. Are Environmental DNA Methods Ready for Aquatic Invasive Species Management? Trends Ecol Evol 2020; 35:668-678. [PMID: 32371127 DOI: 10.1016/j.tree.2020.03.011] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Revised: 03/27/2020] [Accepted: 03/30/2020] [Indexed: 12/14/2022]
Abstract
Multiple studies have demonstrated environmental (e)DNA detections of rare and invasive species. However, invasive species managers struggle with using eDNA results because detections might not indicate species presence. We evaluated whether eDNA methods have matured to a point where they can be widely applied to aquatic invasive species management. We have found that eDNA methods meet legal standards for being admissible as evidence in most courts, suggesting eDNA method reliability is not the problem. Rather, we suggest the interface between results and management needs attention since there are few tools for integrating uncertainty into decision-making. Solutions include decision-support trees based on molecular best practices that integrate the temporal and spatial trends in eDNA positives relative to human risk tolerance.
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Affiliation(s)
- Adam J Sepulveda
- U.S. Geological Survey, Northern Rocky Mountain Science Center, 2327 University Way Suite 2, Bozeman, MT 59715, USA.
| | - Nanette M Nelson
- Flathead Lake Biological Station, Fish and Wildlife Genomics Group, Division of Biological Sciences, University of Montana, Polson, MT 59860, USA
| | - Christopher L Jerde
- Marine Science Institute, University of California, Santa Barbara, CA, 93106, USA
| | - Gordon Luikart
- Flathead Lake Biological Station, Fish and Wildlife Genomics Group, Division of Biological Sciences, University of Montana, Polson, MT 59860, USA
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4
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5
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Bioinformatics matters: The accuracy of plant and soil fungal community data is highly dependent on the metabarcoding pipeline. FUNGAL ECOL 2019. [DOI: 10.1016/j.funeco.2019.03.005] [Citation(s) in RCA: 103] [Impact Index Per Article: 20.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Zinger L, Taberlet P, Schimann H, Bonin A, Boyer F, De Barba M, Gaucher P, Gielly L, Giguet‐Covex C, Iribar A, Réjou‐Méchain M, Rayé G, Rioux D, Schilling V, Tymen B, Viers J, Zouiten C, Thuiller W, Coissac E, Chave J. Body size determines soil community assembly in a tropical forest. Mol Ecol 2018; 28:528-543. [DOI: 10.1111/mec.14919] [Citation(s) in RCA: 90] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2017] [Revised: 10/02/2018] [Accepted: 10/14/2018] [Indexed: 01/02/2023]
Affiliation(s)
- Lucie Zinger
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
| | - Pierre Taberlet
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Heidy Schimann
- UMR Ecologie des Forets de Guyane (AgroParisTech, CIRAD, CNRS, Université des Antilles, Université de la Guyane)INRA Kourou France
| | - Aurélie Bonin
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Frédéric Boyer
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Marta De Barba
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Philippe Gaucher
- USR 3456CNRSCentre de recherche de Montabo IRDCNRS‐Guyane Cayenne France
| | - Ludovic Gielly
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | | | - Amaia Iribar
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
| | - Maxime Réjou‐Méchain
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
- UMR AMAP, IRD Montpellier France
| | - Gilles Rayé
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Delphine Rioux
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Vincent Schilling
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
| | - Blaise Tymen
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
| | - Jérôme Viers
- CNRS, IRDUMR 5563 GETUniversité Toulouse 3 Paul Sabatier Toulouse France
| | - Cyril Zouiten
- CNRS, IRDUMR 5563 GETUniversité Toulouse 3 Paul Sabatier Toulouse France
| | - Wilfried Thuiller
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Eric Coissac
- CNRSLaboratoire d'Ecologie Alpine (LECA)Univ. Grenoble Alpes Grenoble France
| | - Jérôme Chave
- CNRS, IRDUMR 5174 Evolution et Diversité Biologique (EDB)Université Toulouse 3 Paul Sabatier Toulouse France
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7
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Metabarcoding of marine environmental DNA based on mitochondrial and nuclear genes. Sci Rep 2018; 8:14822. [PMID: 30287908 PMCID: PMC6172225 DOI: 10.1038/s41598-018-32917-x] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Accepted: 09/17/2018] [Indexed: 11/17/2022] Open
Abstract
We establish the new approach of environmental DNA (eDNA) analyses for the North Sea. Our study uses a multigene approach, including the mitochondrial cytochrome-c-oxidase subunit I (COI) gene for analyzing species composition and the nuclear hypervariable region V8 of 18S rDNA for analyzing supraspecific biodiversity. A new minibarcode primer (124 bp) was created on the basis of a metazoan COI barcode library with 506 species and tested in silico, in vitro, and in situ. We applied high throughput sequencing to filtrates of 23 near-bottom water samples taken at three seasons from 14 stations. The set of COI primers allowed amplification of mitochondrial minibarcodes for diverse metazoan phyla and the differentiation at the species level for more than 99% of the specimens in the dataset. Our results revealed that the number of sequences is not consistent with proportions in the given DNA mixture. Altogether, environmental sequences could be assigned to 114 species and to 12 metazoan phyla. A spatial distribution of taxa recovered by eDNA was congruent with known distributions. Finally, the successful detection of species and biodiversity depends on a comprehensive sequence reference database. Our study offers a powerful tool for future biodiversity research, including the detection of nonnative species.
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8
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Biomonitoring for the 21st Century: Integrating Next-Generation Sequencing Into Ecological Network Analysis. ADV ECOL RES 2018. [DOI: 10.1016/bs.aecr.2017.12.001] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
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9
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Deiner K, Bik HM, Mächler E, Seymour M, Lacoursière-Roussel A, Altermatt F, Creer S, Bista I, Lodge DM, de Vere N, Pfrender ME, Bernatchez L. Environmental DNA metabarcoding: Transforming how we survey animal and plant communities. Mol Ecol 2017; 26:5872-5895. [PMID: 28921802 DOI: 10.1111/mec.14350] [Citation(s) in RCA: 596] [Impact Index Per Article: 85.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Revised: 08/31/2017] [Accepted: 09/05/2017] [Indexed: 12/14/2022]
Abstract
The genomic revolution has fundamentally changed how we survey biodiversity on earth. High-throughput sequencing ("HTS") platforms now enable the rapid sequencing of DNA from diverse kinds of environmental samples (termed "environmental DNA" or "eDNA"). Coupling HTS with our ability to associate sequences from eDNA with a taxonomic name is called "eDNA metabarcoding" and offers a powerful molecular tool capable of noninvasively surveying species richness from many ecosystems. Here, we review the use of eDNA metabarcoding for surveying animal and plant richness, and the challenges in using eDNA approaches to estimate relative abundance. We highlight eDNA applications in freshwater, marine and terrestrial environments, and in this broad context, we distill what is known about the ability of different eDNA sample types to approximate richness in space and across time. We provide guiding questions for study design and discuss the eDNA metabarcoding workflow with a focus on primers and library preparation methods. We additionally discuss important criteria for consideration of bioinformatic filtering of data sets, with recommendations for increasing transparency. Finally, looking to the future, we discuss emerging applications of eDNA metabarcoding in ecology, conservation, invasion biology, biomonitoring, and how eDNA metabarcoding can empower citizen science and biodiversity education.
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Affiliation(s)
- Kristy Deiner
- Atkinson Center for a Sustainable Future, Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Holly M Bik
- Department of Nematology, University of California, Riverside, CA, USA
| | - Elvira Mächler
- Eawag, Swiss Federal Institute of Aquatic Science and Technology, Department of Aquatic Ecology, Dübendorf, Switzerland.,Department of Evolutionary Biology and Environmental Studies, University of Zurich, Zürich, Switzerland
| | - Mathew Seymour
- Molecular Ecology and Fisheries Genetics Laboratory, School of Biological Sciences, Environment Centre Wales Building, Bangor University, Bangor, Gwynedd, UK
| | | | - Florian Altermatt
- Eawag, Swiss Federal Institute of Aquatic Science and Technology, Department of Aquatic Ecology, Dübendorf, Switzerland.,Department of Evolutionary Biology and Environmental Studies, University of Zurich, Zürich, Switzerland
| | - Simon Creer
- Molecular Ecology and Fisheries Genetics Laboratory, School of Biological Sciences, Environment Centre Wales Building, Bangor University, Bangor, Gwynedd, UK
| | - Iliana Bista
- Molecular Ecology and Fisheries Genetics Laboratory, School of Biological Sciences, Environment Centre Wales Building, Bangor University, Bangor, Gwynedd, UK.,Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire, UK
| | - David M Lodge
- Atkinson Center for a Sustainable Future, Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Natasha de Vere
- Conservation and Research Department, National Botanic Garden of Wales, Llanarthne, Carmarthenshire, UK.,Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth, UK
| | - Michael E Pfrender
- Department of Biological Sciences and Environmental Change Initiative, University of Notre Dame, Notre Dame, IN, USA
| | - Louis Bernatchez
- IBIS (Institut de Biologie Intégrative et des Systèmes), Université Laval, Québec, QC, Canada
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10
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Choo LQ, Crampton-Platt A, Vogler AP. Shotgun mitogenomics across body size classes in a local assemblage of tropical Diptera: Phylogeny, species diversity and mitochondrial abundance spectrum. Mol Ecol 2017; 26:5086-5098. [PMID: 28742928 DOI: 10.1111/mec.14258] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2017] [Accepted: 07/10/2017] [Indexed: 11/29/2022]
Abstract
Mitochondrial genomes can be assembled readily from shotgun-sequenced DNA mixtures of mass-trapped arthropods ("mitochondrial metagenomics"), speeding up the taxonomic characterization. Bulk sequencing was conducted on some 800 individuals of Diptera obtained by canopy fogging of a single tree in Borneo dominated by small (<1.5 mm) individuals. Specimens were split into five body size classes for DNA extraction, to equalize read numbers across specimens and to study how body size, a key ecological trait, interacts with species and phylogenetic diversity. Genome assembly produced 304 orthologous mitochondrial contigs presumed to each represent a different species. The small-bodied fraction was the by far most species-rich (187 contigs). Identification of contigs was through phylogenetic analysis together with 56 reference mitogenomes, which placed most of the Bornean community into seven clades of small-bodied species, indicating phylogenetic conservation of body size. Mapping of shotgun reads against the mitogenomes showed wide ranges of read abundances within each size class. Ranked read abundance plots were largely log-linear, indicating a uniformly filled abundance spectrum, especially for small-bodied species. Small-bodied species differed greatly from other size classes in neutral metacommunity parameters, exhibiting greater levels of immigration, besides greater total community size. We suggest that the established uses of mitochondrial metagenomics for analysis of species and phylogenetic diversity can be extended to parameterize recent theories of community ecology and biodiversity, and by focusing on the number mitochondria, rather than individuals, a new theoretical framework for analysis of mitochondrial abundance spectra can be developed that incorporates metabolic activity approximated by the count of mitochondria.
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Affiliation(s)
- Le Qin Choo
- Department of Life Sciences, Natural History Museum, London, UK.,Department of Life Sciences, Imperial College London, Ascot, UK
| | - Alex Crampton-Platt
- Department of Life Sciences, Natural History Museum, London, UK.,Department of Genetics, Evolution and Environment, University College London, London, UK
| | - Alfried P Vogler
- Department of Life Sciences, Natural History Museum, London, UK.,Department of Life Sciences, Imperial College London, Ascot, UK
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