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A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities
Biodiversity accumulates hierarchically by means of ecological and evolutionary processes and feedbacks. Within ecological communities drift, dispersal, speciation, and selection operate simultaneously to shape patterns of biodiversity. Reconciling the relative importance of these is hindered by cur...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9297962/ https://www.ncbi.nlm.nih.gov/pubmed/34569715 http://dx.doi.org/10.1111/1755-0998.13514 |
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author | Overcast, Isaac Ruffley, Megan Rosindell, James Harmon, Luke Borges, Paulo A. V. Emerson, Brent C. Etienne, Rampal S. Gillespie, Rosemary Krehenwinkel, Henrik Mahler, D. Luke Massol, Francois Parent, Christine E. Patiño, Jairo Peter, Ben Week, Bob Wagner, Catherine Hickerson, Michael J. Rominger, Andrew |
author_facet | Overcast, Isaac Ruffley, Megan Rosindell, James Harmon, Luke Borges, Paulo A. V. Emerson, Brent C. Etienne, Rampal S. Gillespie, Rosemary Krehenwinkel, Henrik Mahler, D. Luke Massol, Francois Parent, Christine E. Patiño, Jairo Peter, Ben Week, Bob Wagner, Catherine Hickerson, Michael J. Rominger, Andrew |
author_sort | Overcast, Isaac |
collection | PubMed |
description | Biodiversity accumulates hierarchically by means of ecological and evolutionary processes and feedbacks. Within ecological communities drift, dispersal, speciation, and selection operate simultaneously to shape patterns of biodiversity. Reconciling the relative importance of these is hindered by current models and inference methods, which tend to focus on a subset of processes and their resulting predictions. Here we introduce massive ecoevolutionary synthesis simulations (MESS), a unified mechanistic model of community assembly, rooted in classic island biogeography theory, which makes temporally explicit joint predictions across three biodiversity data axes: (i) species richness and abundances, (ii) population genetic diversities, and (iii) trait variation in a phylogenetic context. Using simulations we demonstrate that each data axis captures information at different timescales, and that integrating these axes enables discriminating among previously unidentifiable community assembly models. MESS is unique in generating predictions of community‐scale genetic diversity, and in characterizing joint patterns of genetic diversity, abundance, and trait values. MESS unlocks the full potential for investigation of biodiversity processes using multidimensional community data including a genetic component, such as might be produced by contemporary eDNA or metabarcoding studies. We combine MESS with supervised machine learning to fit the parameters of the model to real data and infer processes underlying how biodiversity accumulates, using communities of tropical trees, arthropods, and gastropods as case studies that span a range of data availability scenarios, and spatial and taxonomic scales. |
format | Online Article Text |
id | pubmed-9297962 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92979622022-07-21 A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities Overcast, Isaac Ruffley, Megan Rosindell, James Harmon, Luke Borges, Paulo A. V. Emerson, Brent C. Etienne, Rampal S. Gillespie, Rosemary Krehenwinkel, Henrik Mahler, D. Luke Massol, Francois Parent, Christine E. Patiño, Jairo Peter, Ben Week, Bob Wagner, Catherine Hickerson, Michael J. Rominger, Andrew Mol Ecol Resour RESOURCE ARTICLES Biodiversity accumulates hierarchically by means of ecological and evolutionary processes and feedbacks. Within ecological communities drift, dispersal, speciation, and selection operate simultaneously to shape patterns of biodiversity. Reconciling the relative importance of these is hindered by current models and inference methods, which tend to focus on a subset of processes and their resulting predictions. Here we introduce massive ecoevolutionary synthesis simulations (MESS), a unified mechanistic model of community assembly, rooted in classic island biogeography theory, which makes temporally explicit joint predictions across three biodiversity data axes: (i) species richness and abundances, (ii) population genetic diversities, and (iii) trait variation in a phylogenetic context. Using simulations we demonstrate that each data axis captures information at different timescales, and that integrating these axes enables discriminating among previously unidentifiable community assembly models. MESS is unique in generating predictions of community‐scale genetic diversity, and in characterizing joint patterns of genetic diversity, abundance, and trait values. MESS unlocks the full potential for investigation of biodiversity processes using multidimensional community data including a genetic component, such as might be produced by contemporary eDNA or metabarcoding studies. We combine MESS with supervised machine learning to fit the parameters of the model to real data and infer processes underlying how biodiversity accumulates, using communities of tropical trees, arthropods, and gastropods as case studies that span a range of data availability scenarios, and spatial and taxonomic scales. John Wiley and Sons Inc. 2021-10-23 2021-11 /pmc/articles/PMC9297962/ /pubmed/34569715 http://dx.doi.org/10.1111/1755-0998.13514 Text en © 2021 The Authors. Molecular Ecology Resources published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | RESOURCE ARTICLES Overcast, Isaac Ruffley, Megan Rosindell, James Harmon, Luke Borges, Paulo A. V. Emerson, Brent C. Etienne, Rampal S. Gillespie, Rosemary Krehenwinkel, Henrik Mahler, D. Luke Massol, Francois Parent, Christine E. Patiño, Jairo Peter, Ben Week, Bob Wagner, Catherine Hickerson, Michael J. Rominger, Andrew A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title | A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title_full | A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title_fullStr | A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title_full_unstemmed | A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title_short | A unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
title_sort | unified model of species abundance, genetic diversity, and functional diversity reveals the mechanisms structuring ecological communities |
topic | RESOURCE ARTICLES |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9297962/ https://www.ncbi.nlm.nih.gov/pubmed/34569715 http://dx.doi.org/10.1111/1755-0998.13514 |
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