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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
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.
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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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