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Dinnage R, Sarre SD, Duncan RP, Dickman CR, Edwards SV, Greenville AC, Wardle GM, Gruber B. slimr: An R package for tailor-made integrations of data in population genomic simulations over space and time. Mol Ecol Resour 2024; 24:e13916. [PMID: 38124500 DOI: 10.1111/1755-0998.13916] [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: 03/18/2022] [Revised: 11/20/2023] [Accepted: 11/30/2023] [Indexed: 12/23/2023]
Abstract
Software for realistically simulating complex population genomic processes is revolutionizing our understanding of evolutionary processes, and providing novel opportunities for integrating empirical data with simulations. However, the integration between standalone simulation software and R is currently not well developed. Here, we present slimr, an R package designed to create a seamless link between standalone software SLiM >3.0, one of the most powerful population genomic simulation frameworks, and the R development environment, with its powerful data manipulation and analysis tools. We show how slimr facilitates smooth integration between genetic data, ecological data and simulation in a single environment. The package enables pipelines that begin with data reading, cleaning and manipulation, proceed to constructing empirically based parameters and initial conditions for simulations, then to running numerical simulations and finally to retrieving simulation results in a format suitable for comparisons with empirical data - aided by advanced analysis and visualization tools provided by R. We demonstrate the use of slimr with an example from our own work on the landscape population genomics of desert mammals, highlighting the advantage of having a single integrated tool for both data analysis and simulation. slimr makes the powerful simulation ability of SLiM directly accessible to R users, allowing integrated simulation projects that incorporate empirical data without the need to switch between software environments. This should provide more opportunities for evolutionary biologists and ecologists to use realistic simulations to better understand the interplay between ecological and evolutionary processes.
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Affiliation(s)
- Russell Dinnage
- Institute of Environment, Department of Biological Sciences, Florida International University, Miami, Florida, USA
- Centre for Conservation Ecology and Genomics, Institute for Applied Ecology, University of Canberra, Canberra, Australian Capital Territory, Australia
| | - Stephen D Sarre
- Centre for Conservation Ecology and Genomics, Institute for Applied Ecology, University of Canberra, Canberra, Australian Capital Territory, Australia
| | - Richard P Duncan
- Centre for Conservation Ecology and Genomics, Institute for Applied Ecology, University of Canberra, Canberra, Australian Capital Territory, Australia
| | - Christopher R Dickman
- Desert Ecology Research Group, School of Life and Environmental Sciences, University of Sydney, Camperdown, New South Wales, Australia
| | - Scott V Edwards
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, USA
- Museum of Comparative Zoology, Harvard University, Cambridge, Massachusetts, USA
| | - Aaron C Greenville
- Desert Ecology Research Group, School of Life and Environmental Sciences, University of Sydney, Camperdown, New South Wales, Australia
| | - Glenda M Wardle
- Desert Ecology Research Group, School of Life and Environmental Sciences, University of Sydney, Camperdown, New South Wales, Australia
| | - Bernd Gruber
- Centre for Conservation Ecology and Genomics, Institute for Applied Ecology, University of Canberra, Canberra, Australian Capital Territory, Australia
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2
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Wright PGR, Croose E, Macpherson JL. A global review of the conservation threats and status of mustelids. Mamm Rev 2022. [DOI: 10.1111/mam.12288] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Patrick G. R. Wright
- Vincent Wildlife Trust Eastnor LedburyHR8 1EPUK
- University of Sussex Falmer BrightonBN1 9QGUK
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3
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Maestre FT, Benito BM, Berdugo M, Concostrina-Zubiri L, Delgado-Baquerizo M, Eldridge DJ, Guirado E, Gross N, Kéfi S, Le Bagousse-Pinguet Y, Ochoa-Hueso R, Soliveres S. Biogeography of global drylands. THE NEW PHYTOLOGIST 2021; 231:540-558. [PMID: 33864276 DOI: 10.1111/nph.17395] [Citation(s) in RCA: 74] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Accepted: 03/16/2021] [Indexed: 05/21/2023]
Abstract
Despite their extent and socio-ecological importance, a comprehensive biogeographical synthesis of drylands is lacking. Here we synthesize the biogeography of key organisms (vascular and nonvascular vegetation and soil microorganisms), attributes (functional traits, spatial patterns, plant-plant and plant-soil interactions) and processes (productivity and land cover) across global drylands. These areas have a long evolutionary history, are centers of diversification for many plant lineages and include important plant diversity hotspots. This diversity captures a strikingly high portion of the variation in leaf functional diversity observed globally. Part of this functional diversity is associated with the large variation in response and effect traits in the shrubs encroaching dryland grasslands. Aridity and its interplay with the traits of interacting plant species largely shape biogeographical patterns in plant-plant and plant-soil interactions, and in plant spatial patterns. Aridity also drives the composition of biocrust communities and vegetation productivity, which shows large geographical variation. We finish our review by discussing major research gaps, which include: studying regular vegetation spatial patterns; establishing large-scale plant and biocrust field surveys assessing individual-level trait measurements; knowing whether the impacts of plant-plant and plant-soil interactions on biodiversity are predictable; and assessing how elevated CO2 modulates future aridity conditions and plant productivity.
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Affiliation(s)
- Fernando T Maestre
- Instituto Multidisciplinar para el Estudio del Medio "Ramon Margalef", Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, San Vicente del Raspeig, Alicante, 03690, Spain
- Departamento de Ecología, Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, 03690 San Vicente del Raspeig, Alicante, Spain
| | - Blas M Benito
- Instituto Multidisciplinar para el Estudio del Medio "Ramon Margalef", Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, San Vicente del Raspeig, Alicante, 03690, Spain
| | - Miguel Berdugo
- Institut de Biologia Evolutiva, UPF-CSIC, Dr. Aiguadé, Barcelona, Cataluña, 08003, Spain
| | - Laura Concostrina-Zubiri
- Departamento de Biología y Geología, Física y Química Inorgánica, Escuela Superior de Ciencias Experimentales y Tecnología, Universidad Rey Juan Carlos, Calle Tulipán s/n, Móstoles, 28933, Spain
| | - Manuel Delgado-Baquerizo
- Departamento de Sistemas Físicos, Químicos y Naturales, Universidad Pablo de Olavide, Sevilla, 41013, Spain
| | - David J Eldridge
- Centre for Ecosystem Science, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Emilio Guirado
- Instituto Multidisciplinar para el Estudio del Medio "Ramon Margalef", Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, San Vicente del Raspeig, Alicante, 03690, Spain
| | - Nicolas Gross
- Université Clermont Auvergne, INRAE, VetAgro Sup, UMR Ecosystème Prairial, Clermont-Ferrand, 63000, France
| | - Sonia Kéfi
- ISEM, CNRS, Univ. Montpellier, IRD, EPHE, Montpellier, 34090, France
- Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, NM, 87501, USA
| | - Yoann Le Bagousse-Pinguet
- Aix Marseille Univ, CNRS, Avignon Université, IRD, IMBE, Technopôle Arbois-Méditerranée Bât. Villemin - BP 80, Aix-en-Provence cedex 04, F-13545, France
| | - Raúl Ochoa-Hueso
- Department of Biology, IVAGRO, University of Cádiz, Campus de Excelencia Internacional Agroalimentario (ceiA3), Campus del Rio San Pedro, Puerto Real, Cádiz, 11510, Spain
| | - Santiago Soliveres
- Instituto Multidisciplinar para el Estudio del Medio "Ramon Margalef", Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, San Vicente del Raspeig, Alicante, 03690, Spain
- Departamento de Ecología, Universidad de Alicante, Carretera de San Vicente del Raspeig s/n, 03690 San Vicente del Raspeig, Alicante, Spain
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4
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Contrasting effects of local environment and grazing pressure on the genetic diversity and structure of Artemisia frigida. CONSERV GENET 2021. [DOI: 10.1007/s10592-021-01375-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
AbstractDrylands count among the most globally extensive biomes, and while many desert and dry rangeland ecosystems are under threat, genetic structures of dryland species are still rarely studied. Artemisia frigida is one of the most widely distributed plant species in the temperate rangelands of Eurasia and North America, and it also dominates in many habitats of Mongolia due to its tolerance to low temperatures, drought and disturbance. Local environmental conditions and grazing pressure can influence species performance and affect spatial patterns of genetic diversity in contrasting ways, and our study set out to evaluate such effects on the genetic diversity and structure of A. frigida. We first developed new species-specific Simple Sequence Repeats (SSRs) markers using whole genome sequencing. We then analysed 11 populations of A. frigida that had been sampled along a large climatic gradient in Mongolia, which were sub-structured according to three levels of grazing intensity. Estimates of genetic diversity at the population level were high (HO = 0.56, HE = 0.73) and tended to increase with higher precipitation and soil nutrient availability. Grazing had no effect on genetic diversity, however, a high number of grazing-specific indicator alleles was found at grazed sites. Genetic differentiation among populations was extremely low (global GST = 0.034). Analysis of Molecular Variance revealed 5% variance between populations along the climatic gradient, with 3% of the variance being partitioned among different grazing intensity levels. We found no relationship between geographic and genetic distances, and thus no isolation by distance in this widely distributed species. The relatively low genetic structuring suggests that considerable gene flow exists among A. frigida populations across the rangelands of Mongolia, in spite of the pervasive grazing in the region.
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Hoover DL, Bestelmeyer B, Grimm NB, Huxman TE, Reed SC, Sala O, Seastedt TR, Wilmer H, Ferrenberg S. Traversing the Wasteland: A Framework for Assessing Ecological Threats to Drylands. Bioscience 2019. [DOI: 10.1093/biosci/biz126] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Drylands cover 41% of the Earth's terrestrial surface, play a critical role in global ecosystem function, and are home to over two billion people. Like other biomes, drylands face increasing pressure from global change, but many of these ecosystems are close to tipping points, which, if crossed, can lead to abrupt transitions and persistent degraded states. Their limited but variable precipitation, low soil fertility, and low productivity have given rise to a perception that drylands are wastelands, needing societal intervention to bring value to them. Negative perceptions of drylands synergistically combine with conflicting sociocultural values regarding what constitutes a threat to these ecosystems. In the present article, we propose a framework for assessing threats to dryland ecosystems and suggest we must also combat the negative perceptions of drylands in order to preserve the ecosystem services that they offer.
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Affiliation(s)
- David L Hoover
- US Department of Agriculture (USDA) Agricultural Research Service (ARS) Rangeland Resources and Systems Research Unit, Crops Research Laboratory, Fort Collins, Colorado
| | | | - Nancy B Grimm
- School of Life Sciences, Julie Ann Wrigley Global Institute of Sustainability, Arizona State University, Tempe, Arizona
| | - Travis E Huxman
- Department of Ecology and Evolutionary Biology, University of California, Irvine
| | - Sasha C Reed
- US Geological Survey, Southwest Biological Science Center, Moab, Utah
| | - Osvaldo Sala
- Global Drylands Center, Arizona State University, Tempe
| | - Timothy R Seastedt
- Department of Ecology and Evolutionary Biology, University of Colorado, Boulder
| | - Hailey Wilmer
- US Department of Agriculture (USDA) Agricultural Research Service (ARS) Rangeland Resources and Systems Research Unit, Crops Research Laboratory, Fort Collins, Colorado
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Lisón F, Jiménez‐Franco MV, Altamirano A, Haz Á, Calvo JF, Jones G. Bat ecology and conservation in semi‐arid and arid landscapes: a global systematic review. Mamm Rev 2019. [DOI: 10.1111/mam.12175] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Fulgencio Lisón
- Laboratorio de Ecología del Paisaje y Conservación Departamento de Ciencias Forestales Universidad de La Frontera Box‐45D Temuco Chile
- Departamento de Zoología Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Casilla 160-C Concepción Chile
| | - María V. Jiménez‐Franco
- Área de Ecología Departamento de Biología Aplicada Universidad Miguel Hernández Avda. Universidad, s/n. Edf. Vinalopó 03202 Elche, Alicante Spain
- Department of Ecological Modelling UFZ‐Helmholtz Centre for Environmental Research D‐04301 Leipzig Germany
| | - Adison Altamirano
- Laboratorio de Ecología del Paisaje y Conservación Departamento de Ciencias Forestales Universidad de La Frontera Box‐45D Temuco Chile
| | - Ángeles Haz
- Paseo Rosales 10 4D, Molina de Segura 30500 Murcia Spain
| | - José F. Calvo
- Departamento de Ecología e Hidrología Universidad de Murcia 30100 Campus de Espinardo Murcia Spain
| | - Gareth Jones
- School of Biological Sciences University of Bristol 24 Tyndall Avenue BS8 1TQ Bristol UK
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7
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Throop HL, Belnap J. Connectivity Dynamics in Dryland Litter Cycles: Moving Decomposition beyond Spatial Stasis. Bioscience 2019. [DOI: 10.1093/biosci/biz061] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
AbstractDrylands (arid and semiarid ecosystems) cover nearly half of Earth's terrestrial surface, but biogeochemical pools and processes in these systems remain poorly understood. Litter can account for a substantial portion of carbon and nutrient pools in these systems, with litter decomposition exerting important controls over biogeochemical cycling. Dryland decomposition is typically treated as a spatially static process in which litter is retained and decomposed where it is initially deposited. Although this assumption is reasonable for mesic systems with continuous plant canopy cover and a stable subcanopy litter layer, dryland pools generally reflect discontinuous inputs from heterogeneous canopy cover followed by substantial litter transport. In the present article, we review horizontal and vertical transport processes that move litter from the initial deposition point and retention elements that influence litter accumulation patterns. Appreciation of the spatially dynamic litter cycle, including quantitative assessment of transport patterns, will improve estimates of the fate and distribution of organic matter in current and future drylands.
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Affiliation(s)
- Heather L Throop
- School of Earth and Space Exploration and with the School of Life Sciences at Arizona State University, in Tempe, Arizona
| | - Jayne Belnap
- US Geological Survey's Southwest Biological Science Center, in Moab, Utah
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