1
|
Cresswell AK, Haller-Bull V, Gonzalez-Rivero M, Gilmour JP, Bozec YM, Barneche DR, Robson B, Anthony KRN, Doropoulos C, Roelfsema C, Lyons M, Mumby PJ, Condie S, Lago V, Ortiz JC. Capturing fine-scale coral dynamics with a metacommunity modelling framework. Sci Rep 2024; 14:24733. [PMID: 39433778 PMCID: PMC11494194 DOI: 10.1038/s41598-024-73464-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 09/17/2024] [Indexed: 10/23/2024] Open
Abstract
Natural systems exhibit high spatial variability across multiple scales. Models that can capture ecosystem dynamics across space and time by explicitly incorporating major biological mechanisms are crucial, both for management and for ecological insight. In the case of coral reef systems, much focus has been on modelling variability between reefs, despite substantial variability also existing within reefs. We developed C~scape, a coral metacommunity modelling framework that integrates the demography of corals with population-level responses to physical and environmental spatial layers, to facilitate spatiotemporal predictions of coral dynamics across reefs at fine (100s of metres to kilometres) scales. We used satellite-derived habitat maps to modulate community growth spatially, as a proxy for the many interacting physical and environmental factors-e.g., depth, light, wave exposure, temperature, and substrate type-that drive within-reef variability in coral demography. With a case study from the Great Barrier Reef, we demonstrate the model's capability for producing hindcasts of coral cover dynamics and show that overlooking within-reef variability may lead to misleading conclusions about metacommunity dynamics. C~scape provides a valuable framework for exploring a range of management and restoration scenarios at relevant spatial scales.
Collapse
Affiliation(s)
- Anna K Cresswell
- Australian Institute of Marine Science, Perth, WA, 6009, Australia.
- Oceans Institute, University of Western Australia, Perth, WA, 6009, Australia.
| | | | | | - James P Gilmour
- Australian Institute of Marine Science, Perth, WA, 6009, Australia
- Oceans Institute, University of Western Australia, Perth, WA, 6009, Australia
| | - Yves-Marie Bozec
- School of the Environment, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Diego R Barneche
- Australian Institute of Marine Science, Perth, WA, 6009, Australia
- Oceans Institute, University of Western Australia, Perth, WA, 6009, Australia
| | - Barbara Robson
- Australian Institute of Marine Science, Townsville, QLD, 4810, Australia
- AIMS@JCU , Townsville, Queensland, Australia
| | | | | | - Chris Roelfsema
- School of the Environment, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Mitchell Lyons
- University of New South Wales, Sydney, NSW, 2052, Australia
| | - Peter J Mumby
- School of the Environment, The University of Queensland, Brisbane, QLD, 4072, Australia
| | | | - Veronique Lago
- Australian Institute of Marine Science, Townsville, QLD, 4810, Australia
- University of New South Wales, Sydney, NSW, 2052, Australia
| | - Juan-Carlos Ortiz
- Australian Institute of Marine Science, Townsville, QLD, 4810, Australia
| |
Collapse
|
2
|
Brown C, Rodriguez Buritica S, Goldberg DE, Reichenbacher F, Venable DL, Webb RH, Wilder BT. One hundred and six years of change in a Sonoran Desert plant community: Impact of climate anomalies and trends in species sensitivities. Ecology 2024; 105:e4194. [PMID: 37882101 DOI: 10.1002/ecy.4194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 08/06/2023] [Accepted: 09/18/2023] [Indexed: 10/27/2023]
Abstract
A major restriction in predicting plant community response to future climate change is a lack of long-term data needed to properly assess species and community response to climate and identify a baseline to detect climate anomalies. Here, we use a 106-year dataset on a Sonoran Desert plant community to test the role of extreme temperature and precipitation anomalies on community dynamics at the decadal scale and over time. Additionally, we tested the climate sensitivity of 39 desert plant species and whether sensitivity was associated with growth form, longevity, geographic range, or local dominance. We found that desert plant communities had shifted directionally over the 106 years, but the climate had little influence on this directional change primarily due to nonlinear shifts in precipitation anomalies. Decadal-scale climate had the largest impact on species richness, species relative density, and total plant cover, explaining up to 26%, 45%, and 55% of the variance in each, respectively. Drought and the interaction between the frequency of freeze events and above-average summer precipitation were among the most influential climate factors. Increased drought frequency and wetter periods with frequent freeze events led to larger reductions in total plant cover, species richness, and the relative densities of dominant subshrubs Ambrosia deltoidea and Encelia farinosa. More than 80% of the tested species were sensitive to climate, but sensitivity was not associated with a species' local dominance, longevity, geographic range, or growth form. Some species appear to exhibit demographic buffering, where when they have a higher sensitivity to drought, they also tend to have a higher sensitivity to favorable (i.e., wetter and hotter) conditions. Overall, our results suggest that, while decadal-scale climate variation substantially impacts these desert plant communities, directional change in temperature over the last century has had little impact due to the relative importance of precipitation and drought. With projections of increased drought in this region, we may see reductions in total vegetation cover and species richness due to the loss of species, possibly through a breakdown in their ability to demographically buffer climatic variation, potentially changing community dynamics through a change in facilitative and competitive processes.
Collapse
Affiliation(s)
- Charlotte Brown
- Desert Laboratory on Tumamoc Hill, University of Arizona, Tucson, Arizona, USA
- Département de Biologie, Université de Sherbrooke, Sherbrooke, Quebec, Canada
| | | | - Deborah E Goldberg
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona, USA
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, USA
| | - Frank Reichenbacher
- Desert Laboratory on Tumamoc Hill, University of Arizona, Tucson, Arizona, USA
| | - D Lawrence Venable
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona, USA
| | - Robert H Webb
- School of Natural Resources and Environment, University of Arizona, Tucson, Arizona, USA
| | - Benjamin T Wilder
- Next Generation Sonoran Desert Researchers (N-Gen), Tucson, Arizona, USA
| |
Collapse
|
3
|
de Queiroz T, Meyer SE. Long-term seed bank persistence in a stochastic desert environment. Ecol Evol 2023; 13:e9924. [PMID: 36960237 PMCID: PMC10030229 DOI: 10.1002/ece3.9924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 02/22/2023] [Accepted: 02/27/2023] [Indexed: 03/24/2023] Open
Abstract
Seed banks, the collection of viable seeds in the soil, are particularly important determinants of population survival in highly variable environments. Predictions of increased stochasticity in the amount and timing of precipitation in desert environments raise the question of how seed banks of desert species will respond to climate change, and ultimately, whether these species will persist. Here, we present data from our long-term studies of germination requirements and seed bank dynamics in a rare desert gypsophile perennial, Arctomecon californica (Las Vegas bearpoppy). Arctomecon californica is a relatively short-lived plant that recruits from seed in sequences of unusually favorable years. We used germination experiments, an in situ seed bank study, and a 15-year field seed retrieval study to examine factors affecting seed bank persistence. In the germination study, a majority of seeds remained dormant, despite a wide variety of treatments, suggesting that a large proportion of the seed dispersed each year has cue-nonresponsive dormancy. Our in situ seed bank study showed that seed density varied widely between sites, among transects, and among samples within a transect. The patchiness of seeds in the soil highlights the importance of protecting large areas where A. californica populations are known to have existed in the past. The seed retrieval study provided strong evidence that this species has a long-lived seed bank in which only a small fraction of seeds (roughly 5%) become nondormant each year, allowing seed banks of this species to last up to 20 years without a seed production event. Whether this impressive life-history strategy can maintain the species in the face of climate change depends on the future frequency of the well-timed precipitation that allows for the establishment of new cohorts of adult plants.
Collapse
Affiliation(s)
- Tara de Queiroz
- Shrub Sciences LaboratoryUSDA Forest Service Rocky Mountain Research StationCedar CityUtahUSA
| | - Susan E. Meyer
- Shrub Sciences LaboratoryUSDA Forest Service Rocky Mountain Research StationCedar CityUtahUSA
| |
Collapse
|
4
|
Levin SC, Evers S, Potter T, Peña Guerrero M, Childs DZ, Compagnoni A, Knight TM, Salguero‐Gómez R. Rpadrino: an R package to access and use
PADRINO
, an open access database of Integral Projection Models. Methods Ecol Evol 2022. [DOI: 10.1111/2041-210x.13910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Sam C. Levin
- Institute of Biology Martin Luther University Halle‐Wittenberg, Am Kirchtor 1 Halle (Saale) Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig, Deutscher Platz 5e, 04103 Leipzig Germany
- Department of Zoology, 11a Mansfield Rd University of Oxford Oxford UK
| | - Sanne Evers
- Institute of Biology Martin Luther University Halle‐Wittenberg, Am Kirchtor 1 Halle (Saale) Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig, Deutscher Platz 5e, 04103 Leipzig Germany
| | - Tomos Potter
- Department of Zoology, 11a Mansfield Rd University of Oxford Oxford UK
- Department of Biological Sciences Florida State University Tallahassee FL USA
| | - Mayra Peña Guerrero
- Institute of Biology Martin Luther University Halle‐Wittenberg, Am Kirchtor 1 Halle (Saale) Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig, Deutscher Platz 5e, 04103 Leipzig Germany
| | - Dylan Z. Childs
- Department of Animal and Plant Sciences University of Sheffield Sheffield UK
| | - Aldo Compagnoni
- Institute of Biology Martin Luther University Halle‐Wittenberg, Am Kirchtor 1 Halle (Saale) Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig, Deutscher Platz 5e, 04103 Leipzig Germany
- Department of Zoology, 11a Mansfield Rd University of Oxford Oxford UK
| | - Tiffany M. Knight
- Institute of Biology Martin Luther University Halle‐Wittenberg, Am Kirchtor 1 Halle (Saale) Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig, Deutscher Platz 5e, 04103 Leipzig Germany
- Department of Community Ecology, Helmholtz Centre for Environmental Research‐UFZ, Theodor‐Lieser‐Straße 4, 06120 Halle (Saale) Germany
| | | |
Collapse
|
5
|
Climate Change in Africa and Vegetation Response: A Bibliometric and Spatially Based Information Assessment. SUSTAINABILITY 2022. [DOI: 10.3390/su14094974] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The impact of climate change over the coming decades will increase the likelihood of many species undergoing genetic alterations or even becoming extinct. Vegetation and belowground organisms are more vulnerable to the intensified impact of climate change due to a possible lack of genetic plasticity and limited mobility. Organisms are inter-dependable in ecosystems; hence, this study focused on the impact of climate change, examining the soil condition in Africa, vegetation responses and the overview of species’ responses to climate change through a bibliometric study and an analysis of remote sensing information. The bibliometric study examines climate change-related literature published from 1999 to 2019, collected from the Web of Science and Scopus database platforms, and this reveals an overall rapid increase in the number of climate change publications in Africa, with South Africa occupying a leading position in all the studied parameters. The spatially based information on soil moisture, temperature and the photosynthetic activities of vegetation affirmed that there is increasing amount of drought in Africa with more impact in northern, southern and eastern Africa. African countries, especially in the above-mentioned regions, need to urgently invest in support programs that will ease the impact of climate change, particularly on food security.
Collapse
|
6
|
Rabasa SG, Sánchez de Dios R, Cabezas Fuentes FJ, Pías Couso MB, Domínguez Lozano F. Conservation strategies for endangered arable plant
Euphorbia gaditana. CONSERVATION SCIENCE AND PRACTICE 2022. [DOI: 10.1111/csp2.12657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Affiliation(s)
- Sonia G. Rabasa
- Departamento de Biodiversidad, Ecología y Evolución. Facultad de Ciencias Biológicas Universidad Complutense de Madrid Madrid Spain
| | - Rut Sánchez de Dios
- Departamento de Biodiversidad, Ecología y Evolución. Facultad de Ciencias Biológicas Universidad Complutense de Madrid Madrid Spain
| | - Francisco José Cabezas Fuentes
- Departamento de Biodiversidad, Ecología y Evolución. Facultad de Ciencias Biológicas Universidad Complutense de Madrid Madrid Spain
| | - María Beatriz Pías Couso
- Departamento de Biodiversidad, Ecología y Evolución. Facultad de Ciencias Biológicas Universidad Complutense de Madrid Madrid Spain
| | - Felipe Domínguez Lozano
- Departamento de Biodiversidad, Ecología y Evolución. Facultad de Ciencias Biológicas Universidad Complutense de Madrid Madrid Spain
| |
Collapse
|
7
|
Berio Fortini L, Krushelnycky PD, Drake DR, Starr F, Starr K, Chimera CG. Complex demographic responses to contrasting climate drivers lead to divergent population trends across the range of a threatened alpine plant. Glob Ecol Conserv 2022. [DOI: 10.1016/j.gecco.2021.e01954] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
|
8
|
Bruijning M, Fossen EIF, Jongejans E, Vanvelk H, Raeymaekers JAM, Govaert L, Brans KI, Einum S, De Meester L. Host–parasite dynamics shaped by temperature and genotype: Quantifying the role of underlying vital rates. Funct Ecol 2021. [DOI: 10.1111/1365-2435.13966] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Marjolein Bruijning
- Department of Ecology and Evolutionary Biology Princeton University Princeton NJ USA
- Department of Animal Ecology and Physiology Radboud University Nijmegen The Netherlands
| | - Erlend I. F. Fossen
- Centre for Biodiversity Dynamics Department of Biology NTNUNorwegian University of Science and Technology Trondheim Norway
- Animal Ecology Department of Ecology and Genetics Uppsala University Uppsala Sweden
| | - Eelke Jongejans
- Department of Animal Ecology and Physiology Radboud University Nijmegen The Netherlands
- Animal Ecology NIOO‐KNAW Wageningen The Netherlands
| | - Héléne Vanvelk
- Laboratory of Aquatic Ecology, Evolution and Conservation KU Leuven Leuven Belgium
| | | | - Lynn Govaert
- Laboratory of Aquatic Ecology, Evolution and Conservation KU Leuven Leuven Belgium
- Department of Evolutionary Biology and Environmental Studies University of Zurich Zürich Switzerland
- Department of Aquatic Ecology Eawag Swiss Federal Institute of Aquatic Science and Technology Dübendorf Switzerland
| | - Kristien I. Brans
- Laboratory of Aquatic Ecology, Evolution and Conservation KU Leuven Leuven Belgium
| | - Sigurd Einum
- Centre for Biodiversity Dynamics Department of Biology NTNUNorwegian University of Science and Technology Trondheim Norway
| | - Luc De Meester
- Laboratory of Aquatic Ecology, Evolution and Conservation KU Leuven Leuven Belgium
- Leibniz Institüt für Gewasserökologie und Binnenfischerei (IGB) Berlin Germany
- Institute of Biology Freie Universität Berlin Berlin Germany
| |
Collapse
|
9
|
Bombi P, Salvi D, Shuuya T, Vignoli L, Wassenaar T. Climate change effects on desert ecosystems: A case study on the keystone species of the Namib Desert Welwitschia mirabilis. PLoS One 2021; 16:e0259767. [PMID: 34748593 PMCID: PMC8575257 DOI: 10.1371/journal.pone.0259767] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 10/26/2021] [Indexed: 11/19/2022] Open
Abstract
Deserts have been predicted to be one of the most responsive ecosystems to global climate change. In this study, we examine the spatial and demographic response of a keystone endemic plant of the Namib Desert (Welwitschia mirabilis), for which displacement and reduction of suitable climate has been foreseen under future conditions. The main aim is to assess the association between ongoing climate change and geographical patterns of welwitschia health, reproductive status, and size. We collected data on welwitschia distribution, health condition, reproductive status, and plant size in northern Namibia. We used ecological niche models to predict the expected geographic shift of suitability under climate change scenarios. For each variable, we compared our field measurements with the expected ongoing change in climate suitability. Finally, we tested the presence of simple geographical gradients in the observed patterns. The historically realized thermal niche of welwitschia will be almost completely unavailable in the next 30 years in northern Namibia. Expected reductions of climatic suitability in our study sites were strongly associated with indicators of negative population conditions, namely lower plant health, reduced recruitment and increased adult mortality. Population condition does not follow simple latitudinal or altitudinal gradients. The observed pattern of population traits is consistent with climate change trends and projections. This makes welwitschia a suitable bioindicator (i.e. a 'sentinel') for climate change effect in the Namib Desert ecosystems. Our spatially explicit approach, combining suitability modeling with geographic combinations of population conditions measured in the field, could be extensively adopted to identify sentinel species, and detect population responses to climate change in other regions and ecosystems.
Collapse
Affiliation(s)
- Pierluigi Bombi
- Institute of Research on Terrestrial Ecosystems, National Research Council, Monterotondo, Rome, Italy
| | - Daniele Salvi
- Department of Health, Life and Environmental Sciences, University of L’Aquila, Coppito, L’Aquila, Italy
| | - Titus Shuuya
- Gobabeb Namib Research Institute, Walvis Bay, Namibia
| | - Leonardo Vignoli
- Institute of Research on Terrestrial Ecosystems, National Research Council, Monterotondo, Rome, Italy
- Department of Science, University of Roma Tre, Rome, Italy
| | - Theo Wassenaar
- Department of Agriculture and Natural Resources Sciences, Namibia University of Science and Technology, Windhoek, Namibia
| |
Collapse
|
10
|
Tanner KE, Moore‐O’Leary KA, Parker IM, Pavlik BM, Haji S, Hernandez RR. Microhabitats associated with solar energy development alter demography of two desert annuals. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2021; 31:e02349. [PMID: 33817888 PMCID: PMC8459290 DOI: 10.1002/eap.2349] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 11/24/2020] [Accepted: 01/15/2021] [Indexed: 06/12/2023]
Abstract
Political and economic initiatives intended to increase energy production while reducing carbon emissions are driving demand for solar energy. Consequently, desert regions are now targeted for development of large-scale photovoltaic solar energy facilities. Where vegetation communities are left intact or restored within facilities, ground-mounted infrastructure may have negative impacts on desert-adapted plants because it creates novel rainfall runoff and shade conditions. We used experimental solar arrays in the Mojave Desert to test how these altered conditions affect population dynamics for a closely related pair of native annual plants: rare Eriophyllum mohavense and common E. wallacei. We estimated aboveground demographic rates (seedling emergence, survivorship, and fecundity) over 7 yr and used seed bank survival rates from a concurrent study to build matrix models of population growth in three experimental microhabitats. In drier years, shade tended to reduce survival of the common species, but increase survival of the rare species. In a wet year, runoff from panels tended to increase seed output for both species. Population growth projections from microhabitat-specific matrix models showed stronger effects of microhabitat under wetter conditions, and relatively little effect under dry conditions (lack of rainfall was an overwhelming constraint). Performance patterns across microhabitats in the wettest year differed between rare and common species. Projected growth of E. mohavense was substantially reduced in shade, mediated by negative effects on aboveground demographic rates. Hence, the rare species were more susceptible to negative effects of panel infrastructure in wet years that are critical to seed bank replenishment. Our results suggest that altered shade and water runoff regimes associated with energy infrastructure will have differential effects on demographic transitions across annual species and drive population-level processes that determine local abundance, resilience, and persistence.
Collapse
Affiliation(s)
- Karen E. Tanner
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Kara A. Moore‐O’Leary
- Department of Evolution and EcologyUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
- Present address:
U.S. Fish and Wildlife ServicePacific Southwest Region3020 State University Drive EastSacramentoCalifornia95819USA
| | - Ingrid M. Parker
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Bruce M. Pavlik
- Conservation DepartmentRed Butte Garden and ArboretumUniversity of UtahSalt Lake CityUtah84108USA
| | - Sophia Haji
- Ecology and Evolutionary Biology DepartmentUniversity of California1156 High StreetSanta CruzCalifornia95064USA
| | - Rebecca R. Hernandez
- Department of Land, Air & Water ResourcesUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
- Wild Energy InitiativeJohn Muir Institute of the EnvironmentUniversity of CaliforniaOne Shields AvenueDavisCalifornia95616USA
| |
Collapse
|
11
|
Tanner KE, Moore-O'Leary KA, Parker IM, Pavlik BM, Haji S, Hernandez RR. Microhabitats associated with solar energy development alter demography of two desert annuals. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2021. [PMID: 33817888 DOI: 10.7291/d1st01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Political and economic initiatives intended to increase energy production while reducing carbon emissions are driving demand for solar energy. Consequently, desert regions are now targeted for development of large-scale photovoltaic solar energy facilities. Where vegetation communities are left intact or restored within facilities, ground-mounted infrastructure may have negative impacts on desert-adapted plants because it creates novel rainfall runoff and shade conditions. We used experimental solar arrays in the Mojave Desert to test how these altered conditions affect population dynamics for a closely related pair of native annual plants: rare Eriophyllum mohavense and common E. wallacei. We estimated aboveground demographic rates (seedling emergence, survivorship, and fecundity) over 7 yr and used seed bank survival rates from a concurrent study to build matrix models of population growth in three experimental microhabitats. In drier years, shade tended to reduce survival of the common species, but increase survival of the rare species. In a wet year, runoff from panels tended to increase seed output for both species. Population growth projections from microhabitat-specific matrix models showed stronger effects of microhabitat under wetter conditions, and relatively little effect under dry conditions (lack of rainfall was an overwhelming constraint). Performance patterns across microhabitats in the wettest year differed between rare and common species. Projected growth of E. mohavense was substantially reduced in shade, mediated by negative effects on aboveground demographic rates. Hence, the rare species were more susceptible to negative effects of panel infrastructure in wet years that are critical to seed bank replenishment. Our results suggest that altered shade and water runoff regimes associated with energy infrastructure will have differential effects on demographic transitions across annual species and drive population-level processes that determine local abundance, resilience, and persistence.
Collapse
Affiliation(s)
- Karen E Tanner
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Kara A Moore-O'Leary
- Department of Evolution and Ecology, University of California, One Shields Avenue, Davis, California, 95616, USA
| | - Ingrid M Parker
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Bruce M Pavlik
- Conservation Department, Red Butte Garden and Arboretum, University of Utah, Salt Lake City, Utah, 84108, USA
| | - Sophia Haji
- Ecology and Evolutionary Biology Department, University of California, 1156 High Street, Santa Cruz, California, 95064, USA
| | - Rebecca R Hernandez
- Department of Land, Air & Water Resources, University of California, One Shields Avenue, Davis, California, 95616, USA
- Wild Energy Initiative, John Muir Institute of the Environment, University of California, One Shields Avenue, Davis, California, 95616, USA
| |
Collapse
|
12
|
Liu H, Chen Y, Zhang L, Baskin JM, Baskin CC, Zhang L, Liu Y, Zhang D, Zhang Y. Is the Life History Flexibility of Cold Desert Annuals Broad Enough to Cope with Predicted Climate Change? The Case of Erodium oxyrhinchum in Central Asia. BIOLOGY 2021; 10:biology10080780. [PMID: 34440013 PMCID: PMC8389623 DOI: 10.3390/biology10080780] [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: 06/29/2021] [Revised: 08/13/2021] [Accepted: 08/13/2021] [Indexed: 11/16/2022]
Abstract
Interannual seasonal variability in precipitation may strongly affect the life history and growth of desert annual plants. We compared the effects of dry and wet springs and dry and wet autumns on growth and F2 seed dormancy of plants from spring (SG)- and autumn (AG)-germinated seeds of the cold desert annual Erodium oxyrhinchum. Vegetative and reproductive growth and F2 seed dormancy and germination were monitored from September 2016 to November 2020 in the sandy Gurbantunggut Desert in NW China in Central Asia. Dry autumns decreased the density of AG plants, and dry springs decreased the density of SG plants and growth of SG and AG plants. In dry springs, SG plants were more sensitive to precipitation than AG plants, while in wet springs SG and AG plants had similar responses to precipitation. During growth in both dry and wet springs, most morphological characters of SG and AG plants initially increased rapidly in size/number and then plateaued or decreased, except for SG plants in dry springs. In dry springs, most morphological characters of AG plants were larger or more numerous than those of SG plants, and they were larger/more numerous for SG plants in wet than in dry springs. The percentage biomass allocated to reproduction in SG plants was slightly higher in a wet than in a dry spring. A much higher proportion of dormant seeds was produced by AG plants in a wet spring than in a dry spring. Projected changes in precipitation due to climate change in NW China are not likely to have much of an effect on the biology of this common desert annual plant.
Collapse
Affiliation(s)
- Huiliang Liu
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urümqi 830011, China; (H.L.); (Y.C.); (D.Z.)
- Yili Botanical Garden, Xinjiang Institute of Ecology and Geography, Xinyuan 835800, China
| | - Yanfeng Chen
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urümqi 830011, China; (H.L.); (Y.C.); (D.Z.)
- School of Geography and Tourism, Qufu Normal University, Rizhao 276800, China;
| | - Lingwei Zhang
- Xinjiang Key Laboratory of Soil and Plant Ecological Processes, College of Life Sciences, Xinjiang Agricultural University, Urümqi 830052, China; (L.Z.); (L.Z.)
| | - Jerry M. Baskin
- Department of Biology, University of Kentucky, Lexington, KY 40506, USA; (J.M.B.); (C.C.B.)
| | - Carol C. Baskin
- Department of Biology, University of Kentucky, Lexington, KY 40506, USA; (J.M.B.); (C.C.B.)
- Department of Plant and Soil Sciences, University of Kentucky, Lexington, KY 40506, USA
| | - Lan Zhang
- Xinjiang Key Laboratory of Soil and Plant Ecological Processes, College of Life Sciences, Xinjiang Agricultural University, Urümqi 830052, China; (L.Z.); (L.Z.)
| | - Yan Liu
- School of Geography and Tourism, Qufu Normal University, Rizhao 276800, China;
| | - Daoyuan Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urümqi 830011, China; (H.L.); (Y.C.); (D.Z.)
- Turpan Eremophytes Botanical Garden, Chinese Academy of Sciences, Turpan 838008, China
| | - Yuanming Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urümqi 830011, China; (H.L.); (Y.C.); (D.Z.)
- Correspondence:
| |
Collapse
|
13
|
Primack RB, Ellwood ER, Gallinat AS, Miller-Rushing AJ. The growing and vital role of botanical gardens in climate change research. THE NEW PHYTOLOGIST 2021; 231:917-932. [PMID: 33890323 DOI: 10.1111/nph.17410] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 02/25/2021] [Indexed: 06/12/2023]
Abstract
Botanical gardens make unique contributions to climate change research, conservation, and public engagement. They host unique resources, including diverse collections of plant species growing in natural conditions, historical records, and expert staff, and attract large numbers of visitors and volunteers. Networks of botanical gardens spanning biomes and continents can expand the value of these resources. Over the past decade, research at botanical gardens has advanced our understanding of climate change impacts on plant phenology, physiology, anatomy, and conservation. For example, researchers have utilized botanical garden networks to assess anatomical and functional traits associated with phenological responses to climate change. New methods have enhanced the pace and impact of this research, including phylogenetic and comparative methods, and online databases of herbarium specimens and photographs that allow studies to expand geographically, temporally, and taxonomically in scope. Botanical gardens have grown their community and citizen science programs, informing the public about climate change and monitoring plants more intensively than is possible with garden staff alone. Despite these advances, botanical gardens are still underutilized in climate change research. To address this, we review recent progress and describe promising future directions for research and public engagement at botanical gardens.
Collapse
Affiliation(s)
| | - Elizabeth R Ellwood
- iDigBio, Florida Museum of Natural History, University of Florida, Gainesville, FL, 33430, USA
- La Brea Tar Pits and Museum, Natural History Museum of Los Angeles County, Los Angeles, CA, 90036, USA
| | - Amanda S Gallinat
- Department of Biology and Ecology Center, Utah State University, Logan, UT, 84322, USA
- Department of Geography, University of Wisconsin-Milwaukee, Milwaukee, WI, 53211, USA
| | | |
Collapse
|
14
|
Evers SM, Knight TM, Inouye DW, Miller TEX, Salguero-Gómez R, Iler AM, Compagnoni A. Lagged and dormant season climate better predict plant vital rates than climate during the growing season. GLOBAL CHANGE BIOLOGY 2021; 27:1927-1941. [PMID: 33586192 DOI: 10.1111/gcb.15519] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 12/19/2020] [Accepted: 12/28/2020] [Indexed: 06/12/2023]
Abstract
Understanding the effects of climate on the vital rates (e.g., survival, development, reproduction) and dynamics of natural populations is a long-standing quest in ecology, with ever-increasing relevance in the face of climate change. However, linking climate drivers to demographic processes requires identifying the appropriate time windows during which climate influences vital rates. Researchers often do not have access to the long-term data required to test a large number of windows, and are thus forced to make a priori choices. In this study, we first synthesize the literature to assess current a priori choices employed in studies performed on 104 plant species that link climate drivers with demographic responses. Second, we use a sliding-window approach to investigate which combination of climate drivers and temporal window have the best predictive ability for vital rates of four perennial plant species that each have over a decade of demographic data (Helianthella quinquenervis, Frasera speciosa, Cylindriopuntia imbricata, and Cryptantha flava). Our literature review shows that most studies consider time windows in only the year preceding the measurement of the vital rate(s) of interest, and focus on annual or growing season temporal scales. In contrast, our sliding-window analysis shows that in only four out of 13 vital rates the selected climate drivers have time windows that align with, or are similar to, the growing season. For many vital rates, the best window lagged more than 1 year and up to 4 years before the measurement of the vital rate. Our results demonstrate that for the vital rates of these four species, climate drivers that are lagged or outside of the growing season are the norm. Our study suggests that considering climatic predictors that fall outside of the most recent growing season will improve our understanding of how climate affects population dynamics.
Collapse
Affiliation(s)
- Sanne M Evers
- Institute of Biology, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| | - Tiffany M Knight
- Institute of Biology, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
- Department of Community Ecology, Helmholtz Centre for Environmental Research - UFZ, Halle (Saale), Germany
| | - David W Inouye
- Department of Biology, University of Maryland, College Park, MD, USA
- Rocky Mountain Biological Laboratory, Crested Butte, CO, USA
| | - Tom E X Miller
- Program in Ecology and Evolutionary Biology, Department of BioSciences, Rice University, Houston, TX, USA
| | | | - Amy M Iler
- Rocky Mountain Biological Laboratory, Crested Butte, CO, USA
- The Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden, Glencoe, IL, USA
| | - Aldo Compagnoni
- Institute of Biology, Martin Luther University Halle-Wittenberg, Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Leipzig, Germany
| |
Collapse
|
15
|
Shryock DF, Washburn LK, DeFalco LA, Esque TC. Harnessing landscape genomics to identify future climate resilient genotypes in a desert annual. Mol Ecol 2021; 30:698-717. [PMID: 33007116 DOI: 10.1111/mec.15672] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 09/22/2020] [Accepted: 09/22/2020] [Indexed: 12/16/2022]
Abstract
Local adaptation features critically in shaping species responses to changing environments, complicating efforts to revegetate degraded areas. Rapid climate change poses an additional challenge that could reduce fitness of even locally sourced seeds in restoration. Predictive restoration strategies that apply seeds with favourable adaptations to future climate may promote long-term resilience. Landscape genomics is increasingly used to assess spatial patterns in local adaption and may represent a cost-efficient approach for identifying future-adapted genotypes. To demonstrate such an approach, we genotyped 760 plants from 64 Mojave Desert populations of the desert annual Plantago ovata. Genome scans on 5,960 SNPs identified 184 potentially adaptive loci related to climate and satellite vegetation metrics. Causal modelling indicated that variation in potentially adaptive loci was not confounded by isolation by distance or isolation by habitat resistance. A generalized dissimilarity model (GDM) attributed spatial turnover in potentially adaptive loci to temperature, precipitation and NDVI amplitude, a measure of vegetation green-up potential. By integrating a species distribution model (SDM), we find evidence that summer maximum temperature may both constrain the range of P. ovata and drive adaptive divergence in populations exposed to higher temperatures. Within the species' current range, warm-adapted genotypes are predicted to experience a fivefold expansion in climate niche by midcentury and could harbour key adaptations to cope with future climate. We recommend eight seed transfer zones and project each zone into its relative position in future climate. Prioritizing seed collection efforts on genotypes with expanding future habitat represents a promising strategy for restoration practitioners to address rapidly changing climates.
Collapse
Affiliation(s)
- Daniel F Shryock
- U.S. Geological Survey, Western Ecological Research Center, Henderson, NV, USA
| | | | - Lesley A DeFalco
- U.S. Geological Survey, Western Ecological Research Center, Henderson, NV, USA
| | - Todd C Esque
- U.S. Geological Survey, Western Ecological Research Center, Henderson, NV, USA
| |
Collapse
|
16
|
Shriver RK, Campbell E, Dailey C, Gaya H, Hill A, Kuzminski S, Miller‐Bartley M, Moen K, Moettus R, Oschrin E, Reese D, Simonson M, Willson A, Parker TH. Local landscape position impacts demographic rates in a widespread North American steppe bunchgrass. Ecosphere 2021. [DOI: 10.1002/ecs2.3351] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Affiliation(s)
- Robert K. Shriver
- Ecology Center Utah State University Logan Utah84322USA
- Department of Natural Resources and Environmental Sciences University of Nevada Reno Nevada89557USA
| | - Erin Campbell
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Christopher Dailey
- Department of Biology Whitman College Walla Walla Washington99362USA
- School of Marine and Environmental Affairs University of Washington Seattle Washington98105USA
| | - Heather Gaya
- Department of Biology Whitman College Walla Walla Washington99362USA
- Warnell School of Forestry and Natural Resources University of Georgia 180 E Green Street Athens Georgia30602USA
| | - Abby Hill
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Sonya Kuzminski
- Department of Biology Whitman College Walla Walla Washington99362USA
| | | | - Kyle Moen
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Riga Moettus
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Emma Oschrin
- Department of Biology Whitman College Walla Walla Washington99362USA
- Department of Biology Indiana University 1001 East Third Street Bloomington Indiana47405USA
| | - Devin Reese
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Molly Simonson
- Department of Biology Whitman College Walla Walla Washington99362USA
- University of Washington School of Public Health 1959 NE Pacific Street Seattle Washington98195USA
| | - Alice Willson
- Department of Biology Whitman College Walla Walla Washington99362USA
| | - Timothy H. Parker
- Department of Biology Whitman College Walla Walla Washington99362USA
| |
Collapse
|
17
|
Zakharova L, Meyer K, Seifan M. Combining trait- and individual-based modelling to understand desert plant community dynamics. Ecol Modell 2020. [DOI: 10.1016/j.ecolmodel.2020.109260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
|
18
|
Hernandez RR, Tanner KE, Haji S, Parker IM, Pavlik BM, Moore-O’Leary KA. Simulated Photovoltaic Solar Panels Alter the Seed Bank Survival of Two Desert Annual Plant Species. PLANTS (BASEL, SWITZERLAND) 2020; 9:E1125. [PMID: 32878043 PMCID: PMC7570262 DOI: 10.3390/plants9091125] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 08/27/2020] [Accepted: 08/28/2020] [Indexed: 02/07/2023]
Abstract
Seed bank survival underpins plant population persistence but studies on seed bank trait-environment interactions are few. Changes in environmental conditions relevant to seed banks occur in desert ecosystems owing to solar energy development. We developed a conceptual model of seed bank survival to complement methodologies using in-situ seed bank packets. Using this framework, we quantified the seed bank survival of two closely related annual desert plant species, one rare (Eriophyllum mohavense) and one common (Eriophyllum wallacei), and the seed bank-environment interactions of these two species in the Mojave Desert within a system that emulates microhabitat variation associated with solar energy development. We tracked 4860 seeds buried across 540 seed packets and found, averaged across both species, that seed bank survival was 21% and 6% for the first and second growing seasons, respectively. After two growing seasons, the rare annual had a significantly greater seed bank survival (10%) than the common annual (2%). Seed bank survival across both species was significantly greater in shade (10%) microhabitats compared to runoff (5%) and control microhabitats (3%). Our study proffers insight into this early life-stage across rare and common congeners and their environmental interactions using a novel conceptual framework for seed bank survival.
Collapse
Affiliation(s)
- Rebecca R. Hernandez
- Department of Land, Air & Water Resources, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA
- Wild Energy Initiative, John Muir Institute of the Environment, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA
| | - Karen E. Tanner
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Sophia Haji
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Ingrid M. Parker
- Ecology and Evolutionary Biology Department, University of California, Santa Cruz, 1156 High St, Santa Cruz, CA 95064, USA; (K.E.T.); (S.H.); (I.M.P.)
| | - Bruce M. Pavlik
- Conservation Department, Red Butte Garden and Arboretum, University of Utah, Salt Lake City, UT 84108, USA;
| | - Kara A. Moore-O’Leary
- U.S. Fish and Wildlife Service, Pacific Southwest Region, 3020 State University Drive East, Sacramento, CA 95819, USA;
| |
Collapse
|
19
|
Levin SC, Crandall RM, Pokoski T, Stein C, Knight TM. Phylogenetic and functional distinctiveness explain alien plant population responses to competition. Proc Biol Sci 2020; 287:20201070. [PMID: 32605513 PMCID: PMC7423470 DOI: 10.1098/rspb.2020.1070] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 06/05/2020] [Indexed: 12/21/2022] Open
Abstract
Several invasion hypotheses predict a positive association between phylogenetic and functional distinctiveness of aliens and their performance, leading to the idea that distinct aliens compete less with their resident communities. However, synthetic pattern relationships between distinctiveness and alien performance and direct tests of competition as the driving mechanism have not been forthcoming. This is likely because different patterns are observed at different spatial grains, because functional trait and phylogenetic information are often incomplete, and because of the need for competition experiments that measure demographic responses across a variety of alien species that vary in their distinctiveness. We conduct a competitor removal experiment and parameterize matrix population and integral projection models for 14 alien plant species. More novel aliens compete less strongly with co-occurring species in their community, but these results dissipate at a larger spatial grain of investigation. Further, we find that functional traits used in conjunction with phylogeny improve our ability to explain competitive responses. Our investigation shows that competition is an important mechanism underlying the differential success of alien species.
Collapse
Affiliation(s)
- Sam C. Levin
- Martin Luther University Halle-Wittenberg, Institute of Geobotany, Am Kirchtor 1, 06108 Halle (Saale), Germany
- German Centre for Integrative Biodiversity (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, 04103 Leipzig, Germany
| | - Raelene M. Crandall
- School of Forest Resources and Conservation, University of Florida, Gainesville, FL 32611, USA
| | - Tyler Pokoski
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Claudia Stein
- Department of Biology, Washington University of St Louis Tyson Research Center, 6750 Tyson Valley Road, Eureka, MO 63025, USA
- Department of Biology and Environmental Science, Auburn University at Montgomery, PO Box 244023, Montgomery, AL 36124-4023, USA
| | - Tiffany M. Knight
- Martin Luther University Halle-Wittenberg, Institute of Geobotany, Am Kirchtor 1, 06108 Halle (Saale), Germany
- German Centre for Integrative Biodiversity (iDiv) Halle-Jena-Leipzig, Deutscher Platz 5e, 04103 Leipzig, Germany
- Department of Community Ecology, Helmholtz Center for Environmental Research – UFZ, Theodor-Lieser-Straße 4, 06120 Halle (Saale), Germany
| |
Collapse
|
20
|
Contrasting effects of climate change on seasonal survival of a hibernating mammal. Proc Natl Acad Sci U S A 2020; 117:18119-18126. [PMID: 32631981 DOI: 10.1073/pnas.1918584117] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Seasonal environmental conditions shape the behavior and life history of virtually all organisms. Climate change is modifying these seasonal environmental conditions, which threatens to disrupt population dynamics. It is conceivable that climatic changes may be beneficial in one season but result in detrimental conditions in another because life-history strategies vary between these time periods. We analyzed the temporal trends in seasonal survival of yellow-bellied marmots (Marmota flaviventer) and explored the environmental drivers using a 40-y dataset from the Colorado Rocky Mountains (USA). Trends in survival revealed divergent seasonal patterns, which were similar across age-classes. Marmot survival declined during winter but generally increased during summer. Interestingly, different environmental factors appeared to drive survival trends across age-classes. Winter survival was largely driven by conditions during the preceding summer and the effect of continued climate change was likely to be mainly negative, whereas the likely outcome of continued climate change on summer survival was generally positive. This study illustrates that seasonal demographic responses need disentangling to accurately forecast the impacts of climate change on animal population dynamics.
Collapse
|
21
|
Pour SH, Wahab AKA, Shahid S. Spatiotemporal changes in aridity and the shift of drylands in Iran. ATMOSPHERIC RESEARCH 2020; 233:104704. [DOI: 10.1016/j.atmosres.2019.104704] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
|
22
|
Warm Island Effect in the Badain Jaran Desert Lake Group Region Inferred from the Accumulated Temperature. ATMOSPHERE 2020. [DOI: 10.3390/atmos11020153] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The Badain Jaran Desert (BJD) is characterized by the coexistence of over 110 perennial lakes and thousands of megadunes in its southeast part. Unlike the cold island effect, we found a special phenomenon of the warm island effect in the lake group region of the BJD. However, the concept and formation mechanism remains unclear. In this study, based on observations of land surface processes in the area, we first used the daily mean temperature from 23 automated meteorological stations from 2010 to 2017 to calculate the mean daily temperature (T) ≥ 0 °C, T ≥ 10 °C accumulated temperature and negative accumulated temperature. Furthermore, using the net radiation from two eddy covariance measurement systems, characteristics of the net radiation between the lake and megadunes were analyzed. When comparing observed data in the lake group region to surrounding areas, accumulated temperature from all three meteorological stations in the lake group region were higher; the duration days of T ≥ 0 °C and T ≥ 10 °C were longer, whereas duration days of negative accumulated temperature were shorter. In addition, the initial dates for T ≥ 0 °C and T ≥ 10 °C accumulated temperature were earlier, whereas the end dates were delayed. Variations in heat were observed between stations in the lake group region that may be reflective of microclimate environments between lakes. The authors relate warm island formation in the BJD lake group region to (1) the heat carried by groundwater recharge to the desert lake groups has a great impact on the local temperature. (2) Net heat radiation to the atmosphere through sensible heat flux owing to sparse vegetation in the desert areas. Hence, heat resources are richer in the lake group region. This study aims to improve our understanding of the warm island effect from a comprehensive analysis of its intensity and distribution pattern around the lake group region as compared to its surroundings. In addition, the results from this study will provide a scientific basis for determining the source of lake water in the BJD.
Collapse
|
23
|
Larios E, González EJ, Rosen PC, Pate A, Holm P. Population projections of an endangered cactus suggest little impact of climate change. Oecologia 2020; 192:439-448. [PMID: 31938884 DOI: 10.1007/s00442-020-04595-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Accepted: 01/07/2020] [Indexed: 11/26/2022]
Abstract
Population projections coupled with downscaled climate projections are a powerful tool that allows predicting future population dynamics of vulnerable plants in the face of a changing climate. Traditional approaches used to predict the vulnerability of plants to climate change (e.g. species distribution models) fail to mechanistically describe the basis of a population's dynamics and thus cannot be expected to correctly predict its temporal trends. In this study, we used a 23-year demographic dataset of the acuña cactus, an endangered species, to predict its population dynamics to the end of the century. We used integral projection models to describe its vital rates and population dynamics in relation to plant volume and key climatic variables. We used the resulting climate-driven IPM along with climatic projections to predict the population growth rates from 1991 to 2099. We found the average population growth rate of this population between 1991 and 2013 to be 0.70 (95% CI 0.61-0.79). This result confirms that the population of acuña cactus has been declining and that this decline is due to demographic structure and climate conditions. However, the projection model also predicts that, up to 2080, the population will remain relatively stable mainly due to the survival of its existing adult individuals. Notwithstanding, the long-term viability of the populations can only be achieved through the recruitment of new individuals.
Collapse
Affiliation(s)
- Eugenio Larios
- Department of Ecology, Evolution, and Marine Biology, University of California Santa Barbara, Santa Barbara, CA, USA
- Ecología para la Conservación del Gran Desierto, A.C., Hermosillo, Sonora, Mexico
| | - Edgar J González
- Departamento de Ecología y Recursos Naturales, Facultad de Ciencias, Universidad Nacional Autónoma de México, Mexico City, Mexico.
| | - Philip C Rosen
- School of Natural Resources and the Environment, University of Arizona, Tucson, AZ, USA
| | - Ami Pate
- Organ Pipe Cactus National Monument, National Park Service, Ajo, AZ, USA
| | - Peter Holm
- Organ Pipe Cactus National Monument, National Park Service, Ajo, AZ, USA
| |
Collapse
|
24
|
Duarte M, Guerrero PC, Arroyo MTK, Bustamante RO. Niches and climate-change refugia in hundreds of species from one of the most arid places on Earth. PeerJ 2019; 7:e7409. [PMID: 31565547 PMCID: PMC6745186 DOI: 10.7717/peerj.7409] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 07/04/2019] [Indexed: 11/20/2022] Open
Abstract
Background and Aims Global climate change is a major threat to biodiversity worldwide. Several arid areas might expand in the future, but it is not clear if this change would be positive or negative for arid-adapted lineages. Here, we explore whether climatic niche properties are involved in the configuration of climate refugia and thus in future species trends. Methods To estimate putative climate refugia and potential expansion areas, we used maximum entropy models and four climate-change models to generate current and future potential distributions of 142 plant species endemic to the Atacama and mediterranean Chilean ecosystems. We assessed the relationship between the similarity and breadth of thermal and precipitation niches with the size of climate refugia and areas of potential expansions. Key Results We found a positive relationship between breadth and similarity for thermal niche with the size of climate refugia, but only niche similarity of the thermal niche was positively related with the size of expansion areas. Although all lineages would reduce their distributions in the future, few species are predicted to be at risk of extinction in their current distribution, and all of them presented potential expansion areas. Conclusion Species with a broad niche and niche dissimilarity will have larger refugia, and species with niche dissimilarity will have larger expansion areas. In addition, our prediction for arid lineages shows that these species will be moderately affected by climate change.
Collapse
Affiliation(s)
- Milen Duarte
- Departamento de Ciencias Ecológicas, Universidad de Chile, Santiago, Chile.,Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
| | - Pablo C Guerrero
- Departamento de Botánica, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | - Mary T K Arroyo
- Departamento de Ciencias Ecológicas, Universidad de Chile, Santiago, Chile.,Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
| | - Ramiro O Bustamante
- Departamento de Ciencias Ecológicas, Universidad de Chile, Santiago, Chile.,Instituto de Ecología y Biodiversidad (IEB), Santiago, Chile
| |
Collapse
|
25
|
Woods NN, McCarthy R, Miriti MN. Non‐hierarchical competition among co‐occurring woody seedlings in a resource‐limited environment. Ecosphere 2019. [DOI: 10.1002/ecs2.2751] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Affiliation(s)
- Natasha N. Woods
- Department of Evolution, Ecology and Organismal Biology The Ohio State University 318 W. 12th Avenue Columbus Ohio 43214 USA
| | - Ryan McCarthy
- Department of Evolution, Ecology and Organismal Biology The Ohio State University 318 W. 12th Avenue Columbus Ohio 43214 USA
| | - Maria N. Miriti
- Department of Evolution, Ecology and Organismal Biology The Ohio State University 318 W. 12th Avenue Columbus Ohio 43214 USA
| |
Collapse
|
26
|
Filazzola A, Liczner AR, Westphal M, Lortie CJ. Shrubs indirectly increase desert seedbanks through facilitation of the plant community. PLoS One 2019; 14:e0215988. [PMID: 31017967 PMCID: PMC6481865 DOI: 10.1371/journal.pone.0215988] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Accepted: 04/11/2019] [Indexed: 11/18/2022] Open
Abstract
The mechanisms supporting positive ecological interactions are important. Foundation species can structure desert biodiversity by facilitating seedbanks of annual plants, but the direct and indirect mechanisms of shrub effects on seedbank have not been experimentally decoupled. We conducted the first test of shrubs increasing seedbank densities through direct effects on the seedbank (i.e. shrub seed-trapping, animal-mediated dispersal) and indirect effects by facilitating the annual plant community (i.e. seed deposition, annual seed-trapping). Two distinct desert ecosystems were used to contrast transient seedbank densities in shrub and open microsites by manipulating annual plant density and the presence of the persistent seedbank. We measured transient seedbank densities at the end of the growing season by collecting soil samples and extracting seeds from each respective treatment. Transient seedbank densities were greatest in shrub canopies and with relatively higher annual plant densities. The persistent seedbank contributed to transient seedbank densities only in one desert and in the open microsite. Shrubs indirectly increased seedbank densities by facilitation the seed production of the annual plants. Therefore, shrubs are increasing seedbank independently of the annual plant community, likely through trapping effects, and dependently by facilitating seed production of the annuals. These findings provide evidence for a previously undescribed mechanism that supports annual seedbanks and thus desert biodiversity. We also identify shrubs as being significant drivers of desert plant communities and emphasize the need to consider multiple mechanisms to improve our ability to predict the response of ecosystems to change.
Collapse
Affiliation(s)
| | | | - Michael Westphal
- Bureau of Land Management, Central Coast Field Office, Marina, California, United States of America
| | | |
Collapse
|
27
|
Nashwan MS, Shahid S, Abd Rahim N. Unidirectional trends in annual and seasonal climate and extremes in Egypt. THEORETICAL AND APPLIED CLIMATOLOGY 2019; 136:457-473. [DOI: 10.1007/s00704-018-2498-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Accepted: 04/30/2018] [Indexed: 09/02/2023]
|
28
|
Alexander HM, Collins CD, Reed AW, Kettle WD, Collis DA, Christiana LD, Salisbury VB. Effects of removing woody cover on long-term population dynamics of a rare annual plant ( Agalinis auriculata): A study comparing remnant prairie and oldfield habitats. Ecol Evol 2018; 8:11975-11986. [PMID: 30598792 PMCID: PMC6303752 DOI: 10.1002/ece3.4654] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2018] [Revised: 09/17/2018] [Accepted: 09/19/2018] [Indexed: 11/13/2022] Open
Abstract
Worldwide, grasslands are becoming shrublands/forests. In North America, eastern red cedar (Juniperus virginiana) often colonizes prairies. Habitat management can focus on woody removal, but we often lack long-term data on whether removal leads to population recovery of herbaceous plants without seeding. We undertook a long-term study (17 years) of numbers of the rare annual plant Agalinis auriculata in a gridwork of 100 m2 plots in adjacent prairie and oldfield sites in Kansas, USA. We collected data before and after removal of Juniperus virginiana at the prairie. Plant population sizes were highly variable at both sites and over time. High numbers of plants in a plot 1 year were often followed by low numbers the following year, suggesting negative density-dependence. Plant numbers were lowest with extensive woody cover and with low precipitation. After woody plant removal, A. auriculata increased dramatically in abundance and occupancy in most years; increases were also seen at the oldfield, suggesting later survey years were overall more favorable. Synthesis and applications: Removal of woody plants led to increased numbers of a rare annual prairie plant, without seeding. Multiple years of data were essential for interpretation given extreme temporal variability in numbers. The largest prairie population was 7 years following tree removal, showing that positive effects of management can last this long. This species also fared well in oldfield habitat, suggesting restoration opportunities. Given that land managers are busy, time-efficient field methods and data analysis approaches such as ours offer advantages. In addition to general linear models, we suggest Rank Occupancy-Abundance Profiles (ROAPs), a simple-to-use data visualization and analysis method. Creation of ROAPs for sites before and after habitat management helps reveal the degree to which plant populations are responding to management with changes in local density, changes in occupancy, or both.
Collapse
Affiliation(s)
- Helen M. Alexander
- Department of Ecology and Evolutionary BiologyUniversity of KansasLawrenceKansas
| | | | - Aaron W. Reed
- School of Biological SciencesUniversity of Missouri‐Kansas CityKansas CityMissouri
| | - W. Dean Kettle
- Kansas Biological SurveyUniversity of KansasLawrenceKansas
| | - Daniel A. Collis
- Department of Ecology and Evolutionary BiologyUniversity of KansasLawrenceKansas
- Present address:
1623 E. 120th StreetOlatheKansas
| | | | | |
Collapse
|
29
|
van der Merwe H, Milton SJ. Testing the Wiegand-Milton model: A long-term experiment to understand mechanisms driving vegetation dynamics in arid shrublands. AUSTRAL ECOL 2018. [DOI: 10.1111/aec.12651] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Helga van der Merwe
- South African Environmental Observation Network (SAEON): Arid Lands Node; P.O. Box 110040 Hadison Park Kimberley 8306 South Africa
- Plant Conservation Unit; University of Cape Town; Cape Town South Africa
| | - Suzanne J. Milton
- South African Environmental Observation Network (SAEON): Arid Lands Node; P.O. Box 110040 Hadison Park Kimberley 8306 South Africa
- PercyFitzPatrick Institute of African Ornithology; University of Cape Town; Rondebosch South Africa
| |
Collapse
|
30
|
Khadka J, Yadav NS, Granot G, Grafi G. Seasonal Growth of Zygophyllum dumosum Boiss.: Summer Dormancy Is Associated with Loss of the Permissive Epigenetic Marker Dimethyl H3K4 and Extensive Reduction in Proteins Involved in Basic Cell Functions. PLANTS 2018; 7:plants7030059. [PMID: 30011962 PMCID: PMC6161207 DOI: 10.3390/plants7030059] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Revised: 06/22/2018] [Accepted: 07/04/2018] [Indexed: 02/01/2023]
Abstract
Plants thriving in desert environments are suitable for studying mechanisms for plant survival under extreme seasonal climate variation. We studied epigenetic mechanisms underlying seasonal growth cycles in the desert plant Zygophyllum dumosum Boiss., which was previously shown to be deficient in repressive markers of di-methyl and tri-methyl H3K9 and their association with factors regulating basic cell functions. We showed a contingent association between rainfall and seasonal growth and the epigenetic marker of dimethyl H3K4, which disappears upon entry into the dry season and the acquisition of a dormant state. DNA methylation is not affected by a lack of H3K9 di-methyl and tri-methyl. Changes in methylation can occur between the wet and dry season. Proteome analysis of acid soluble fractions revealed an extensive reduction in ribosomal proteins and in proteins involved in chloroplasts and mitochondrial activities during the dry seasons concomitantly with up-regulation of molecular chaperone HSPs. Our results highlight mechanisms underlying Z. dumosum adaptation to seasonal climate variation. Particularly, summer dormancy is associated with a loss of the permissive epigenetic marker dimethyl H3K4, which might facilitate genome compaction concomitantly with a significant reduction in proteins involved in basic cell functions. HSP chaperones might safeguard the integrity of cell components.
Collapse
Affiliation(s)
- Janardan Khadka
- French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Midreshet Ben-Gurion 84990, Israel.
| | - Narendra S Yadav
- French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Midreshet Ben-Gurion 84990, Israel.
| | - Gila Granot
- French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Midreshet Ben-Gurion 84990, Israel.
| | - Gideon Grafi
- French Associates Institute for Agriculture and Biotechnology of Drylands, Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the Negev, Midreshet Ben-Gurion 84990, Israel.
| |
Collapse
|
31
|
Villellas J, García MB. Life-history trade-offs vary with resource availability across the geographic range of a widespread plant. PLANT BIOLOGY (STUTTGART, GERMANY) 2018; 20:483-489. [PMID: 29247581 DOI: 10.1111/plb.12682] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2017] [Accepted: 12/12/2017] [Indexed: 06/07/2023]
Abstract
Trade-offs between reproduction, growth and survival arise from limited resource availability in plants. Environmental stress is expected to exacerbate these negative correlations, but no studies have evaluated variation in life-history trade-offs throughout species geographic ranges. Here we analyse the costs of growth and reproduction across the latitudinal range of the widespread herb Plantago coronopus in Europe. We monitored the performance of thousands of individuals in 11 populations of P. coronopus, and tested whether the effects of growth and reproduction on a set of vital rates (growth, probability of survival, probability of reproduction and fecundity) varied with local precipitation and soil fertility. To account for variation in internal resources among individuals, we analysed trade-offs correcting for differences in size. Growth was negatively affected by previous growth and reproduction. We also found costs of growth and reproduction on survival, reproduction probability and fecundity, but only in populations with low soil fertility. Costs also increased with precipitation, possibly due to flooding-related stress. In contrast, growth was positively correlated with subsequent survival, and there was a positive covariation in reproduction between consecutive years under certain environments, a potential strategy to exploit temporary benign conditions. Overall, we found both negative and positive correlations among vital rates across P. coronopus geographic range. Trade-offs predominated under stressful conditions, and positive correlations arose particularly between related traits like reproduction investment across years. By analysing multiple and diverse fitness components along stress gradients, we can better understand life-history evolution across species' ranges, and their responses to environmental change.
Collapse
Affiliation(s)
- J Villellas
- Pyrenean Institute of Ecology (IPE-CSIC), Zaragoza, Spain
| | - M B García
- Pyrenean Institute of Ecology (IPE-CSIC), Zaragoza, Spain
| |
Collapse
|
32
|
Tenhumberg B, Crone EE, Ramula S, Tyre AJ. Time-lagged effects of weather on plant demography: drought and Astragalus scaphoides. Ecology 2018; 99:915-925. [PMID: 29380874 DOI: 10.1002/ecy.2163] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Revised: 12/20/2017] [Accepted: 01/02/2018] [Indexed: 01/05/2023]
Abstract
Temperature and precipitation determine the conditions where plant species can occur. Despite their significance, to date, surprisingly few demographic field studies have considered the effects of abiotic drivers. This is problematic because anticipating the effect of global climate change on plant population viability requires understanding how weather variables affect population dynamics. One possible reason for omitting the effect of weather variables in demographic studies is the difficulty in detecting tight associations between vital rates and environmental drivers. In this paper, we applied Functional Linear Models (FLMs) to long-term demographic data of the perennial wildflower, Astragalus scaphoides, and explored sensitivity of the results to reduced amounts of data. We compared models of the effect of average temperature, total precipitation, or an integrated measure of drought intensity (standardized precipitation evapotranspiration index, SPEI), on plant vital rates. We found that transitions to flowering and recruitment in year t were highest if winter/spring of year t was wet (positive effect of SPEI). Counterintuitively, if the preceding spring of year t - 1 was wet, flowering probabilities were decreased (negative effect of SPEI). Survival of vegetative plants from t - 1 to t was also negatively affected by wet weather in the spring of year t - 1 and, for large plants, even wet weather in the spring of t - 2 had a negative effect. We assessed the integrated effect of all vital rates on life history performance by fitting FLMs to the asymptotic growth rate, log(λt). Log(λt) was highest if dry conditions in year t - 1 were followed by wet conditions in the year t. Overall, the positive effects of wet years exceeded their negative effects, suggesting that increasing frequency of drought conditions would reduce population viability of A. scaphoides. The drought signal weakened when reducing the number of monitoring years. Substituting space for time did not recover the weather signal, probably because the weather variables varied little between sites. We detected the SPEI signal when the analysis included data from two sites monitored over 20 yr (2 × 20 observations), but not when analyzing data from four sites monitored over 10 yr (4 × 10 observations).
Collapse
Affiliation(s)
- Brigitte Tenhumberg
- School of Biological Sciences and Department of Mathematics, University of Nebraska, Lincoln, Nebraska, 68588, USA
| | - Elizabeth E Crone
- Department of Biology, Tufts University, Medford, Massachusetts, 02155, USA
| | - Satu Ramula
- Section of Ecology, Department of Biology, University of Turku, FI-20014, Turku, Finland
| | - Andrew J Tyre
- School of Natural Resources, University of Nebraska, Lincoln, Nebraska, 68583, USA
| |
Collapse
|
33
|
Madani N, Kimball JS, Ballantyne AP, Affleck DLR, van Bodegom PM, Reich PB, Kattge J, Sala A, Nazeri M, Jones MO, Zhao M, Running SW. Future global productivity will be affected by plant trait response to climate. Sci Rep 2018; 8:2870. [PMID: 29434266 PMCID: PMC5809371 DOI: 10.1038/s41598-018-21172-9] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Accepted: 01/31/2018] [Indexed: 11/24/2022] Open
Abstract
Plant traits are both responsive to local climate and strong predictors of primary productivity. We hypothesized that future climate change might promote a shift in global plant traits resulting in changes in Gross Primary Productivity (GPP). We characterized the relationship between key plant traits, namely Specific Leaf Area (SLA), height, and seed mass, and local climate and primary productivity. We found that by 2070, tropical and arid ecosystems will be more suitable for plants with relatively lower canopy height, SLA and seed mass, while far northern latitudes will favor woody and taller plants than at present. Using a network of tower eddy covariance CO2 flux measurements and the extrapolated plant trait maps, we estimated the global distribution of annual GPP under current and projected future plant community distribution. We predict that annual GPP in northern biomes (≥45 °N) will increase by 31% (+8.1 ± 0.5 Pg C), but this will be offset by a 17.9% GPP decline in the tropics (-11.8 ± 0.84 Pg C). These findings suggest that regional climate changes will affect plant trait distributions, which may in turn affect global productivity patterns.
Collapse
Affiliation(s)
- Nima Madani
- Numerical Terradynamic Simulation Group, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, MT, 59812, USA.
- Department of Ecosystem and Conservation Sciences, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, Montana, 59812, USA.
| | - John S Kimball
- Numerical Terradynamic Simulation Group, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, MT, 59812, USA
- Department of Ecosystem and Conservation Sciences, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, Montana, 59812, USA
| | - Ashley P Ballantyne
- Department of Ecosystem and Conservation Sciences, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, Montana, 59812, USA
| | - David L R Affleck
- Department of Forest Management, W.A. Franke College of Forestry & Conservation, University of Montana, 32 Campus Drive, Missoula, MT, 59812, USA
| | - Peter M van Bodegom
- Institute of Environmental Sciences (CML), University Leiden, 2333CC, Leiden, The Netherlands
| | - Peter B Reich
- Department of Forest Resources, University of Minnesota, 1530 Cleveland Avenue North, St. Paul, Minnesota, 55108, USA
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, 2753 NSW, Australia
| | - Jens Kattge
- Max-Planck-Institute for Biogeochemistry, 07745, Jena, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103, Leipzig, Germany
| | - Anna Sala
- Division of Biological Sciences, University of Montana, Missoula, MT, 59812, USA
| | - Mona Nazeri
- Department of Wildlife, Fisheries and Aquaculture, Mississippi State University, MS, 39762, USA
| | - Matthew O Jones
- Numerical Terradynamic Simulation Group, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, MT, 59812, USA
| | - Maosheng Zhao
- Department of Geographical Sciences, University of Maryland, College Park, Maryland, 20742, USA
| | - Steven W Running
- Numerical Terradynamic Simulation Group, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, MT, 59812, USA
- Department of Ecosystem and Conservation Sciences, W.A. Franke College of Forestry & Conservation, University of Montana, Missoula, Montana, 59812, USA
| |
Collapse
|
34
|
Bialic‐Murphy L, Gaoue OG. Low interannual precipitation has a greater negative effect than seedling herbivory on the population dynamics of a short-lived shrub, Schiedea obovata. Ecol Evol 2018; 8:176-184. [PMID: 29321861 PMCID: PMC5756858 DOI: 10.1002/ece3.3595] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Revised: 09/20/2017] [Accepted: 09/28/2017] [Indexed: 11/11/2022] Open
Abstract
Climate projections forecast more extreme interannual climate variability over time, with an increase in the severity and duration of extreme drought and rainfall events. Based on bioclimatic envelope models, it is projected that changing precipitation patterns will drastically alter the spatial distributions and density of plants and be a primary driver of biodiversity loss. However, many other underlying mechanisms can impact plant vital rates (i.e., survival, growth, and reproduction) and population dynamics. In this study, we developed a size-dependent integral projection model (IPM) to evaluate how interannual precipitation and mollusk herbivory influence the dynamics of a Hawaii endemic short-lived shrub, Schiedea obovata (Caryophyllaceae). Assessing how wet season precipitation effects population dynamics it critical, as it is the timeframe when most of the foliar growth occurs, plants flower and fruit, and seedlings establish. Temporal variation in wet season precipitation had a greater effect than mollusk herbivory on S. obovata population growth rate λ, and the impact of interannual precipitation on vital rates shifted across plant ontogeny. Furthermore, wet season precipitation influenced multiple vital rates in contrasting ways and the effect of precipitation on the survival of larger vegetative and reproductively mature individuals contributed the most to variation in the population growth rate. Among all combination of wet season precipitation and herbivory intensities, the only scenario that led to a growing population was when high wet precipitation was associated with low herbivory. Our study highlights the importance of evaluating how abiotic factors and plant-consumer interactions influence an organism across its life cycle to fully understand the underpinning mechanisms that structure its spatial and temporal distribution and abundance. Our results also illustrate that for short-lived species, like S. obovata, seedling herbivory can have less of an effect on the dynamics of plant populations than decreased interannual precipitation.
Collapse
Affiliation(s)
- Lalasia Bialic‐Murphy
- Department of Ecology and Evolutionary BiologyUniversity of Tennessee KnoxvilleKnoxvilleTNUSA
- Department of BotanyUniversity of Hawai'i at ManoaHonoluluHIUSA
| | - Orou G. Gaoue
- Department of Ecology and Evolutionary BiologyUniversity of Tennessee KnoxvilleKnoxvilleTNUSA
- Department of BotanyUniversity of Hawai'i at ManoaHonoluluHIUSA
- Faculty of AgronomyUniversity of ParakouParakouBenin
- Department of Geography, Environmental Management and Energy StudiesUniversity of JohannesburgJohannesburgSouth Africa
| |
Collapse
|
35
|
Affiliation(s)
- Alden B. Griffith
- Environmental Studies Program, Wellesley College; 106 Central Street Wellesley MA 02481 USA
| |
Collapse
|
36
|
Shefferson RP, Mizuta R, Hutchings MJ. Predicting evolution in response to climate change: the example of sprouting probability in three dormancy-prone orchid species. ROYAL SOCIETY OPEN SCIENCE 2017; 4:160647. [PMID: 28280565 PMCID: PMC5319331 DOI: 10.1098/rsos.160647] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 12/21/2016] [Indexed: 06/06/2023]
Abstract
Although many ecological properties of species respond to climate change, their evolutionary responses are poorly understood. Here, we use data from long-term demographic studies to predict evolutionary responses of three herbaceous perennial orchid species, Cypripedium parviflorum, C. candidum and Ophrys sphegodes, to predicted climate changes in the habitats they occupy. We focus on the evolution of sprouting probability, because all three species exhibit long-term vegetative dormancy, i.e. individual plants may not emerge above-ground, potentially for several consecutive years. The drivers of all major vital rates for populations of the species were analysed with general linear mixed models (GLMMs). High-dimensionality function-based matrix projection models were then developed to serve as core elements of deterministic and stochastic adaptive dynamics models used to analyse the adaptive context of sprouting in all populations. We then used regional climate forecasts, derived from high-resolution general atmospheric circulation models, of increased mean annual temperatures and spring precipitation at the occupied sites, to predict evolutionary trends in sprouting. The models predicted that C. parviflorum and O. sphegodes will evolve higher and lower probabilities of sprouting, respectively, by the end of the twenty-first century, whereas, after considerable variation, the probability of sprouting in C. candidum will return to its current level. These trends appear to be driven by relationships between mortality and size: in C. parviflorum and C. candidum, mortality is negatively related to size in the current year but positively related to growth since the previous year, whereas in O. sphegodes, mortality is positively related to size.
Collapse
Affiliation(s)
- Richard P. Shefferson
- Organization for Programs on Environmental Sciences, University of Tokyo, Meguro-ku, Tokyo, Japan
| | - Ryo Mizuta
- Meteorological Research Institute, Tsukuba, Japan
| | - Michael J. Hutchings
- School of Life Sciences, University of Sussex, Falmer, Brighton, Sussex BN1 9QGUK
| |
Collapse
|
37
|
Schierenbeck KA. Population-level genetic variation and climate change in a biodiversity hotspot. ANNALS OF BOTANY 2017; 119:215-228. [PMID: 28069633 PMCID: PMC5321061 DOI: 10.1093/aob/mcw214] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Revised: 07/19/2016] [Accepted: 09/19/2016] [Indexed: 05/06/2023]
Abstract
INTRODUCTION Estimated future climate scenarios can be used to predict where hotspots of endemism may occur over the next century, but life history, ecological and genetic traits will be important in informing the varying responses within myriad taxa. Essential to predicting the consequences of climate change to individual species will be an understanding of the factors that drive genetic structure within and among populations. Here, I review the factors that influence the genetic structure of plant species in California, but are applicable elsewhere; existing levels of genetic variation, life history and ecological characteristics will affect the ability of an individual taxon to persist in the presence of anthropogenic change. FACTORS INFLUENCING THE DISTRIBUTION OF GENETIC VARIATION Persistence in the face of climate change is likely determined by life history characteristics: dispersal ability, generation time, reproductive ability, degree of habitat specialization, plant-insect interactions, existing genetic diversity and availability of habitat or migration corridors. Existing levels of genetic diversity in plant populations vary based on a number of evolutionary scenarios that include endemism, expansion since the last glacial maximum, breeding system and current range sizes. REGIONAL PRIORITIES AND EXAMPLES A number of well-documented examples are provided from the California Floristic Province. Some predictions can be made for the responses of plant taxa to rapid environmental changes based on geographic position, evolutionary history, existing genetic variation, and ecological amplitude. CONCLUSIONS, SOLUTIONS AND RECOMMENDATIONS The prediction of how species will respond to climate change will require a synthesis drawing from population genetics, geography, palaeontology and ecology. The important integration of the historical factors that have shaped the distribution and existing genetic structure of California's plant taxa will enable us to predict and prioritize the conservation of species and areas most likely to be impacted by rapid climate change, human disturbance and invasive species.
Collapse
Affiliation(s)
- Kristina A Schierenbeck
- California State University, Chico Department of Biological Sciences, Chico, CA 95929-0515, USA
| |
Collapse
|
38
|
Zhang Y, Li Y, Xie JB. Fixed allocation patterns, rather than plasticity, benefit recruitment and recovery from drought in seedlings of a desert shrub. AOB PLANTS 2016; 8:plw020. [PMID: 27073036 PMCID: PMC4866650 DOI: 10.1093/aobpla/plw020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 03/27/2016] [Indexed: 06/05/2023]
Abstract
The response of plants to drought is controlled by the interaction between physiological regulation and morphological adjustment. Although recent studies have highlighted the long-term morphological acclimatization of plants to drought, there is still debate on how plant biomass allocation patterns respond to drought. In this study, we performed a greenhouse experiment with first-year seedlings of a desert shrub in control, drought and re-water treatments, to examine their physiological and morphological traits during drought and subsequent recovery. We found that (i) biomass was preferentially allocated to roots along a fixed allometric trajectory throughout the first year of development, irrespective of the variation in water availability; and (ii) this fixed biomass allocation pattern benefited the post-drought recovery. These results suggest that, in a stressful environment, natural selection has favoured a fixed biomass allocation pattern rather than plastic responses to environmental variation. The fixed 'preferential allocation to root' biomass suggests that roots may play a critical role in determining the fate of this desert shrub during prolonged drought. As the major organ for resource acquisition and storage, how the root system functions during drought requires further investigation.
Collapse
Affiliation(s)
- Yao Zhang
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, 818 South Beijing Road, Urumqi, Xinjiang 830011, PR China University of Chinese Academy of Sciences, 19A, Yu-Quan Road, Beijing 100039, PR China
| | - Yan Li
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, 818 South Beijing Road, Urumqi, Xinjiang 830011, PR China
| | - Jiang-Bo Xie
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, 818 South Beijing Road, Urumqi, Xinjiang 830011, PR China College of Life Science, Shihezi University, Shihezi 832000, PR China
| |
Collapse
|
39
|
Zeng Y, Liu T, Zhou XB, Sun QM, Han ZQ, Liu K. Effects of climate change on plant composition and diversity in the Gurbantünggüt Desert of northwestern China. Ecol Res 2016. [DOI: 10.1007/s11284-016-1352-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|
40
|
Lacher I, Schwartz MW. Empirical test on the relative climatic sensitivity between individuals of narrowly and broadly distributed species. Ecosphere 2016. [DOI: 10.1002/ecs2.1227] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Affiliation(s)
- Iara Lacher
- Department of Environmental Science and PolicyUniversity of California, DavisDavisCalifornia95616USA
| | - Mark W. Schwartz
- Department of Environmental Science and PolicyUniversity of California, DavisDavisCalifornia95616USA
- John Muir Institute of the EnvironmentUniversity of California, DavisDavisCalifornia95616USA
| |
Collapse
|
41
|
Schreiber SJ, Ross N. Individual‐based integral projection models: the role of size‐structure on extinction risk and establishment success. Methods Ecol Evol 2016. [DOI: 10.1111/2041-210x.12537] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Sebastian J. Schreiber
- Department of Evolution and Ecology University of California, Davis One Shields Avenue Davis CA 95616 USA
| | - Noam Ross
- EcoHealth Alliance 460 West 34th Street, 17th Floor New York NY 10001 USA
| |
Collapse
|
42
|
Pulse seedling recruitment on the population dynamics of a columnar cactus: Effect of an extreme rainfall event. ACTA OECOLOGICA 2016. [DOI: 10.1016/j.actao.2016.01.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
43
|
van Klinken RD, Pichancourt JB. Population-level consequences of herbivory, changing climate, and source-sink dynamics on a long-lived invasive shrub. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2015; 25:2255-2270. [PMID: 26910953 DOI: 10.1890/14-2202.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Long-lived plant species are highly valued environmentally, economically, and socially, but can also cause substantial harm as invaders. Realistic demographic predictions can guide management decisions, and are particularly valuable for long-lived species where population response times can be long. Long-lived species are also challenging, given population dynamics can be affected by factors as diverse as herbivory, climate, and dispersal. We developed a matrix model to evaluate the effects of herbivory by a leaf-feeding biological control agent released in Australia against a long-lived invasive shrub (mesquite, Leguminoseae: Prosopis spp.). The stage-structured, density-dependent model used an annual time step and 10 climatically diverse years of field data. Mesquite population demography is sensitive to source-sink dynamics as most seeds are consumed and redistributed spatially by livestock. In addition, individual mesquite plants, because they are long lived, experience natural climate variation that cycles over decadal scales, as well as anthropogenic climate change. The model therefore explicitly considered the effects of both net dispersal and climate variation. Herbivory strongly regulated mesquite populations through reduced growth and fertility, but additional mortality of older plants will be required to reach management goals within a reasonable time frame. Growth and survival of seeds and seedlings were correlated with daily soil moisture. As a result, population dynamics were sensitive to rainfall scenario, but population response times were typically slow (20-800 years to reach equilibrium or extinction) due to adult longevity. Equilibrium population densities were expected to remain 5% higher, and be more dynamic, if historical multi-decadal climate patterns persist, the effect being dampened by herbivory suppressing seed production irrespective of preceding rainfall. Dense infestations were unlikely to form under a drier climate, and required net dispersal under the current climate. Seed input wasn't required to form dense infestations under a wetter climate. Each factor we considered (ongoing herbivory, changing climate, and source-sink dynamics) has a strong bearing on how this invasive species should be managed, highlighting the need for considering both ecological context (in this case, source-sink dynamics) and the effect of climate variability at relevant temporal scales (daily, multi-decadal, and anthropogenic) when deriving management recommendations for long-lived species.
Collapse
|
44
|
Metcalf CJE, Ellner SP, Childs DZ, Salguero‐Gómez R, Merow C, McMahon SM, Jongejans E, Rees M. Statistical modelling of annual variation for inference on stochastic population dynamics using Integral Projection Models. Methods Ecol Evol 2015. [DOI: 10.1111/2041-210x.12405] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- C. Jessica E. Metcalf
- Department of Ecology and Evolutionary Biology Princeton University Princeton NJ USA
| | - Stephen P. Ellner
- Department of Ecology and Evolutionary Biology Cornell University Ithaca NY USA
| | - Dylan Z. Childs
- Department of Animal and Plant Sciences Sheffield University Sheffield UK
| | - Roberto Salguero‐Gómez
- Evolutionary Demography Laboratory Max Planck Institute of Demographic Research Rostock 18057 Germany
- School of Biological Sciences Centre for Biodiversity and Conservation Science The University of Queensland St Lucia QLD 4072 Australia
| | - Cory Merow
- Division of Migratory Bird Management United States Fish and Wildlife Service Laurel MD USA
- Smithsonian Environmental Research Center Edgewater MD USA
| | | | - Eelke Jongejans
- Department of Animal Ecology and Ecophysiology Radboud University Nijmegen The Netherlands
| | - Mark Rees
- Department of Animal and Plant Sciences Sheffield University Sheffield UK
| |
Collapse
|
45
|
Landscape genomics of Sphaeralcea ambigua in the Mojave Desert: a multivariate, spatially-explicit approach to guide ecological restoration. CONSERV GENET 2015. [DOI: 10.1007/s10592-015-0741-1] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
|
46
|
Ehrlén J, Morris WF. Predicting changes in the distribution and abundance of species under environmental change. Ecol Lett 2015; 18:303-14. [PMID: 25611188 PMCID: PMC4674973 DOI: 10.1111/ele.12410] [Citation(s) in RCA: 209] [Impact Index Per Article: 23.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2014] [Revised: 09/03/2014] [Accepted: 12/17/2014] [Indexed: 01/22/2023]
Abstract
Environmental changes are expected to alter both the distribution and the abundance of organisms. A disproportionate amount of past work has focused on distribution only, either documenting historical range shifts or predicting future occurrence patterns. However, simultaneous predictions of abundance and distribution across landscapes would be far more useful. To critically assess which approaches represent advances towards the goal of joint predictions of abundance and distribution, we review recent work on changing distributions and on effects of environmental drivers on single populations. Several methods have been used to predict changing distributions. Some of these can be easily modified to also predict abundance, but others cannot. In parallel, demographers have developed a much better understanding of how changing abiotic and biotic drivers will influence growth rate and abundance in single populations. However, this demographic work has rarely taken a landscape perspective and has largely ignored the effects of intraspecific density. We advocate a synthetic approach in which population models accounting for both density dependence and effects of environmental drivers are used to make integrated predictions of equilibrium abundance and distribution across entire landscapes. Such predictions would constitute an important step forward in assessing the ecological consequences of environmental changes.
Collapse
Affiliation(s)
- Johan Ehrlén
- Department of Ecology, Environment and Plant Sciences, Stockholm UniversityStockholm, Sweden
| | - William F Morris
- Department of Ecology and Genetics, Uppsala UniversityUppsala, Sweden
- Department of Biology, Duke UniversityDurham, NC, USA
| |
Collapse
|
47
|
Phenotypic response of plants to simulated climate change in a long-term rain-manipulation experiment: a multi-species study. Oecologia 2015; 177:1015-24. [PMID: 25707776 DOI: 10.1007/s00442-015-3231-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2014] [Accepted: 01/13/2015] [Indexed: 10/23/2022]
Abstract
Many species will need to adapt to the observed climate change in order to persist. However, research about adaptation or phenotypic plasticity in response to climate change is rare. In particular, field studies are lacking that impose artificial selection for a sufficiently long time to elicit changes in phenotypic and genotypic structure of populations. Here, we present findings for an 8-year field experiment with 16 annual plant species that tested potentially adaptive phenotypic responses to precipitation change. In both a Mediterranean and a semi-arid site, annual precipitation was manipulated (±30%) and phenotypic response was recorded. We measured flowering time as a key trait related to climatic conditions and biomass and survival as fitness correlates. Differences in traits among treatments were compared to trait shifts between sites, according to space-for-time approaches. In the drier site, phenology was accelerated, but within that site, experimental drought delayed phenology, probably as a plastic response to delayed ontogenetic development. Biomass was smaller in the dry treatments of that site, but it was also reduced in irrigated plots in both sites, indicating more intense competition. The shifts from limitation by drought to limitation by competition corresponded to patterns along the gradient. This also implies a larger negative impact of climate change in the drier site. Our results suggest that experimental selection in the field caused directional responses in most species, but these were not necessarily adaptive. Furthermore, competitive release imposed by climate change may revert direct negative effects of rainfall change in determining plant performance.
Collapse
|
48
|
Mandujano MC, Bravo Y, Verhulst J, Carrillo-Angeles I, Golubov J. The population dynamics of an endemic collectible cactus. ACTA OECOLOGICA-INTERNATIONAL JOURNAL OF ECOLOGY 2015. [DOI: 10.1016/j.actao.2014.12.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
49
|
Abstract
Microrefugia are sites that support populations of species when their ranges contract during unfavorable climate episodes. Here, we review and discuss two aspects relevant for microrefugia. First, distributions of different species are influenced by different climatic variables. Second, climatic variables differ in the degree of local decoupling from the regional climate. Based on this, we suggest that only species limited by climatic conditions decoupled from the regional climate can benefit from microrefugia. We argue that this restriction has received little attention in spite of its importance for microrefugia as a mechanism for species resilience (the survival of unfavorable episodes and subsequent range expansion). Presence of microrefugia will depend on both the responses of individual species to local climatic variation and how climate-forcing factors shape the correlation between local and regional climate across space and time.
Collapse
Affiliation(s)
- Kristoffer Hylander
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 106 91 Stockholm, Sweden
| | - Johan Ehrlén
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 106 91 Stockholm, Sweden
| | - Miska Luoto
- Department of Geosciences and Geography, University of Helsinki, 00014 Helsinki, Finland
| | - Eric Meineri
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 106 91 Stockholm, Sweden
| |
Collapse
|
50
|
Simmonds EG, Coulson T. Analysis of phenotypic change in relation to climatic drivers in a population of Soay sheepOvis aries. OIKOS 2014. [DOI: 10.1111/oik.01727] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Emily G. Simmonds
- Imperial College London, Division of Biology; Faculty of Life Sciences, Imperial College at Silwood Park; Ascot, Berkshire SL5 7PY UK
| | - Tim Coulson
- Imperial College London, Division of Biology; Faculty of Life Sciences, Imperial College at Silwood Park; Ascot, Berkshire SL5 7PY UK
| |
Collapse
|