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Shi X, Liu X, Chen Y. Scale-Dependent Habitat Nestedness and Its Implications for Anuran Conservation in the Chengdu Region: A Multi-Extent Analysis. Animals (Basel) 2024; 14:2931. [PMID: 39457861 PMCID: PMC11503938 DOI: 10.3390/ani14202931] [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: 09/10/2024] [Revised: 10/02/2024] [Accepted: 10/09/2024] [Indexed: 10/28/2024] Open
Abstract
Nestedness in community ecology predicts that species in a species-poor site should be a subset of species of a species-rich site. A variety of ecological mechanisms have been offered to explain community nestedness; however, few studies have systematically discussed the issue of scale dependence when interpreting community nestedness. This study conducted surveys of anuran species data in the vicinity of Chengdu, Sichuan, in the summers of 2019-2020, using the transect method. The study area was divided into 23 sampling sites and 8 regions to explore the relationship between environmental factors and the nested distribution pattern of anuran communities under different sampling extents (with sampling buffers set at 1 km, 2 km, and 5 km). The WNODF (weighted-nestedness metric based on overlap and decreasing fill) results indicated that anurans exhibited a strong nested pattern at both the sampling sites scale and the regional scale. The habitat matrix test results suggested that a small-scale study area requires a correspondingly small habitat-sampling extent to effectively test for habitat nestedness. As the study area expands, the habitat-sampling range can be appropriately increased. The nested pattern of anurans in the vicinity of Chengdu can only be explained by habitat nestedness, as a Spearman's correlation analysis showed that other environmental factors (area size, connectivity index, concentration index, proximity index, and distance to the city center) were not significantly correlated with the nested sequences of sampling points and regions. Therefore, regarding the conservation strategies for anurans in the vicinity of Chengdu, we recommend prioritizing the protection of areas with higher habitat diversity.
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Affiliation(s)
- Xiaoqin Shi
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xiaoke Liu
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Youhua Chen
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China
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2
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Jordán F. The network perspective: Vertical connections linking organizational levels. Ecol Modell 2022. [DOI: 10.1016/j.ecolmodel.2022.110112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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3
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Chen RQ, Cheng ST. Detecting nestedness in city parks for urban biodiversity conservation. Urban Ecosyst 2022. [DOI: 10.1007/s11252-022-01272-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
AbstractUrbanization has been a global phenomenon producing great environmental and ecological challenges including species composition shifts in urban areas. To evaluate the interaction networks of the inhabitant metacommunities in urban parks, we applied the nestedness analysis using ecological survey data of birds, reptiles, frogs, and butterflies among 16 parks in Taipei City of Taiwan and identified critical environmental factors for biodiversity conservation. Results found significant nestedness of the metacommunities among these parks, which indicated strong interaction networks and the importance of urban parks for sustaining these metacommunities. In addition, various types of land use had different effects on the species incidence of birds, reptiles, frogs, and butterflies. It demonstrates that landscape design should consider the taxonomic differences in the development of conservation guidelines. Results also showed that the area of parks and the area of woodlot in the park were critical elements for the nested structure. Nonetheless, abundant bird generalists were found to be highly related to the area of buildings within parks, distance to forests, rivers, and the neighbouring parks. Moreover, the exotic species were found to affect the interaction networks of native species. However, based on the current information, we cannot confirm the actual effects of the exotic species on the native biotasassemblages. Reptiles and frogs appeared to be more easily threatened by land development and habitat fragmentation due to their lower vagility. In this regard, we suggest that conservation action should focus on preserving green space with large areas and constructing green corridors, creating crucial elements, and increasing the vertical complexity in the parks for species with various vagilities. We believe these strategies can help reduce the impact of urbanization to retain healthy interactions and connections of metacommunities among habitats for effective biodiversity conservation in urban areas.
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Buckley HL, Day NJ, Case BS, Lear G. Measuring change in biological communities: multivariate analysis approaches for temporal datasets with low sample size. PeerJ 2021; 9:e11096. [PMID: 33889442 PMCID: PMC8038644 DOI: 10.7717/peerj.11096] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Accepted: 02/22/2021] [Indexed: 12/03/2022] Open
Abstract
Effective and robust ways to describe, quantify, analyse, and test for change in the structure of biological communities over time are essential if ecological research is to contribute substantively towards understanding and managing responses to ongoing environmental changes. Structural changes reflect population dynamics, changes in biomass and relative abundances of taxa, and colonisation and extinction events observed in samples collected through time. Most previous studies of temporal changes in the multivariate datasets that characterise biological communities are based on short time series that are not amenable to data-hungry methods such as multivariate generalised linear models. Here, we present a roadmap for the analysis of temporal change in short-time-series, multivariate, ecological datasets. We discuss appropriate methods and important considerations for using them such as sample size, assumptions, and statistical power. We illustrate these methods with four case-studies analysed using the R data analysis environment.
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Affiliation(s)
- Hannah L. Buckley
- School of Science, Auckland University of Technology, Auckland, New Zealand
| | - Nicola J. Day
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand
| | - Bradley S. Case
- School of Science, Auckland University of Technology, Auckland, New Zealand
| | - Gavin Lear
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
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Castillo-Escrivà A, Mesquita-Joanes F, Rueda J. Effects of the Temporal Scale of Observation on the Analysis of Aquatic Invertebrate Metacommunities. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.561838] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
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6
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Schuh MH, Guadagnin DL. Habitat and landscape factors associated with the nestedness of waterbird assemblages and wetland habitats in South Brazil. AUSTRAL ECOL 2018. [DOI: 10.1111/aec.12648] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Marina H. Schuh
- Programa de Pós-Graduação em Biodiversidade Animal; Centro de Ciências Naturais e Exatas; Universidade Federal de Santa Maria; Faixa de Camobi km 9; 97105-900 Santa Maria Brazil
| | - Demetrio L. Guadagnin
- Department of Ecology; Universidade Federal do Rio Grande do Sul; Porto Alegre Brazil
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Corte GN, Gonçalves-Souza T, Checon HH, Siegle E, Coleman RA, Amaral ACZ. When time affects space: Dispersal ability and extreme weather events determine metacommunity organization in marine sediments. MARINE ENVIRONMENTAL RESEARCH 2018; 136:139-152. [PMID: 29510875 DOI: 10.1016/j.marenvres.2018.02.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2017] [Revised: 02/03/2018] [Accepted: 02/11/2018] [Indexed: 06/08/2023]
Abstract
Community ecology has traditionally assumed that the distribution of species is mainly influenced by environmental processes. There is, however, growing evidence that environmental (habitat characteristics and biotic interactions) and spatial processes (factors that affect a local assemblage regardless of environmental conditions - typically related to dispersal and movement of species) interactively shape biological assemblages. A metacommunity, which is a set of local assemblages connected by dispersal of individuals, is spatial in nature and can be used as a straightforward approach for investigating the interactive and independent effects of both environmental and spatial processes. Here, we examined (i) how environmental and spatial processes affect the metacommunity organization of marine macroinvertebrates inhabiting the intertidal sediments of a biodiverse coastal ecosystem; (ii) whether the influence of these processes is constant through time or is affected by extreme weather events (storms); and (iii) whether the relative importance of these processes depends on the dispersal abilities of organisms. We found that macrobenthic assemblages are influenced by each of environmental and spatial variables; however, spatial processes exerted a stronger role. We also found that this influence changes through time and is modified by storms. Moreover, we observed that the influence of environmental and spatial processes varies according to the dispersal capabilities of organisms. More effective dispersers (i.e., species with planktonic larvae) are more affected by spatial processes whereas environmental variables had a stronger effect on weaker dispersers (i.e. species with low motility in larval and adult stages). These findings highlight that accounting for spatial processes and differences in species life histories is essential to improve our understanding of species distribution and coexistence patterns in intertidal soft-sediments. Furthermore, it shows that storms modify the structure of coastal assemblages. Given that the influence of spatial and environmental processes is not consistent through time, it is of utmost importance that future studies replicate sampling over different periods so the influence of temporal and stochastic factors on macrobenthic metacommunities can be better understood.
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Affiliation(s)
- Guilherme N Corte
- Departamento de Biologia Animal, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, CEP 13083-862, Brazil; Departamento de Oceanografia Biológica, Instituto Oceanográfico, Universidade de São Paulo (USP), São Paulo, SP, Brazil.
| | - Thiago Gonçalves-Souza
- Phylogenetic and Functional Ecology Lab (ECOFFUN), Departament of Biology, Area of Ecology, Federal Rural University of Pernambuco, Recife, Pernambuco, Brazil
| | - Helio H Checon
- Departamento de Biologia Animal, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, CEP 13083-862, Brazil
| | - Eduardo Siegle
- Departamento de Oceanografia Física, Química e Geológica, Instituto Oceanográfico, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Ross A Coleman
- Coastal and Marine Ecosystems Group, School of Life & Environmental Sciences, The University of Sydney, Sydney, New South Wales, Australia
| | - A Cecília Z Amaral
- Departamento de Biologia Animal, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, CEP 13083-862, Brazil
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Pandit SN, Cottenie K, Enders EC, Kolasa J. The role of local and regional processes on population synchrony along the gradients of habitat specialization. Ecosphere 2016. [DOI: 10.1002/ecs2.1217] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Affiliation(s)
- Shubha N. Pandit
- Department of Biology McMaster University 1280 Main St. West Hamilton Ontario L8S 4K1 Canada
- Fisheries and Oceans Canada Freshwater Institute 501 University Crescent Winnipeg Manitoba R3T 2N6 Canada
| | - Karl Cottenie
- Department of Integrative Biology University of Guelph Guelph Ontario N1G 2W1 Canada
| | - Eva C. Enders
- Fisheries and Oceans Canada Freshwater Institute 501 University Crescent Winnipeg Manitoba R3T 2N6 Canada
| | - Jurek Kolasa
- Department of Biology McMaster University 1280 Main St. West Hamilton Ontario L8S 4K1 Canada
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9
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Spitale D. A comparative study of common and rare species in spring habitats. ECOSCIENCE 2015. [DOI: 10.2980/19-1-3435] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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10
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Datry T, Bonada N, Heino J. Towards understanding the organisation of metacommunities in highly dynamic ecological systems. OIKOS 2015. [DOI: 10.1111/oik.02922] [Citation(s) in RCA: 132] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Thibault Datry
- IRSTEA, UR-MALY, centre de Lyon-Villeurbanne; 5 rue de la Doua CS70077 FR-69626 Villeurbanne Cedex France
- UMR “BOREA” CNRS 7208/IRD 207/MNHN/UPMC, DMPA, Museum National d'Histoire Naturelle; 43 rue Cuvier FR-75231 Paris Cedex France
| | - Núria Bonada
- Dept d'Ecologia, Facultat de Biologia; Univ. de Barcelona (UB); Diagonal 643 ES-08028- Barcelona Catalonia Spain
| | - Jani Heino
- Finnish Environment Institute, Natural Environment Centre, Biodiversity; Paavo Havaksen Tie 3 FI-90570 Oulu Finland
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De Marco Júnior P, Batista JD, Cabette HSR. Community assembly of adult odonates in tropical streams: an ecophysiological hypothesis. PLoS One 2015; 10:e0123023. [PMID: 25906243 PMCID: PMC4407983 DOI: 10.1371/journal.pone.0123023] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2014] [Accepted: 02/25/2015] [Indexed: 11/25/2022] Open
Abstract
Community assembly theory is founded on the premise that the relative importance of local environmental processes and dispersal shapes the compositional structure of metacommunities. The species sorting model predicts that assemblages are dominated by the environmental filtering of species that are readily able to disperse to suitable sites. We propose an ecophysiological hypothesis (EH) for the mechanism underlying the organization of species-sorting odonate metacommunities based on the interplay of thermoregulation, body size and the degree of sunlight availability in small-to-medium tropical streams. Due to thermoregulatory restrictions, the EH predicts (i) that larger species are disfavored in small streams and (ii) that streams exhibit a nested compositional pattern characterized by species' size distribution. To test the EH, we evaluate the longitudinal distribution of adult Odonata at 19 sites in 1st- to 6th-order streams in the Tropical Cerrado of Brazil. With increasing channel width, the total abundance and species richness of Anisoptera increased, while the abundance of Zygoptera decreased. The first axis of an ordination analysis of the species abundance data was directly related to channel width. Mean and maximum thorax size are positively correlated to channel width, but no relationship was found for the minimum thorax size, suggesting that there is no lower size constraint on the occurrence of these species. Additionally, a nested compositional pattern related to body size was observed. Our results support the EH and its use as an ecological assembly rule based on abiotic factors. Forest cover functions as a filter to determine which species successfully colonize a given site within a metacommunity. As a consequence, the EH also indicates higher treats for small-bodied zygopterans in relation to the loss of riparian forests in tropical streams.
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Affiliation(s)
- Paulo De Marco Júnior
- Laboratorio de Teoria, Metacomunidades e Ecologia de Paisagens, Departamento de Ecologia, ICB, Universidade Federal de Goiás, Goiânia, GO, Brasil
| | - Joana Darc Batista
- Laboratório de Entomologia, Universidade do Estado de Mato Grosso (UNEMAT), Nova Xavantina, MT, Brasil
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13
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Pagel J, Martínez-Abraín A, Gómez JA, Jiménez J, Oro D. A long-term macroecological analysis of the recovery of a waterbird metacommunity after site protection. PLoS One 2014; 9:e105202. [PMID: 25133798 PMCID: PMC4136829 DOI: 10.1371/journal.pone.0105202] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2013] [Accepted: 07/22/2014] [Indexed: 11/19/2022] Open
Abstract
We used the so called "land-bridge island" or "nested-subsets" theory to test the resilience of a highly fragmented and perturbated waterbird metacommunity, after legal protection of 18 wetlands in the western Mediterranean. Sites were monitored during 28 years and two seasons per year. The metacommunity was composed by 44 species during breeding and 67 species during wintering, including shorebirds, ducks, herons, gulls and divers (Podicipedidae). We identified a strong nested pattern. Consistent with the fact that the study system was to a large extent a spatial biogeographical continuous for thousands of years, fragmented only during the last centuries due to human activities. Non-random selective extinction was the most likely historical process creating the nested pattern, operated by the differential carrying capacity (surface-area) of the remaining sites. We also found a positive temporal trend in nestedness and a decreasing trend in species turnover among sites (β-diversity), indicating that sites are increasingly more alike to each other (i.e. increased biotic homogenization). This decreasing trend in β-diversity was explained by an increasing trend in local (α) diversity by range expansion of half the study species. Regional (γ) diversity also increased over time, indicating that colonization from outside the study system also occurred. Overall our results suggest that the study metacommunity is recovering from historical anthropogenic perturbations, showing a high long-term resilience, as expected for highly vagile waterbirds. However, not all waterbird groups contributed equally to the recovery, with most breeding shorebird species and most wintering duck species showing no geographical expansion.
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Affiliation(s)
- Janina Pagel
- Population Ecology Group, Mediterranean Institute for Advanced Studies (Consejo Superior de Investigaciones Científicas-Universitat de les Illes Balears), Esporles, Mallorca, Spain
- University of Applied Sciences Bremen, Bremen, Germany
| | - Alejandro Martínez-Abraín
- Population Ecology Group, Mediterranean Institute for Advanced Studies (Consejo Superior de Investigaciones Científicas-Universitat de les Illes Balears), Esporles, Mallorca, Spain
- Universidade da Coruña, Departamento de Bioloxía Animal, Bioloxía Vexetal e Ecoloxía, Facultade de Ciencias, A Coruña, Spain
| | - Juan Antonio Gómez
- Servicio de Vida Silvestre, Generalitat Valenciana, Conselleria de Infraestructuras, Territori i Medi Ambient, Ciutat Administrativa 9 d′ Octubre, Torre 1, Valencia, Spain
| | - Juan Jiménez
- Servicio de Vida Silvestre, Generalitat Valenciana, Conselleria de Infraestructuras, Territori i Medi Ambient, Ciutat Administrativa 9 d′ Octubre, Torre 1, Valencia, Spain
| | - Daniel Oro
- Population Ecology Group, Mediterranean Institute for Advanced Studies (Consejo Superior de Investigaciones Científicas-Universitat de les Illes Balears), Esporles, Mallorca, Spain
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Özkan K, Svenning JC, Jeppesen E. Environmental species sorting dominates forest-bird community assembly across scales. J Anim Ecol 2012; 82:266-74. [PMID: 22849355 DOI: 10.1111/j.1365-2656.2012.02019.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2011] [Accepted: 06/25/2012] [Indexed: 11/26/2022]
Abstract
Environmental species sorting and dispersal are seen as key factors in community assembly, but their relative importance and scale dependence remain uncertain, as the extent to which communities are consistently assembled throughout their biomes. To address these issues, we analysed bird metacommunity structure in a 1200-km(2) forested landscape (Istranca Forests) in Turkish Thrace at the margin of the Western Palaearctic (WP) temperate-forest biome. First, we used spatial regressions and Mantel tests to assess the relative importance of environmental and spatial factors as drivers of local species richness and composition within the metacommunity. Second, we analysed species' abundance-occupancy relationship across the metacommunity and used null models to assess whether occupancy is determined by species' environmental niches. Third, we used generalized linear models to test for links between species' metacommunity-wide occupancy and their broader WP regional populations and assessed whether these links are consistent with environmental species sorting. There was strong environmental control on local species richness and composition patterns within the metacommunity, but non-environmental spatial factors had also an important joint role. Null model analyses on randomized communities showed that species' occupancy across the metacommunity was strongly determined by species' environmental niches, with occupancy being related to niche position marginality. Species' metacommunity-wide occupancy correlated with their local abundance as well as with their range size and total abundance for the whole WP, suggesting that the same assembly mechanisms act consistently across local to regional scales. A species specialization index that was estimated by bird species' habitat use across France, incorporating both niche position and breadth, was significantly related to species' occupancy and abundance at both metacommunity and WP regional scales. Hence, the same niche-related assembly mechanisms appear to act consistently across the WP region. Overall, our results suggest that the structure of the Istranca Forest' bird metacommunity was predominantly controlled by environmental species sorting in a manner consistent with the broader WP region. However, variability in local community structure was also linked to purely spatial factors, albeit more weakly.
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Affiliation(s)
- Korhan Özkan
- Freshwater Ecology Group, Department of Bioscience, Aarhus University, Silkeborg, Denmark.
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Sasaki T, Katabuchi M, Kamiyama C, Shimazaki M, Nakashizuka T, Hikosaka K. Nestedness and niche-based species loss in moorland plant communities. OIKOS 2012. [DOI: 10.1111/j.1600-0706.2012.20152.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Gómez-Rodríguez C, Díaz-Paniagua C, Bustamante J, Serrano L, Portheault A. Relative importance of dynamic and static environmental variables as predictors of amphibian diversity patterns. ACTA OECOLOGICA-INTERNATIONAL JOURNAL OF ECOLOGY 2010. [DOI: 10.1016/j.actao.2010.10.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/30/2022]
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17
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Keith SA, Newton AC, Morecroft MD, Golicher DJ, Bullock JM. Plant metacommunity structure remains unchanged during biodiversity loss in English woodlands. OIKOS 2010. [DOI: 10.1111/j.1600-0706.2010.18775.x] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Wang Y, Bao Y, Yu M, Xu G, Ding P. BIODIVERSITY RESEARCH: Nestedness for different reasons: the distributions of birds, lizards and small mammals on islands of an inundated lake. DIVERS DISTRIB 2010. [DOI: 10.1111/j.1472-4642.2010.00682.x] [Citation(s) in RCA: 94] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
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Processes driving temporal dynamics in the nested pattern of waterbird communities. ACTA OECOLOGICA-INTERNATIONAL JOURNAL OF ECOLOGY 2010. [DOI: 10.1016/j.actao.2009.11.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Population responses within a landscape matrix: a macrophysiological approach to understanding climate change impacts. Evol Ecol 2009. [DOI: 10.1007/s10682-009-9329-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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