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French RK, Anderson SH, Cain KE, Greene TC, Minor M, Miskelly CM, Montoya JM, Wille M, Muller CG, Taylor MW, Digby A, Holmes EC. Host phylogeny shapes viral transmission networks in an island ecosystem. Nat Ecol Evol 2023; 7:1834-1843. [PMID: 37679456 PMCID: PMC10627826 DOI: 10.1038/s41559-023-02192-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 08/04/2023] [Indexed: 09/09/2023]
Abstract
Virus transmission between host species underpins disease emergence. Both host phylogenetic relatedness and aspects of their ecology, such as species interactions and predator-prey relationships, may govern rates and patterns of cross-species virus transmission and hence zoonotic risk. To address the impact of host phylogeny and ecology on virus diversity and evolution, we characterized the virome structure of a relatively isolated island ecological community in Fiordland, New Zealand, that are linked through a food web. We show that phylogenetic barriers that inhibited cross-species virus transmission occurred at the level of host phyla (between the Chordata, Arthropoda and Streptophyta) as well as at lower taxonomic levels. By contrast, host ecology, manifest as predator-prey interactions and diet, had a smaller influence on virome composition, especially at higher taxonomic levels. The virus-host community comprised a 'small world' network, in which hosts with a high diversity of viruses were more likely to acquire new viruses, and generalist viruses that infect multiple hosts were more likely to infect additional species compared to host specialist viruses. Such a highly connected ecological community increases the likelihood of cross-species virus transmission, particularly among closely related species, and suggests that host generalist viruses present the greatest risk of disease emergence.
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Affiliation(s)
- Rebecca K French
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales, Australia.
| | - Sandra H Anderson
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Kristal E Cain
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Terry C Greene
- Biodiversity Group, Department of Conservation, Christchurch, New Zealand
| | - Maria Minor
- School of Natural Sciences, Massey University, Palmerston North, New Zealand
| | - Colin M Miskelly
- Te Papa Tongarewa Museum of New Zealand, Wellington, New Zealand
| | - Jose M Montoya
- Theoretical and Experimental Ecology Station, National Centre for Scientific Research (CNRS), Moulis, France
| | - Michelle Wille
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales, Australia
| | - Chris G Muller
- Wildbase, School of Veterinary Science, Massey University, Palmerston North, New Zealand
| | - Michael W Taylor
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Andrew Digby
- Kākāpō Recovery Team, Department of Conservation, Invercargill, New Zealand
| | - Edward C Holmes
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales, Australia.
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2
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Paula DP, Andow DA. DNA High-Throughput Sequencing for Arthropod Gut Content Analysis to Evaluate Effectiveness and Safety of Biological Control Agents. NEOTROPICAL ENTOMOLOGY 2023; 52:302-332. [PMID: 36478343 DOI: 10.1007/s13744-022-01011-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 11/20/2022] [Indexed: 06/17/2023]
Abstract
The search for effective biological control agents without harmful non-target effects has been constrained by the use of impractical (field direct observation) or imprecise (cage experiments) methods. While advances in the DNA sequencing methods, more specifically the development of high-throughput sequencing (HTS), have been quickly incorporated in biodiversity surveys, they have been slow to be adopted to determine arthropod prey range, predation rate and food web structure, and critical information to evaluate the effectiveness and safety of a biological control agent candidate. The lack of knowledge on how HTS methods could be applied by ecological entomologists constitutes part of the problem, although the lack of expertise and the high cost of the analysis also are important limiting factors. In this review, we describe how the latest HTS methods of metabarcoding and Lazaro, a method to identify prey by mapping unassembled shotgun reads, can serve biological control research, showing both their power and limitations. We explain how they work to determine prey range and also how their data can be used to estimate predation rates and subsequently be translated into food webs of natural enemy and prey populations helping to elucidate their role in the community. We present a brief history of prey detection through molecular gut content analysis and also the attempts to develop a more precise formula to estimate predation rates, a problem that still remains. We focused on arthropods in agricultural ecosystems, but most of what is covered here can be applied to natural systems and non-arthropod biological control candidates as well.
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3
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Banker RMW, Dineen AA, Sorman MG, Tyler CL, Roopnarine PD. Beyond functional diversity: The importance of trophic position to understanding functional processes in community evolution. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.983374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Ecosystem structure—that is the species present, the functions they represent, and how those functions interact—is an important determinant of community stability. This in turn affects how ecosystems respond to natural and anthropogenic crises, and whether species or the ecological functions that they represent are able to persist. Here we use fossil data from museum collections, literature, and the Paleobiology Database to reconstruct trophic networks of Tethyan paleocommunities from the Anisian and Carnian (Triassic), Bathonian (Jurassic), and Aptian (Cretaceous) stages, and compare these to a previously reconstructed trophic network from a modern Jamaican reef community. We generated model food webs consistent with functional structure and taxon richnesses of communities, and compared distributions of guild level parameters among communities, to assess the effect of the Mesozoic Marine Revolution on ecosystem dynamics. We found that the trophic space of communities expanded from the Anisian to the Aptian, but this pattern was not monotonic. We also found that trophic position for a given guild was subject to variation depending on what other guilds were present in that stage. The Bathonian showed the lowest degree of trophic omnivory by top consumers among all Mesozoic networks, and was dominated by longer food chains. In contrast, the Aptian network displayed a greater degree of short food chains and trophic omnivory that we attribute to the presence of large predatory guilds, such as sharks and bony fish. Interestingly, the modern Jamaican community appeared to have a higher proportion of long chains, as was the case in the Bathonian. Overall, results indicate that trophic structure is highly dependent on the taxa and ecological functions present, primary production experienced by the community, and activity of top consumers. Results from this study point to a need to better understand trophic position when planning restoration activities because a community may be so altered by human activity that restoring a species or its interactions may no longer be possible, and alternatives must be considered to restore an important function. Further work may also focus on elucidating the precise roles of top consumers in moderating network structure and community stability.
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4
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Russo L, Casella V, Marabotti A, Jordán F, Congestri R, D'Alelio D. Trophic hierarchy in a marine community revealed by network analysis on co-occurrence data. FOOD WEBS 2022. [DOI: 10.1016/j.fooweb.2022.e00246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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5
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Garrison JA, Nordström MC, Albertsson J, Nascimento FJA. Temporal and spatial changes in benthic invertebrate trophic networks along a taxonomic richness gradient. Ecol Evol 2022; 12:e8975. [PMID: 35784047 PMCID: PMC9168554 DOI: 10.1002/ece3.8975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 03/31/2022] [Accepted: 05/10/2022] [Indexed: 11/23/2022] Open
Abstract
Species interactions underlie most ecosystem functions and are important for understanding ecosystem changes. Representing one type of species interaction, trophic networks were constructed from biodiversity monitoring data and known trophic links to assess how ecosystems have changed over time. The Baltic Sea is subject to many anthropogenic pressures, and low species diversity makes it an ideal candidate for determining how pressures change food webs. In this study, we used benthic monitoring data for 20 years (1980-1989 and 2010-2019) from the Swedish coast of the Baltic Sea and Skagerrak to investigate changes in benthic invertebrate trophic interactions. We constructed food webs and calculated fundamental food web metrics evaluating network horizontal and vertical diversity, as well as stability that were compared over space and time. Our results show that the west coast of Sweden (Skagerrak) suffered a reduction in benthic invertebrate biodiversity by 32% between the 1980s and 2010s, and that the number of links, generality of predators, and vulnerability of prey have been significantly reduced. The other basins (Bothnian Sea, Baltic Proper, and Bornholm Basin) do not show any significant changes in species richness or consistent significant trends in any food web metrics investigated, demonstrating resilience at a lower species diversity. The decreased complexity of the Skagerrak food webs indicates vulnerability to further perturbations and pressures should be limited as much as possible to ensure continued ecosystem functions.
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Affiliation(s)
- Julie A. Garrison
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
| | | | - Jan Albertsson
- Umeå Marine Sciences CentreUmeå UniversityHörneforsSweden
| | - Francisco J. A. Nascimento
- Department of Ecology, Environment and Plant SciencesStockholm UniversityStockholmSweden
- Baltic Sea CentreStockholm UniversityStockholmSweden
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6
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Guseva K, Darcy S, Simon E, Alteio LV, Montesinos-Navarro A, Kaiser C. From diversity to complexity: Microbial networks in soils. SOIL BIOLOGY & BIOCHEMISTRY 2022; 169:108604. [PMID: 35712047 PMCID: PMC9125165 DOI: 10.1016/j.soilbio.2022.108604] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 02/08/2022] [Accepted: 02/09/2022] [Indexed: 05/07/2023]
Abstract
Network analysis has been used for many years in ecological research to analyze organismal associations, for example in food webs, plant-plant or plant-animal interactions. Although network analysis is widely applied in microbial ecology, only recently has it entered the realms of soil microbial ecology, shown by a rapid rise in studies applying co-occurrence analysis to soil microbial communities. While this application offers great potential for deeper insights into the ecological structure of soil microbial ecosystems, it also brings new challenges related to the specific characteristics of soil datasets and the type of ecological questions that can be addressed. In this Perspectives Paper we assess the challenges of applying network analysis to soil microbial ecology due to the small-scale heterogeneity of the soil environment and the nature of soil microbial datasets. We review the different approaches of network construction that are commonly applied to soil microbial datasets and discuss their features and limitations. Using a test dataset of microbial communities from two depths of a forest soil, we demonstrate how different experimental designs and network constructing algorithms affect the structure of the resulting networks, and how this in turn may influence ecological conclusions. We will also reveal how assumptions of the construction method, methods of preparing the dataset, and definitions of thresholds affect the network structure. Finally, we discuss the particular questions in soil microbial ecology that can be approached by analyzing and interpreting specific network properties. Targeting these network properties in a meaningful way will allow applying this technique not in merely descriptive, but in hypothesis-driven research. Analysing microbial networks in soils opens a window to a better understanding of the complexity of microbial communities. However, this approach is unfortunately often used to draw conclusions which are far beyond the scientific evidence it can provide, which has damaged its reputation for soil microbial analysis. In this Perspectives Paper, we would like to sharpen the view for the real potential of microbial co-occurrence analysis in soils, and at the same time raise awareness regarding its limitations and the many ways how it can be misused or misinterpreted.
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Affiliation(s)
- Ksenia Guseva
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
- Corresponding author.
| | - Sean Darcy
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | - Eva Simon
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
- Doctoral School in Microbiology and Environmental Science, University of Vienna, Vienna, Austria
| | - Lauren V. Alteio
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
| | - Alicia Montesinos-Navarro
- Centro de Investigaciones sobre Desertificación (CIDE, CSIC-UV-GV), Carretera de Moncada-Náquera Km 4.5, 46113, Moncada, Valencia, Spain
| | - Christina Kaiser
- Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria
- Corresponding author.
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7
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Krumsick KJ, Fisher JAD. Spatial variation in food web structure in a recovering marine ecosystem. PLoS One 2022; 17:e0268440. [PMID: 35594249 PMCID: PMC9122200 DOI: 10.1371/journal.pone.0268440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 04/30/2022] [Indexed: 11/18/2022] Open
Abstract
Spatial heterogeneity in food web structure and interactions may reconcile spatial variation in population and community dynamics in large marine ecosystems. In order to assess food web contributions to the different community recovery dynamics along the Newfoundland and Labrador shelf ecosystem, we quantified species interactions using stable isotope mixing models and food web metrics within three sub-regions. Representative samples of each species caught in trawls and plankton tows were analyzed for stomach contents and stable isotope ratios (δ15N and δ13C) to parameterize isotope mixing models. Regional variation, highlighted by the diets of three economically important species, was observed such that the southern region demonstrated a variety of trophic pathways of nutrient flow into the higher food web while the diets of fish in the northern regions were typically dominated by one or two pathways via dominant prey species, specifically shrimp (Pandalus sp.) and hyperiids. Food web metrics indicated that the low-diversity northern regions had higher connectance and shorter food chain lengths. This observed regional variation contributes to our understanding of the role of specific forage species to the ecosystem which is an essential contribution towards ecosystem-based management decisions.
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Affiliation(s)
- Kyle J. Krumsick
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute of Memorial University of Newfoundland, St. John’s, Newfoundland, Canada
- * E-mail:
| | - Jonathan A. D. Fisher
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute of Memorial University of Newfoundland, St. John’s, Newfoundland, Canada
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8
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Xin-Yue W, Jing H, Yi-Min L. Dynamic analysis of disturbance propagation in ecological networks with quarantine items and proportional migration. INT J BIOMATH 2022. [DOI: 10.1142/s1793524522500462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
In order to study the stability of the ecosystem under external attack, we regard the ecosystem as a complex network and the species disturbance after the attack as an infectious disease. We establish an ecological network disturbance propagation model based on the infectious disease model, and analyze its dynamics with the above ideas. In this paper, the species are regarded as nodes in the network, and the predator–prey relationship is regarded as the edge of the network. When the ecosystem is attacked by external forces, the disturbance can be transmitted from a species to its predator or prey through the food chain, and the disturbed species can recover themselves and then return to a stable state. At the same time, we consider adding human quarantine and protection of disturbed species. In this way, all species in the ecosystem are divided into four states: undisturbed, disturbed, quarantine and recovered. By analyzing the dynamics of disturbance propagation, the critical threshold and equilibrium point of disturbance diffusion are determined, and the local and global stability of disease-free equilibrium and endemic equilibrium are analyzed. The results show that the existence of endemic equilibrium depends on the critical threshold of disturbance propagation, which is related to the structure of food web, the propagation proportion of disturbance and the recovery proportion of species after being attacked. The larger the propagation proportion is, the weaker the resistance stability is, and the easier the disturbance propagates in the system. The higher the recovery proportion of the disturbed species, the stronger the stability of the recovery rate, and the more difficult it is for the disturbance to propagate in the system. Then we regard human protection of species as species immunity, and choose the most effective species protection measures by comparing and analyzing the threshold changes under the three protection strategies. The results show that the moderately large neighbor nodes of the disturbed species should be protected. This kind of protection measure is the most effective and it is easier to restrain the propagation of disturbance. Finally, the food webs of 85 species in a pine forest in Otago, New Zealand is selected to analyze the propagation process of disturbance by numerical simulation.
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Affiliation(s)
- Wang Xin-Yue
- Mathematical Sciences, Jiangsu University, Zhenjiang 212013, Jiangsu, China
| | - Hua Jing
- Mathematical Sciences, Jiangsu University, Zhenjiang 212013, Jiangsu, China
| | - Li Yi-Min
- Mathematical Sciences, Jiangsu University, Zhenjiang 212013, Jiangsu, China
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9
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Mérillet L, Robert M, Hernvann PY, Pecuchet L, Pavoine S, Mouchet M, Primicerio R, Kopp D. Effects of life-history traits and network topological characteristics on the robustness of marine food webs. Glob Ecol Conserv 2022. [DOI: 10.1016/j.gecco.2022.e02048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
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10
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Saravia LA, Marina TI, Kristensen NP, De Troch M, Momo FR. Ecological network assembly: how the regional metaweb influences local food webs. J Anim Ecol 2021; 91:630-642. [PMID: 34951015 DOI: 10.1111/1365-2656.13652] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 12/13/2021] [Indexed: 11/30/2022]
Abstract
1. Local food webs result from a sequence of colonisations and extinctions by species from the regional pool or metaweb, i.e., the assembly process. Assembly is theorised to be a selective process: whether or not certain species or network structures can persist is partly determined by local processes including habitat filtering and dynamical constraints. Consequently, local food web structure should reflect these processes. 2. The goal of this study was to test evidence for these selective processes by comparing the structural properties of real food webs to the expected distribution given the metaweb. We were particularly interested in ecological dynamics; if the network properties commonly associated with dynamical stability are indeed the result of stability constraints, then they should deviate from expectation in the direction predicted by theory. 3. To create a null expectation, we used the novel approach of randomly assembling model webs by drawing species and interactions from the empirical metaweb. The assembly model permitted colonisation and extinction, and required a consumer species to have at least one prey, but had no habitat type nor population dynamical constraints. Three data sets were used: (1) the marine Antarctic metaweb, with 2 local food-webs; (2) the 50 lakes of the Adirondacks; and (3) the arthropod community from Florida Keys' classic defaunation experiment. 4. Contrary to our expectations, we found that there were almost no differences between empirical webs and those resulting from the null assembly model. Few empirical food webs showed significant differences with network properties, motif representations and topological roles. Network properties associated with stability did not deviate from expectation in the direction predicted by theory. 5. Our results suggest that - for the commonly used metrics we considered - local food web structure is not strongly influenced by dynamical nor habitat restrictions. Instead, the structure is inherited from the metaweb. This suggests that the network properties typically attributed as causes or consequences of ecological stability are instead a by-product of the assembly process (i.e., spandrels), and may potentially be too coarse to detect the true signal of dynamical constraint.
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Affiliation(s)
- Leonardo A Saravia
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, J.M. Gutierrez 1159 (1613), Los Polvorines, Buenos Aires, Argentina.,Centro Austral de Investigaciones Cientíicas (CADIC-CONICET), Ushuaia, Argentina
| | - Tomás I Marina
- Centro Austral de Investigaciones Cientíicas (CADIC-CONICET), Ushuaia, Argentina
| | - Nadiah P Kristensen
- Department of Biological Sciences, National University of Singapore, 14 Science Drive 4, Singapore, 117543, Singapore
| | - Marleen De Troch
- Marine Biology, Ghent University, Krijgslaan 281/S8, B-9000, Ghent, Belgium
| | - Fernando R Momo
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, J.M. Gutierrez 1159 (1613), Los Polvorines, Buenos Aires, Argentina.,INEDES, Universidad Nacional de Luján, CC 221, 6700, Luján, Argentina
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11
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12
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Abstract
Predicting food web structure in future climates is a pressing goal of ecology. These predictions may be impossible without a solid understanding of the factors that structure current food webs. The most fundamental aspect of food web structure-the relationship between the number of links and species-is still poorly understood. Some species interactions may be physically or physiologically 'forbidden'-like consumption by non-consumer species-with possible consequences for food web structure. We show that accounting for these 'forbidden interactions' constrains the feasible link-species space, in tight agreement with empirical data. Rather than following one particular scaling relationship, food webs are distributed throughout this space according to shared biotic and abiotic features. Our study provides new insights into the long-standing question of which factors determine this fundamental aspect of food web structure.
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Affiliation(s)
- Jean P Gibert
- Department of Biology, Duke University, Durham, NC 27708, USA
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13
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Zatkos L, Arismendi I, Johnson SL, Penaluna BE. Geophysical templates modulate the structure of stream food webs dominated by omnivory. Ecosphere 2021. [DOI: 10.1002/ecs2.3444] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Lauren Zatkos
- Department of Fisheries and Wildlife Oregon State University 2820 SW Campus Way Corvallis Oregon97331USA
| | - Ivan Arismendi
- Department of Fisheries and Wildlife Oregon State University 2820 SW Campus Way Corvallis Oregon97331USA
| | - Sherri L. Johnson
- USDA Forest ServicePacific Northwest Research Station 3200 Southwest Jefferson Way Corvallis Oregon97331USA
| | - Brooke E. Penaluna
- USDA Forest ServicePacific Northwest Research Station 3200 Southwest Jefferson Way Corvallis Oregon97331USA
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14
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Fiscarelli AM, Brust MR, Bouffanais R, Piyatumrong A, Danoy G, Bouvry P. Interplay between success and patterns of human collaboration: case study of a Thai Research Institute. Sci Rep 2021; 11:318. [PMID: 33431924 PMCID: PMC7801490 DOI: 10.1038/s41598-020-79447-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 12/02/2020] [Indexed: 11/09/2022] Open
Abstract
Networks of collaboration are notoriously complex and the mechanisms underlying their evolution, although of high interest, are still not fully understood. In particular, collaboration networks can be used to model the interactions between scientists and analyze the circumstances that lead to successful research. This task is not trivial and conventional metrics, based on number of publications and number of citations of individual authors, may not be sufficient to provide a deep insight into the factors driving scientific success. However, network analysis techniques based on centrality measures and measures of the structural properties of the network are promising to that effect. In recent years, it has become evident that most successful research works are achieved by teams rather than individual researchers. Therefore, researchers have developed a keen interest in the dynamics of social groups. In this study, we use real world data from a Thai computer technology research center, where researchers collaborate on different projects and team up to produce a range of artifacts. For each artifact, a score that measures quality of research is available and shared between the researchers that contributed to its creation, according to their percentage of contribution. We identify several measures to quantify productivity and quality of work, as well as centrality measures and structural measures. We find that, at individual level, centrality metrics are linked to high productivity and quality of work, suggesting that researchers who cover strategic positions in the network of collaboration are more successful. At the team level, we show that the evolution in time of structural measures are also linked to high productivity and quality of work. This result suggests that variables such as team size, turnover rate, team compactness and team openness are critical factors that must be taken into account for the success of a team. The key findings of this study indicate that the success of a research institute needs to be assessed in the context of not just researcher or team level, but also on how the researchers engage in collaboration as well as on how teams evolve.
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Affiliation(s)
- Antonio Maria Fiscarelli
- Luxembourg Centre for Contemporary and Digital History (C2DH), University of Luxembourg, Esch-sur-Alzette, Luxembourg
- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Matthias R Brust
- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
| | - Roland Bouffanais
- Department of Mechanical Engineering, University of Ottawa, Ottawa, Canada
| | - Apivadee Piyatumrong
- NSTDA Supercomputer Center (ThaiSC), National Electronics and Computer Technology Center (NECTEC), Pathum Thani, Thailand
| | - Grégoire Danoy
- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Esch-sur-Alzette, Luxembourg
- Department of Computer Science (FSTM/DCS), University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Pascal Bouvry
- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
- Department of Computer Science (FSTM/DCS), University of Luxembourg, Esch-sur-Alzette, Luxembourg.
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15
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Guimarães PR. The Structure of Ecological Networks Across Levels of Organization. ANNUAL REVIEW OF ECOLOGY EVOLUTION AND SYSTEMATICS 2020. [DOI: 10.1146/annurev-ecolsys-012220-120819] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Interactions connect the units of ecological systems, forming networks. Individual-based networks characterize variation in niches among individuals within populations. These individual-based networks merge with each other, forming species-based networks and food webs that describe the architecture of ecological communities. Networks at broader spatiotemporal scales portray the structure of ecological interactions across landscapes and over macroevolutionary time. Here, I review the patterns observed in ecological networks across multiple levels of biological organization. A fundamental challenge is to understand the amount of interdependence as we move from individual-based networks to species-based networks and beyond. Despite the uneven distribution of studies, regularities in network structure emerge across scales due to the fundamental architectural patterns shared by complex networks and the interplay between traits and numerical effects. I illustrate the integration of these organizational scales by exploring the consequences of the emergence of highly connected species for network structures across scales.
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Affiliation(s)
- Paulo R. Guimarães
- Departamento de Ecologia, Instituto de Biociências, Universidade de São Paulo, São Paulo, 05508-090, Brazil
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16
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Puche E, Jordán F, Rodrigo MA, Rojo C. Non‐trophic key players in aquatic ecosystems: a mesocosm experiment. OIKOS 2020. [DOI: 10.1111/oik.07476] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Eric Puche
- Cavanilles Inst. of Biodiversity and Evolutionary Biology, Univ. of Valencia Spain
| | - Ferenc Jordán
- Balaton Limnological Inst., Centre for Ecological Research, Tihany, Hungary, and Evolutionary Systems Research Group, Centre for Ecological Research Tihany Hungary
| | - María A. Rodrigo
- Cavanilles Inst. of Biodiversity and Evolutionary Biology, Univ. of Valencia Spain
| | - Carmen Rojo
- Cavanilles Inst. of Biodiversity and Evolutionary Biology, Univ. of Valencia Spain
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17
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Wooten DA. Trophic Ecology of Seahorse Key, Florida: A Unique Bird-Snake Interaction Network Analysis. AMERICAN MIDLAND NATURALIST 2020. [DOI: 10.1674/0003-0031-184.2.177] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- David A. Wooten
- Department of Biology, Washtenaw Community College, Ann Arbor, Michigan 48105
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18
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Network Modeling and Dynamic Mechanisms of Multi-Hazards—A Case Study of Typhoon Mangkhut. WATER 2020. [DOI: 10.3390/w12082198] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Coastal areas are home to billions of people and assets that are prone to natural disasters and climate change. In this study, we established a disaster network to assess the multi-hazards (gale and heavy rain) of typhoon disasters, specifically Typhoon Mangkhut of 2018 in coastal China, by applying the methodology of a bipartite network in both time dimension and spatial dimension. In this network, the edge set and adjacent matrix are based on the connection between an hour and a city with a multi-hazards impact that includes gales and heavy rain. We analyze the characteristics and structure of this disaster network and assess the multi-hazards that arose from Typhoon Mangkhut in different areas. The result shows that there are 14 cities in the core area and 21 cities in the periphery area, based on core–periphery classification in the disaster network. Although more damage area belongs to the periphery area, the percentage of the population affected by the typhoon and direct economic loss in GDP in the core area was 69.68% and 0.22% respectively, which is much higher than in the periphery area (55.58% and 0.06%, respectively) The core area suffered more from multi-hazards and had more disaster loss. This study shows that it is feasible to assess multiple hazards with a disaster network based on the bipartite network.
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Martinez ND. Allometric Trophic Networks From Individuals to Socio-Ecosystems: Consumer–Resource Theory of the Ecological Elephant in the Room. Front Ecol Evol 2020. [DOI: 10.3389/fevo.2020.00092] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
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20
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Gysi DM, Nowick K. Construction, comparison and evolution of networks in life sciences and other disciplines. J R Soc Interface 2020; 17:20190610. [PMID: 32370689 PMCID: PMC7276545 DOI: 10.1098/rsif.2019.0610] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Accepted: 04/09/2020] [Indexed: 12/12/2022] Open
Abstract
Network approaches have become pervasive in many research fields. They allow for a more comprehensive understanding of complex relationships between entities as well as their group-level properties and dynamics. Many networks change over time, be it within seconds or millions of years, depending on the nature of the network. Our focus will be on comparative network analyses in life sciences, where deciphering temporal network changes is a core interest of molecular, ecological, neuropsychological and evolutionary biologists. Further, we will take a journey through different disciplines, such as social sciences, finance and computational gastronomy, to present commonalities and differences in how networks change and can be analysed. Finally, we envision how borrowing ideas from these disciplines could enrich the future of life science research.
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Affiliation(s)
- Deisy Morselli Gysi
- Department of Computer Science, Interdisciplinary Center of Bioinformatics, University of Leipzig, 04109 Leipzig, Germany
- Swarm Intelligence and Complex Systems Group, Faculty of Mathematics and Computer Science, University of Leipzig, 04109 Leipzig, Germany
- Center for Complex Networks Research, Northeastern University, 177 Huntington Avenue, Boston, MA 02115, USA
| | - Katja Nowick
- Human Biology Group, Institute for Biology, Faculty of Biology, Chemistry, Pharmacy, Freie Universität Berlin, Königin-Luise-Straβe 1-3, 14195 Berlin, Germany
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21
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Laske SM, Rosenberger AE, Wipfli MS, Zimmerman CE. Surface water connectivity controls fish food web structure and complexity across local- and meta-food webs in Arctic Coastal Plain lakes. FOOD WEBS 2019. [DOI: 10.1016/j.fooweb.2019.e00123] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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22
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Kellogg CTE, McClelland JW, Dunton KH, Crump BC. Strong Seasonality in Arctic Estuarine Microbial Food Webs. Front Microbiol 2019; 10:2628. [PMID: 31849850 PMCID: PMC6896822 DOI: 10.3389/fmicb.2019.02628] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Accepted: 10/29/2019] [Indexed: 11/17/2022] Open
Abstract
Microbial communities in the coastal Arctic Ocean experience extreme variability in organic matter and inorganic nutrients driven by seasonal shifts in sea ice extent and freshwater inputs. Lagoons border more than half of the Beaufort Sea coast and provide important habitats for migratory fish and seabirds; yet, little is known about the planktonic food webs supporting these higher trophic levels. To investigate seasonal changes in bacterial and protistan planktonic communities, amplicon sequences of 16S and 18S rRNA genes were generated from samples collected during periods of ice-cover (April), ice break-up (June), and open water (August) from shallow lagoons along the eastern Alaska Beaufort Sea coast from 2011 through 2013. Protist communities shifted from heterotrophic to photosynthetic taxa (mainly diatoms) during the winter–spring transition, and then back to a heterotroph-dominated summer community that included dinoflagellates and mixotrophic picophytoplankton such as Micromonas and Bathycoccus. Planktonic parasites belonging to Syndiniales were abundant under ice in winter at a time when allochthonous carbon inputs were low. Bacterial communities shifted from coastal marine taxa (Oceanospirillaceae, Alteromonadales) to estuarine taxa (Polaromonas, Bacteroidetes) during the winter-spring transition, and then to oligotrophic marine taxa (SAR86, SAR92) in summer. Chemolithoautotrophic taxa were abundant under ice, including iron-oxidizing Zetaproteobacteria. These results suggest that wintertime Arctic bacterial communities capitalize on the unique biogeochemical gradients that develop below ice near shore, potentially using chemoautotrophic metabolisms at a time when carbon inputs to the system are low. Co-occurrence networks constructed for each season showed that under-ice networks were dominated by relationships between parasitic protists and other microbial taxa, while spring networks were by far the largest and dominated by bacteria-bacteria co-occurrences. Summer networks were the smallest and least connected, suggesting a more detritus-based food web less reliant on interactions among microbial taxa. Eukaryotic and bacterial community compositions were significantly related to trends in concentrations of stable isotopes of particulate organic carbon and nitrogen, among other physiochemical variables such as dissolved oxygen, salinity, and temperature. This suggests the importance of sea ice cover and terrestrial carbon subsidies in contributing to seasonal trends in microbial communities in the coastal Beaufort Sea.
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Affiliation(s)
| | - James W McClelland
- Marine Science Institute, University of Texas at Austin, Port Aransas, TX, United States
| | - Kenneth H Dunton
- Marine Science Institute, University of Texas at Austin, Port Aransas, TX, United States
| | - Byron C Crump
- College of Earth, Ocean, and Atmospheric Sciences, Oregon State University, Corvallis, OR, United States
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23
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Terry JCD, Bonsall MB, Morris RJ. Identifying important interaction modifications in ecological systems. OIKOS 2019. [DOI: 10.1111/oik.06353] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
| | - Michael B. Bonsall
- Dept of Zoology, Univ. of Oxford Oxford OX1 3PS UK
- St. Peter's College Oxford UK
| | - Rebecca J. Morris
- Dept of Zoology, Univ. of Oxford Oxford OX1 3PS UK
- School of Biological Sciences, Univ. Of Southampton Southampton UK
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García-Callejas D, Molowny-Horas R, Araújo MB, Gravel D. Spatial trophic cascades in communities connected by dispersal and foraging. Ecology 2019; 100:e02820. [PMID: 31314929 DOI: 10.1002/ecy.2820] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 04/23/2019] [Accepted: 06/17/2019] [Indexed: 12/17/2022]
Abstract
Pairwise interactions between species have both direct and indirect consequences that reverberate throughout the whole ecosystem. In particular, interaction effects may propagate in a spatial dimension, to localities connected by organismal movement. Here we study the propagation of interaction effects with a spatially explicit metacommunity model, where local sites are connected by dispersal, foraging, or by both types of movement. We show that indirect pairwise effects are, in most cases, of the same sign as direct effects if localities are connected by dispersing species. However, if foraging is prevalent, this correspondence is broken, and indirect effects between species often have a different sign than direct effects. This highlights the importance of indirect interactions across space and their inherent unpredictability in complex settings with species foraging across local patches. Further, the effect of a species over another in a local patch does not necessarily correspond to its effect at the metacommunity scale; this correspondence is again mediated by the type of movement across localities. Every species, despite their trophic position or spatial range, displays a non-zero net effect over every other species in our model metacommunities. Thus we show that local dynamics and local interactions between species can trigger indirect effects all across the set of connected patches, and these effects have a distinct signature depending on whether the prevalent connection between patches is via dispersal or via foraging. However, the magnitude of this effect between any two species strongly decays with the distance between them. These theoretical results strengthen the importance of considering indirect effects across species at both the community and metacommunity levels, highlight the differences between types of movement across locations, and thus open novel avenues for the study of interaction effects in spatially explicit settings.
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Affiliation(s)
- David García-Callejas
- Estación Biológica de Doñana, CSIC, Calle Américo Vespucio 26, 41092, Sevilla, Spain
| | | | - Miguel B Araújo
- Departamento de Biogeografía y Cambio Global, Museo Nacional de Ciencias Naturales, Consejo Superior de Investigaciones Científicas (CSIC), Calle de José Gutiérrez Abascal 2, Madrid, 28006, Spain.,InBio/Centro de Investigação em Biodiversidade e Recursos Genéticos (CIBIO), Largo dos Colegiais, Universidade de Évora, Évora, 7000, Portugal.,Center for Macroecology, Evolution and Climate (CMEC), Natural History Museum of Denmark, University of Copenhagen, Copenhagen, 2100, Denmark
| | - Dominique Gravel
- Département de Biologie, Universite de Sherbrooke, Sherbrooke, Québec, Canada
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25
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Zhao Q, Van den Brink PJ, Carpentier C, Wang YXG, Rodríguez-Sánchez P, Xu C, Vollbrecht S, Gillissen F, Vollebregt M, Wang S, De Laender F. Horizontal and vertical diversity jointly shape food web stability against small and large perturbations. Ecol Lett 2019; 22:1152-1162. [PMID: 31095883 PMCID: PMC6852190 DOI: 10.1111/ele.13282] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 02/19/2019] [Accepted: 04/22/2019] [Indexed: 12/30/2022]
Abstract
The biodiversity of food webs is composed of horizontal (i.e. within trophic levels) and vertical diversity (i.e. the number of trophic levels). Understanding their joint effect on stability is a key challenge. Theory mostly considers their individual effects and focuses on small perturbations near equilibrium in hypothetical food webs. Here, we study the joint effects of horizontal and vertical diversity on the stability of hypothetical (modelled) and empirical food webs. In modelled food webs, horizontal and vertical diversity increased and decreased stability, respectively, with a stronger positive effect of producer diversity on stability at higher consumer diversity. Experiments with an empirical plankton food web, where we manipulated horizontal and vertical diversity and measured stability from species interactions and from resilience against large perturbations, confirmed these predictions. Taken together, our findings highlight the need to conserve horizontal biodiversity at different trophic levels to ensure stability.
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Affiliation(s)
- Qinghua Zhao
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Paul J Van den Brink
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands.,Wageningen Environmental Research, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Camille Carpentier
- Research Unit of Environmental and Evolutionary Biology, Namur Institute of Complex Systems, and Institute of Life, Earth, and the Environment, University of Namur, Rue de Bruxelles 61, 5000, Namur, Belgium
| | - Yingying X G Wang
- Resource Ecology Group, Wageningen University, Droevendaalsesteeg 3a, 6708 PB, Wageningen, The Netherlands
| | - Pablo Rodríguez-Sánchez
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Chi Xu
- School of Life Sciences, Nanjing University, Nanjing, 210023, China
| | - Silke Vollbrecht
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Frits Gillissen
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Marlies Vollebregt
- Aquatic Ecology and Water Quality Management Group, Wageningen University, P.O. Box 47, 6700 AA, Wageningen, The Netherlands
| | - Shaopeng Wang
- Institute of Ecology, College of Urban and Environmental Science, and Key Laboratory for Earth Surface Processes of the Ministry of Education, Peking University, 100871, Beijing, China
| | - Frederik De Laender
- Research Unit of Environmental and Evolutionary Biology, Namur Institute of Complex Systems, and Institute of Life, Earth, and the Environment, University of Namur, Rue de Bruxelles 61, 5000, Namur, Belgium
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Gibert JP, Yeakel JD. Eco-Evolutionary Origins of Diverse Abundance, Biomass, and Trophic Structures in Food Webs. Front Ecol Evol 2019. [DOI: 10.3389/fevo.2019.00015] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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27
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Mendonça V, Madeira C, Dias M, Vermandele F, Archambault P, Dissanayake A, Canning-Clode J, Flores AAV, Silva A, Vinagre C. What's in a tide pool? Just as much food web network complexity as in large open ecosystems. PLoS One 2018; 13:e0200066. [PMID: 29975745 PMCID: PMC6033428 DOI: 10.1371/journal.pone.0200066] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Accepted: 06/19/2018] [Indexed: 11/19/2022] Open
Abstract
Understanding the fundamental laws that govern complex food web networks over large ecosystems presents high costs and oftentimes unsurmountable logistical challenges. This way, it is crucial to find smaller systems that can be used as proxy food webs. Intertidal rock pool environments harbour particularly high biodiversity over small areas. This study aimed to analyse their food web networks to investigate their potential as proxies of larger ecosystems for food web networks research. Highly resolved food webs were compiled for 116 intertidal rock pools from cold, temperate, subtropical and tropical regions, to ensure a wide representation of environmental variability. The network properties of these food webs were compared to that of estuaries, lakes and rivers, as well as marine and terrestrial ecosystems (46 previously published complex food webs). The intertidal rock pool food webs analysed presented properties that were in the same range as the previously published food webs. The niche model predictive success was remarkably high (73–88%) and similar to that previously found for much larger marine and terrestrial food webs. By using a large-scale sampling effort covering 116 intertidal rock pools in several biogeographic regions, this study showed, for the first time, that intertidal rock pools encompass food webs that share fundamental organizational characteristics with food webs from markedly different, larger, open and abiotically stable ecosystems. As small, self-contained habitats, intertidal rock pools are particularly tractable systems and therefore a large number of food webs can be examined with relatively low sampling effort. This study shows, for the first time that they can be useful models for the understanding of universal processes that regulate the complex network organization of food webs, which are harder or impossible to investigate in larger, open ecosystems, due to high costs and logistical difficulties.
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Affiliation(s)
- Vanessa Mendonça
- MARE–Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, Lisboa, Portugal
| | - Carolina Madeira
- MARE–Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, Lisboa, Portugal
| | - Marta Dias
- MARE–Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, Lisboa, Portugal
| | - Fanny Vermandele
- Université du Québec à Rimouski, Département de Biologie, Chimie et Géographie, Rimouski, Canada
| | - Philippe Archambault
- Département de biologie, Takuvik, Québec-Océan, Université Laval, Québec, Canada
| | - Awantha Dissanayake
- School of Biological Sciences, Plymouth University, Plymouth, United Kingdom
| | - João Canning-Clode
- MARE–Marine and Environmental Sciences Centre, Quinta do Lorde Marina, Sítio da Piedade, Caniçal, Madeira Island, Portugal
- Centre of IMAR of the University of the Azores, Department of Oceanography and Fisheries, Rua Prof. Dr. Frederico Machado, Horta, Azores, Portugal
- Smithsonian Environmental Research Center, Edgewater, MD, United States of America
| | - Augusto A. V. Flores
- Centro de Biologia Marinha, Universidade de São Paulo, Rod. Manoel Hipólito do Rego, São Sebastião, SP, Brazil
| | - Ana Silva
- CERIS, Instituto Superior Técnico, Universidade de Lisboa, Lisboa, Portugal
| | - Catarina Vinagre
- MARE–Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, Lisboa, Portugal
- * E-mail:
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Identifying a common backbone of interactions underlying food webs from different ecosystems. Nat Commun 2018; 9:2603. [PMID: 29973596 PMCID: PMC6031633 DOI: 10.1038/s41467-018-05056-0] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Accepted: 06/11/2018] [Indexed: 12/02/2022] Open
Abstract
Although the structure of empirical food webs can differ between ecosystems, there is growing evidence of multiple ways in which they also exhibit common topological properties. To reconcile these contrasting observations, we postulate the existence of a backbone of interactions underlying all ecological networks—a common substructure within every network comprised of species playing similar ecological roles—and a periphery of species whose idiosyncrasies help explain the differences between networks. To test this conjecture, we introduce a new approach to investigate the structural similarity of 411 food webs from multiple environments and biomes. We first find significant differences in the way species in different ecosystems interact with each other. Despite these differences, we then show that there is compelling evidence of a common backbone of interactions underpinning all food webs. We expect that identifying a backbone of interactions will shed light on the rules driving assembly of different ecological communities. The structure of ecological networks can vary dramatically, yet there may be common features across networks from different ecosystem types. Here, Bramon Mora et al. use network alignment to demonstrate that there is a common backbone of interactions underlying empirical food webs.
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Marina TI, Saravia LA, Cordone G, Salinas V, Doyle SR, Momo FR. Architecture of marine food webs: To be or not be a 'small-world'. PLoS One 2018; 13:e0198217. [PMID: 29813120 PMCID: PMC5973612 DOI: 10.1371/journal.pone.0198217] [Citation(s) in RCA: 13] [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: 03/06/2018] [Accepted: 05/15/2018] [Indexed: 11/22/2022] Open
Abstract
The search for general properties in network structure has been a central issue for food web studies in recent years. One such property is the small-world topology that combines a high clustering and a small distance between nodes of the network. This property may increase food web resilience but make them more sensitive to the extinction of connected species. Food web theory has been developed principally from freshwater and terrestrial ecosystems, largely omitting marine habitats. If theory needs to be modified to accommodate observations from marine ecosystems, based on major differences in several topological characteristics is still on debate. Here we investigated if the small-world topology is a common structural pattern in marine food webs. We developed a novel, simple and statistically rigorous method to examine the largest set of complex marine food webs to date. More than half of the analyzed marine networks exhibited a similar or lower characteristic path length than the random expectation, whereas 39% of the webs presented a significantly higher clustering than its random counterpart. Our method proved that 5 out of 28 networks fulfilled both features of the small-world topology: short path length and high clustering. This work represents the first rigorous analysis of the small-world topology and its associated features in high-quality marine networks. We conclude that such topology is a structural pattern that is not maximized in marine food webs; thus it is probably not an effective model to study robustness, stability and feasibility of marine ecosystems.
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Affiliation(s)
- Tomás Ignacio Marina
- Centro Austral de Investigaciones Científicas (CADIC-CONICET), Ushuaia, Argentina
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
- INEDES, Universidad Nacional de Luján, Luján, Argentina
- * E-mail:
| | - Leonardo A. Saravia
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
- INEDES, Universidad Nacional de Luján, Luján, Argentina
| | - Georgina Cordone
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
- Centro Para el Estudio de Sistemas Marinos (CESIMAR), Centro Nacional Patagónico (CENPAT), Puerto Madryn, Argentina
| | - Vanesa Salinas
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
| | - Santiago R. Doyle
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
| | - Fernando R. Momo
- Instituto de Ciencias, Universidad Nacional de General Sarmiento, Los Polvorines, Argentina
- INEDES, Universidad Nacional de Luján, Luján, Argentina
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Abstract
Food webs (i.e., networks of species and their feeding interactions) share multiple structural features across ecosystems. The factors explaining such similarities are still debated, and the role played by most organismal traits and their intraspecific variation is unknown. Here, we assess how variation in traits controlling predator-prey interactions (e.g., body size) affects food web structure. We show that larger phenotypic variation increases connectivity among predators and their prey as well as total food intake rate. For predators able to eat only a few species (i.e., specialists), low phenotypic variation maximizes intake rates, while the opposite is true for consumers with broader diets (i.e., generalists). We also show that variation sets predator trophic level by determining interaction strengths with prey at different trophic levels. Merging these results, we make two general predictions about the structure of food webs: (i) trophic level should increase with predator connectivity, and (ii) interaction strengths should decrease with prey trophic level. We confirm these predictions empirically using a global dataset of well-resolved food webs. Our results provide understanding of the processes structuring food webs that include functional traits and their naturally occurring variation.
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Lau MK, Borrett SR, Baiser B, Gotelli NJ, Ellison AM. Ecological network metrics: opportunities for synthesis. Ecosphere 2017. [DOI: 10.1002/ecs2.1900] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Affiliation(s)
- Matthew K. Lau
- Harvard Forest Harvard University Petersham Massachusetts 02138 USA
| | - Stuart R. Borrett
- Department of Biology and Marine Biology University of North Carolina Wilmington North Carolina 28403 USA
- Duke Network Analysis Center Social Science Research Institute Duke University Durham North Carolina 27708 USA
| | - Benjamin Baiser
- Department of Wildlife Ecology and Conservation University of Florida Gainesville Florida 32611 USA
| | | | - Aaron M. Ellison
- Harvard Forest Harvard University Petersham Massachusetts 02138 USA
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Donohue I, Petchey OL, Kéfi S, Génin A, Jackson AL, Yang Q, O'Connor NE. Loss of predator species, not intermediate consumers, triggers rapid and dramatic extinction cascades. GLOBAL CHANGE BIOLOGY 2017; 23:2962-2972. [PMID: 28346736 DOI: 10.1111/gcb.13703] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 01/23/2017] [Accepted: 03/09/2017] [Indexed: 06/06/2023]
Abstract
Ecological networks are tightly interconnected, such that loss of a single species can trigger additional species extinctions. Theory predicts that such secondary extinctions are driven primarily by loss of species from intermediate or basal trophic levels. In contrast, most cases of secondary extinctions from natural systems have been attributed to loss of entire top trophic levels. Here, we show that loss of single predator species in isolation can, irrespective of their identity or the presence of other predators, trigger rapid secondary extinction cascades in natural communities far exceeding those generally predicted by theory. In contrast, we did not find any secondary extinctions caused by intermediate consumer loss. A food web model of our experimental system-a marine rocky shore community-could reproduce these results only when biologically likely and plausible nontrophic interactions, based on competition for space and predator-avoidance behaviour, were included. These findings call for a reassessment of the scale and nature of extinction cascades, particularly the inclusion of nontrophic interactions, in forecasts of the future of biodiversity.
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Affiliation(s)
- Ian Donohue
- Department of Zoology, School of Natural Sciences, Trinity College Dublin, Dublin 2, Ireland
| | - Owen L Petchey
- Institute of Evolutionary Biology and Environmental Studies, University of Zurich, Zurich, Switzerland
| | - Sonia Kéfi
- CNRS, IRD, EPHE, CC065, Institut des Sciences de l'Evolution, BioDICée team, Université de Montpellier, Montpellier, France
| | - Alexandre Génin
- CNRS, IRD, EPHE, CC065, Institut des Sciences de l'Evolution, BioDICée team, Université de Montpellier, Montpellier, France
| | - Andrew L Jackson
- Department of Zoology, School of Natural Sciences, Trinity College Dublin, Dublin 2, Ireland
| | - Qiang Yang
- Department of Zoology, School of Natural Sciences, Trinity College Dublin, Dublin 2, Ireland
| | - Nessa E O'Connor
- Department of Zoology, School of Natural Sciences, Trinity College Dublin, Dublin 2, Ireland
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Vinagre C, Costa MJ, Dunne JA. Effect of spatial scale on the network properties of estuarine food webs. ECOLOGICAL COMPLEXITY 2017. [DOI: 10.1016/j.ecocom.2017.01.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Epps MJ, Arnold AE. Diversity, abundance and community network structure in sporocarp-associated beetle communities of the central Appalachian Mountains. Mycologia 2017; 102:785-802. [DOI: 10.3852/09-161] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Mary Jane Epps
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona 85721
| | - A. Elizabeth Arnold
- Division of Plant Pathology and Microbiology, School of Plant Sciences, University of Arizona, Tucson, Arizona 85721
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Jackson M, Wasserman R, Grey J, Ricciardi A, Dick J, Alexander M. Novel and Disrupted Trophic Links Following Invasion in Freshwater Ecosystems. ADV ECOL RES 2017. [DOI: 10.1016/bs.aecr.2016.10.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
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Cheng S, Yang H, Jiang B. An integrated fault estimation and accommodation design for a class of complex networks. Neurocomputing 2016. [DOI: 10.1016/j.neucom.2016.08.043] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Krems JA, Dunbar RI, Neuberg SL. Something to talk about: are conversation sizes constrained by mental modeling abilities? EVOL HUM BEHAV 2016. [DOI: 10.1016/j.evolhumbehav.2016.05.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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40
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de Andrade LP, Espíndola RP, Pereira GC, Ebecken NFF. Fuzzy modeling of plankton networks. Ecol Modell 2016. [DOI: 10.1016/j.ecolmodel.2016.06.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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41
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O'Gorman EJ. It's only a matter of time: the altered role of subsidies in a warming world. J Anim Ecol 2016; 85:1133-5. [PMID: 27511321 DOI: 10.1111/1365-2656.12560] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 05/31/2016] [Indexed: 11/27/2022]
Abstract
Clockwise from left: an experimental stream reach from the study, highlighting the fences used to contain fish as the apex predator; a cutthroat trout from the experiment, the only fish species in the study streams; stomach contents from a fish, highlighting the major role of the terrestrial subsidy (mealworms) in the diet. In Focus: Sato, T., El-Sabaawi, R.W., Campbell, K., Ohta, T. & Richardson, J.S. (2016) A test of the effects of timing of a pulsed resource subsidy on stream ecosystems. Journal of Animal Ecology, 85, 1136-1146. Cross-ecosystem subsidies play a critical role in maintaining the structure and functioning of natural communities, especially if they are asynchronous with resource production in the recipient ecosystem. Sato et al. () use a large-scale field experiment to show that changes in the timing of a pulsed terrestrial subsidy can alter stream dynamics from the individual to the ecosystem level. With increasing evidence that global warming will alter the timing, magnitude and frequency of allochthonous inputs, these findings make an important contribution to our understanding of how such changes will reverberate throughout ecosystems that depend on subsidies.
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Affiliation(s)
- Eoin J O'Gorman
- Imperial College London, Silwood Park Campus, Buckhurst Road, Ascot, Berkshire, SL5 7PY, UK
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Kortsch S, Primicerio R, Fossheim M, Dolgov AV, Aschan M. Climate change alters the structure of arctic marine food webs due to poleward shifts of boreal generalists. Proc Biol Sci 2016; 282:rspb.2015.1546. [PMID: 26336179 PMCID: PMC4571709 DOI: 10.1098/rspb.2015.1546] [Citation(s) in RCA: 134] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Climate-driven poleward shifts, leading to changes in species composition and relative abundances, have been recently documented in the Arctic. Among the fastest moving species are boreal generalist fish which are expected to affect arctic marine food web structure and ecosystem functioning substantially. Here, we address structural changes at the food web level induced by poleward shifts via topological network analysis of highly resolved boreal and arctic food webs of the Barents Sea. We detected considerable differences in structural properties and link configuration between the boreal and the arctic food webs, the latter being more modular and less connected. We found that a main characteristic of the boreal fish moving poleward into the arctic region of the Barents Sea is high generalism, a property that increases connectance and reduces modularity in the arctic marine food web. Our results reveal that habitats form natural boundaries for food web modules, and that generalists play an important functional role in coupling pelagic and benthic modules. We posit that these habitat couplers have the potential to promote the transfer of energy and matter between habitats, but also the spread of pertubations, thereby changing arctic marine food web structure considerably with implications for ecosystem dynamics and functioning.
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Affiliation(s)
- Susanne Kortsch
- Norwegian College of Fishery Science, UIT the Arctic University of Norway, 9037 Tromsø, Norway
| | - Raul Primicerio
- Norwegian College of Fishery Science, UIT the Arctic University of Norway, 9037 Tromsø, Norway
| | | | - Andrey V Dolgov
- Knipovich Polar Research Institute of Marine Fisheries and Oceanography (PINRO), 6 Knipovich Street, 183038 Murmansk, Russia
| | - Michaela Aschan
- Norwegian College of Fishery Science, UIT the Arctic University of Norway, 9037 Tromsø, Norway
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43
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Navia AF, Cruz-Escalona VH, Giraldo A, Barausse A. The structure of a marine tropical food web, and its implications for ecosystem-based fisheries management. Ecol Modell 2016. [DOI: 10.1016/j.ecolmodel.2016.02.009] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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44
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Golubski AJ, Westlund EE, Vandermeer J, Pascual M. Ecological Networks over the Edge: Hypergraph Trait-Mediated Indirect Interaction (TMII) Structure. Trends Ecol Evol 2016; 31:344-354. [DOI: 10.1016/j.tree.2016.02.006] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Revised: 02/01/2016] [Accepted: 02/06/2016] [Indexed: 10/22/2022]
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45
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Landry J, Parrott L. Could the lateral transfer of nutrients by outbreaking insects lead to consequential landscape‐scale effects? Ecosphere 2016. [DOI: 10.1002/ecs2.1265] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Affiliation(s)
- Jean‐Sébastien Landry
- Department of Geography and Global Environmental and Climate Change CentreMcGill UniversityMontréal Québec H3A 0B9 Canada
| | - Lael Parrott
- Earth & Environmental Sciences and BiologyIrving K. Barber School of Arts and SciencesUniversity of British Columbia Kelowna British Columbia V1V 1V7 Canada
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46
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Dunne JA, Maschner H, Betts MW, Huntly N, Russell R, Williams RJ, Wood SA. The roles and impacts of human hunter-gatherers in North Pacific marine food webs. Sci Rep 2016; 6:21179. [PMID: 26884149 PMCID: PMC4756680 DOI: 10.1038/srep21179] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2015] [Accepted: 01/19/2016] [Indexed: 11/09/2022] Open
Abstract
There is a nearly 10,000-year history of human presence in the western Gulf of Alaska, but little understanding of how human foragers integrated into and impacted ecosystems through their roles as hunter-gatherers. We present two highly resolved intertidal and nearshore food webs for the Sanak Archipelago in the eastern Aleutian Islands and use them to compare trophic roles of prehistoric humans to other species. We find that the native Aleut people played distinctive roles as super-generalist and highly-omnivorous consumers closely connected to other species. Although the human population was positioned to have strong effects, arrival and presence of Aleut people in the Sanak Archipelago does not appear associated with long-term extinctions. We simulated food web dynamics to explore to what degree introducing a species with trophic roles like those of an Aleut forager, and allowing for variable strong feeding to reflect use of hunting technology, is likely to trigger extinctions. Potential extinctions decreased when an invading omnivorous super-generalist consumer focused strong feeding on decreasing fractions of its possible resources. This study presents the first assessment of the structural roles of humans as consumers within complex ecological networks, and potential impacts of those roles and feeding behavior on associated extinctions.
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Affiliation(s)
| | - Herbert Maschner
- Center for Virtualization and Applied Spatial Technologies, University of South Florida, 4202 E. Fowler Ave., NES 107, Tampa, FL 33620
| | - Matthew W. Betts
- Canadian Museum of History, 100 Laurier Street, Gatineau, QC K1A 0M8, Canada
| | - Nancy Huntly
- Ecology Center, Utah State University, 5205 Old Main Hill, Logan, UT 84322-5205, USA
| | - Roly Russell
- The Sandhill Institute for Complexity and Sustainability, Grand Forks, British Columbia, Canada
| | | | - Spencer A. Wood
- The Natural Capital Project, Stanford University, 371 Serra Mall, Stanford, CA 94305, USA
- School for Environmental and Forest Sciences, 4000 15th Ave NE, University of Washington, Seattle, WA 98195, USA
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McElroy DJ, O'Gorman EJ, Schneider FD, Hetjens H, Le Merrer P, Coleman RA, Emmerson M. Size-balanced community reorganization in response to nutrients and warming. GLOBAL CHANGE BIOLOGY 2015; 21:3971-3981. [PMID: 26147063 DOI: 10.1111/gcb.13019] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2014] [Revised: 06/01/2015] [Accepted: 06/18/2015] [Indexed: 06/04/2023]
Abstract
It is widely accepted that global warming will adversely affect ecological communities. As ecosystems are simultaneously exposed to other anthropogenic influences, it is important to address the effects of climate change in the context of many stressors. Nutrient enrichment might offset some of the energy demands that warming can exert on organisms by stimulating growth at the base of the food web. It is important to know whether indirect effects of warming will be as ecologically significant as direct physiological effects. Declining body size is increasingly viewed as a universal response to warming, with the potential to alter trophic interactions. To address these issues, we used an outdoor array of marine mesocosms to examine the impacts of warming, nutrient enrichment and altered top-predator body size on a community comprised of the predator (shore crab Carcinus maenas), various grazing detritivores (amphipods) and algal resources. Warming increased mortality rates of crabs, but had no effect on their moulting rates. Nutrient enrichment and warming had near diametrically opposed effects on the assemblage, confirming that the ecological effects of these two stressors can cancel each other out. This suggests that nutrient-enriched systems might act as an energy refuge to populations of species under metabolic constraints due to warming. While there was a strong difference in assemblages between mesocosms containing crabs compared to mesocosms without crabs, decreasing crab size had no detectable effect on the amphipod or algal assemblages. This suggests that in allometrically balanced communities, the expected long-term effect of warming (declining body size) is not of similar ecological consequence to the direct physiological effects of warming, at least not over the six week duration of the experiment described here. More research is needed to determine the long-term effects of declining body size on the bioenergetic balance of natural communities.
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Affiliation(s)
- David J McElroy
- Coastal & Marine Ecosystems Group, School of Biological Sciences, The University of Sydney, Sydney, NSW, 2006, Australia
| | - Eoin J O'Gorman
- Imperial College London, Silwood Park Campus, Buckhurst Road, Ascot, Berkshire, SL5 7PY, UK
| | - Florian D Schneider
- Institut des Sciences de l'Evolution, Université de Montpellier, CNRS, IRD, EPHE, CC065, Place Eugène Bataillon, 34095, Montpellier Cedex 05, France
| | - Hanne Hetjens
- Department of Environmental Biology, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, Netherlands
| | - Prune Le Merrer
- Université d'Avignon et des Pays du Vaucluse, IUT Génie Biologique Option Agronomie, Site Agroparc, BP 1207, 84911, Avignon Cedex 9, France
| | - Ross A Coleman
- Coastal & Marine Ecosystems Group, School of Biological Sciences, The University of Sydney, Sydney, NSW, 2006, Australia
| | - Mark Emmerson
- Institute of Global Food Security, School of Biological Sciences, Queen's University Belfast, 97 Lisburn Road, Belfast, BT9 7BL, UK
- Queen's University Marine Laboratory, 12-13, The Strand, Portaferry, BT22 1PF, UK
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Zetina-Rejón MJ, Cabrera-Neri E, López-Ibarra GA, Arcos-Huitrón NE, Christensen V. Trophic modeling of the continental shelf ecosystem outside of Tabasco, Mexico: A network and modularity analysis. Ecol Modell 2015. [DOI: 10.1016/j.ecolmodel.2015.07.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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49
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A primer on the history of food web ecology: Fundamental contributions of fourteen researchers. FOOD WEBS 2015. [DOI: 10.1016/j.fooweb.2015.07.001] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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50
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Wood SA, Russell R, Hanson D, Williams RJ, Dunne JA. Effects of spatial scale of sampling on food web structure. Ecol Evol 2015; 5:3769-82. [PMID: 26380704 PMCID: PMC4567879 DOI: 10.1002/ece3.1640] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2015] [Revised: 07/09/2015] [Accepted: 07/10/2015] [Indexed: 11/23/2022] Open
Abstract
This study asks whether the spatial scale of sampling alters structural properties of food webs and whether any differences are attributable to changes in species richness and connectance with scale. Understanding how different aspects of sampling effort affect ecological network structure is important for both fundamental ecological knowledge and the application of network analysis in conservation and management. Using a highly resolved food web for the marine intertidal ecosystem of the Sanak Archipelago in the Eastern Aleutian Islands, Alaska, we assess how commonly studied properties of network structure differ for 281 versions of the food web sampled at five levels of spatial scale representing six orders of magnitude in area spread across the archipelago. Species (S) and link (L) richness both increased by approximately one order of magnitude across the five spatial scales. Links per species (L/S) more than doubled, while connectance (C) decreased by approximately two-thirds. Fourteen commonly studied properties of network structure varied systematically with spatial scale of sampling, some increasing and others decreasing. While ecological network properties varied systematically with sampling extent, analyses using the niche model and a power-law scaling relationship indicate that for many properties, this apparent sensitivity is attributable to the increasing S and decreasing C of webs with increasing spatial scale. As long as effects of S and C are accounted for, areal sampling bias does not have a special impact on our understanding of many aspects of network structure. However, attention does need be paid to some properties such as the fraction of species in loops, which increases more than expected with greater spatial scales of sampling.
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Affiliation(s)
- Spencer A Wood
- School for Environmental and Forest Sciences, University of Washington Seattle, Washington ; Woods Institute for the Environment, Stanford University Stanford, California
| | - Roly Russell
- Sandhill Institute Grand Forks, British Columbia, Canada
| | - Dieta Hanson
- Department of Biology, McGill University Montreal, Quebec, Canada
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