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Jofré-Madariaga D, Aguilera Moya MA, Alves-de-Souza C, Arias RM, Gutow L, Jeldres Polanco RA, Macaya EC, Kappes MM, Ortiz Arancibia LN, Pino O, Rech S, Rothäusler E, Harrod C, Thiel M. Non-indigenous species and their realized niche in tidepools along the South-East Pacific coast. MARINE ENVIRONMENTAL RESEARCH 2024; 199:106541. [PMID: 38852493 DOI: 10.1016/j.marenvres.2024.106541] [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: 01/07/2024] [Revised: 05/01/2024] [Accepted: 05/02/2024] [Indexed: 06/11/2024]
Abstract
Non-indigenous species (NIS) have the potential to colonize and become established in a wide range of coastal habitats. Species with broad environmental tolerances can quickly adapt to local conditions and expand their niches along environmental gradients, and even colonize habitats with extreme abiotic conditions. Here we report and document the distribution of eight marine NIS (four seaweed and four invertebrate species) found in tidepools along a 3000 km latitudinal gradient along the Pacific coast of Chile (18.4°S to 41.9°S). The seaweed NIS Codium fragile, Capreolia implexa, Schottera nicaeensis and Mastocarpus latissimus were mostly distributed towards high latitudes (i.e., more southerly locations), where temperatures in tidepools were low. The invertebrate NIS Anemonia alicemartinae, Ciona robusta, Bugula neritina and Bugulina flabellata were more common towards low latitudes, where high temperatures were registered in the tidepools. Across the intertidal gradient, seaweed NIS were mostly found in pools in the mid and low intertidal zone, while invertebrate NIS occurred mostly in pools from the mid and upper intertidal zones. The realized niche spaces of NIS (based on the Outlying Mean Index, OMI) in the study area were mainly influenced by environmental conditions of temperature and salinity (along the latitudinal and intertidal gradients), while other tidepool characteristics (depth, surface area, exposition, and complexity) only had minor effects. Five of the eight NIS exhibited a realized niche space coinciding with the average tidepool environmental conditions, while marginal niches were occupied by species with affinities for specific temperatures and salinities along the latitudinal and intertidal gradients. Our results indicate that physiological tolerances to environmental factors play a fundamental role in the distribution of seaweed and invertebrate NIS in tidepools along the Chilean coast. This study confirms that tidepools offer suitable conditions for some seaweed and invertebrate NIS, potentially facilitating their invasion into new natural habitats.
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Affiliation(s)
- David Jofré-Madariaga
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile; Doctorado en Ciencias Aplicadas mención Sistemas Marinos Costeros, Facultad de Ciencias del Mar y Recursos Biológicos, Univ. de Antofagasta, Antofagasta, Chile
| | - Moisés A Aguilera Moya
- Departamento de Ciencias, Facultad de Artes Liberales, Universidad Adolfo Ibáñez, Santiago, Chile, Diagonal Las Torres, 2640, Peñalolén, Santiago, Chile
| | - Catharina Alves-de-Souza
- Departamento de Oceanografía, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción 4030000, Chile; Centro de Investigación Oceanográfica COPAS Coastal, Universidad de Concepción, Concepción, Chile
| | - Rene Matías Arias
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile
| | - Lars Gutow
- Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, 27570 Bremerhaven, Germany
| | - Ricardo Antonio Jeldres Polanco
- Laboratorio de Estudios Algales (ALGALAB), Departamento de Oceanografía, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Casilla 160-C, Concepción, Chile; Centro FONDAP de Investigación en Dinámica de Ecosistemas Marinos de Altas Latitudes (IDEAL), Valdivia, Chile
| | - Erasmo C Macaya
- Laboratorio de Estudios Algales (ALGALAB), Departamento de Oceanografía, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Casilla 160-C, Concepción, Chile; Centro FONDAP de Investigación en Dinámica de Ecosistemas Marinos de Altas Latitudes (IDEAL), Valdivia, Chile
| | - Martín Munizaga Kappes
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile
| | - Leslie Nicole Ortiz Arancibia
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile
| | - Oscar Pino
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile
| | - Sabine Rech
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile; Center for Ecology and Sustainable Management of Oceanic Island (ESMOI), Coquimbo, Chile
| | - Eva Rothäusler
- Centro de Investigaciones Costeras (CIC - UDA), Universidad de Atacama, Copiapó, Chile
| | - Chris Harrod
- Universidad de Antofagasta Stable Isotope Facility, Instituto Antofagasta, Universidad de Antofagasta, Antofagasta, Chile; Instituto de Ciencias Naturales Alexander Von Humboldt. Facultad de Ciencias del Mar y Recursos Biológicos, Universidad de Antofagasta, Antofagasta, Chile; Núcleo Milenio INVASAL, Concepción, Chile
| | - Martin Thiel
- Departamento de Biologia Marina, Facultad de Ciencias del Mar, Universidad Cátolica del Norte, Larrondo 1281, Coquimbo, Chile; Center for Ecology and Sustainable Management of Oceanic Island (ESMOI), Coquimbo, Chile; MarineGEO Program, Smithsonian Environmental Research Center, Edgewater, Maryland, USA.
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Rivera R, Escribano R, González CE, Pérez-Aragón M. Modeling present and future distribution of plankton populations in a coastal upwelling zone: the copepod Calanus chilensis as a study case. Sci Rep 2023; 13:3158. [PMID: 36823290 PMCID: PMC9950369 DOI: 10.1038/s41598-023-29541-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 02/06/2023] [Indexed: 02/25/2023] Open
Abstract
Predicting species distribution in the ocean has become a crucial task to assess marine ecosystem responses to ongoing climate change. In the Humboldt Current System (HCS), the endemic copepod Calanus chilensis is one of the key species bioindicator of productivity and water masses. Here we modeled the geographic distribution of Calanus chilensis for two bathymetric ranges, 0-200 and 200-400 m. For the 0-200 m layer, we used the Bayesian Additive Regression Trees (BART) method, whereas, for the 200-400 m layer, we used the Ensembles of Small Models (ESMs) method and then projected the models into two future scenarios to assess changes in geographic distribution patterns. The models were evaluated using the multi-metric approach. We identified that chlorophyll-a (0.34), Mixed Layer Depth (0.302) and salinity (0.36) explained the distribution of C. chilensis. The geographic prediction of the BART model revealed a continuous distribution from Ecuador to the southernmost area of South America for the 0-200 m depth range, whereas the ESM model indicated a discontinuous distribution with greater suitability for the coast of Chile for the 200-400 m depth range. A reduction of the distribution range of C. chilensis is projected in the future. Our study suggests that the distribution of C. chilensis is conditioned by productivity and mesoscale processes, with both processes closely related to upwelling intensity. These models serve as a tool for proposing indicators of changes in the ocean. We further propose that the species C. chilensis is a high productivity and low salinity indicator at the HCS. We recommend further examining multiple spatial and temporal scales for stronger inference.
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Affiliation(s)
- Reinaldo Rivera
- Millennium Institute of Oceanography (IMO), University of Concepcion, 4030000, Concepcion, Chile.
| | - Rubén Escribano
- grid.5380.e0000 0001 2298 9663Millennium Institute of Oceanography (IMO), University of Concepcion, 4030000 Concepcion, Chile ,grid.5380.e0000 0001 2298 9663Department of Oceanography, Faculty of Natural and Oceanographic Sciences, University of Concepcion, 4030000 Concepcion, Chile
| | - Carolina E. González
- grid.5380.e0000 0001 2298 9663Millennium Institute of Oceanography (IMO), University of Concepcion, 4030000 Concepcion, Chile
| | - Manuela Pérez-Aragón
- grid.5380.e0000 0001 2298 9663Millennium Institute of Oceanography (IMO), University of Concepcion, 4030000 Concepcion, Chile ,grid.5380.e0000 0001 2298 9663Department of Oceanography, Faculty of Natural and Oceanographic Sciences, University of Concepcion, 4030000 Concepcion, Chile
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Silva CP, López DN, Naulin PI, Estay SA. Can suitability indices predict plant growth in the invaded range? The case of Acacias species. FRONTIERS IN PLANT SCIENCE 2023; 14:1125019. [PMID: 36824207 PMCID: PMC9941333 DOI: 10.3389/fpls.2023.1125019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 01/17/2023] [Indexed: 06/18/2023]
Abstract
INTRODUCTION Forestry in many parts of the world depends on exotic species, making this industry a source of invasions in some countries. Among others, plantations of the genus Pinus, Eucalyptus, Acacia, Populus, and Pseudotsuga underpin the forestry industry and are a vital component of many countries economies. Among woody plants, the cosmopolitan genus Acacia includes some of the most commonly planted trees worldwide. In order to prevent, manage and control invasive plant species, one of the most used tools is species distribution models. The output of these models can also be used to obtain information about population characteristics, such as spatial abundance patterns or species performance. Although ecological theory suggests a direct link between fitness and suitability, this link is often absent. The reasons behind the lack of this relationship are multiple. Chile is one of the countries where Acacia species, in particular, A. dealbata and A. melanoxylon, have become invaders. METHODS Here, we used climatic and edaphic variables to predict thepotentially suitable habitats for A. dealbata and A. melanoxylon in continental Chile and evaluate if the suitability indices obtained from these models are associated with the observed performance of the trees along the country. RESULTS Our models show that variable importance showed significant similarities between the variables that characterize each species' niche. However, despite the high accuracy of our models, we did not observe an association between suitability and tree growth. DISCUSSION This disconnection between suitability and performance can result from multiple causes, from structural limitations, like the lack of biotic interactions in the models, to methodological issues, like the usefulness of the performance metric used. Whatever the scenario, our results suggest that plans to control invasive species should be cautious in assuming this relationship in their design and consider other indicators such as species establishment success.
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Affiliation(s)
- Carmen P. Silva
- Instituto de Ciencias Ambientales y Evolutivas, Universidad Austral de Chile, Valdivia, Chile
| | - Daniela N. López
- Instituto de Ciencias Ambientales y Evolutivas, Universidad Austral de Chile, Valdivia, Chile
| | - Paulette I. Naulin
- Laboratorio Biología de Plantas, Departamento de Silvicultura y Conservación de la Naturaleza, Universidad de Chile, Santiago, Chile
| | - Sergio A. Estay
- Instituto de Ciencias Ambientales y Evolutivas, Universidad Austral de Chile, Valdivia, Chile
- Center of Applied Ecology and Sustainability (CAPES), Pontificia Universidad Católica de Chile, Santiago, Chile
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Wilson ER, Murphy KJ, Wyeth RC. Ecological Review of the Ciona Species Complex. THE BIOLOGICAL BULLETIN 2022; 242:153-171. [PMID: 35580029 DOI: 10.1086/719476] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
AbstractThe set of four closely related solitary ascidians Ciona spp. were once considered a single cosmopolitan species, Ciona intestinalis, but are now recognized as genetically and morphologically distinct species. The possibility of ecological differences between the species was not widely considered in studies preceding the schism of Ciona spp. Consequently, there may be an over-generalization of the ecology of Ciona spp., with potential implications for the broad range of studies targeting these species, encompassing the evolution, development, genomics, and invasion biology of Ciona spp. We completed a comprehensive review of the ecology of Ciona spp. to establish the similarities and differences between the widely distributed Ciona robusta and C. intestinalis (and what little is known of the two other species, Ciona sp. C and Ciona sp. D). When necessary, we used study locations and the species' geographic ranges to infer the species in each study in the review. As expected, ecological similarities are the norm between the two species, spanning both abiotic and biotic interactions. However, there are also important differences that have potential implications for other aspects of the biology of Ciona spp. For example, differences in temperature and salinity tolerances likely correspond with the disparities in the geographic distribution of the species. Asymmetries in topics studied in each species diminish our ability to fully compare several aspects of the ecology of Ciona spp. and are priority areas for future research. We anticipate that our clarification of common and unique aspects of each species' ecology will help to provide context for future research in many aspects of the biology of Ciona spp.
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Thomas SM, Verhoeven MR, Walsh JR, Larkin DJ, Hansen GJA. Species distribution models for invasive Eurasian watermilfoil highlight the importance of data quality and limitations of discrimination accuracy metrics. Ecol Evol 2021; 11:12567-12582. [PMID: 34594521 PMCID: PMC8462136 DOI: 10.1002/ece3.8002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2021] [Revised: 06/20/2021] [Accepted: 07/19/2021] [Indexed: 11/12/2022] Open
Abstract
AIM Availability of uniformly collected presence, absence, and abundance data remains a key challenge in species distribution modeling (SDM). For invasive species, abundance and impacts are highly variable across landscapes, and quality occurrence and abundance data are critical for predicting locations at high risk for invasion and impacts, respectively. We leverage a large aquatic vegetation dataset comprising point-level survey data that includes information on the invasive plant Myriophyllum spicatum (Eurasian watermilfoil) to: (a) develop SDMs to predict invasion and impact from environmental variables based on presence-absence, presence-only, and abundance data, and (b) compare evaluation metrics based on functional and discrimination accuracy for presence-absence and presence-only SDMs. LOCATION Minnesota, USA. METHODS Eurasian watermilfoil presence-absence and abundance information were gathered from 468 surveyed lakes, and 801 unsurveyed lakes were leveraged as pseudoabsences for presence-only models. A Random Forest algorithm was used to model the distribution and abundance of Eurasian watermilfoil as a function of lake-specific predictors, both with and without a spatial autocovariate. Occurrence-based SDMs were evaluated using conventional discrimination accuracy metrics and functional accuracy metrics assessing correlation between predicted suitability and observed abundance. RESULTS Water temperature degree days and maximum lake depth were two leading predictors influencing both invasion risk and abundance, but they were relatively less important for predicting abundance than other water quality measures. Road density was a strong predictor of Eurasian watermilfoil invasion risk but not abundance. Model evaluations highlighted significant differences: Presence-absence models had high functional accuracy despite low discrimination accuracy, whereas presence-only models showed the opposite pattern. MAIN CONCLUSION Complementing presence-absence data with abundance information offers a richer understanding of invasive Eurasian watermilfoil's ecological niche and enables evaluation of the model's functional accuracy. Conventional discrimination accuracy measures were misleading when models were developed using pseudoabsences. We thus caution against the overuse of presence-only models and suggest directing more effort toward systematic monitoring programs that yield high-quality data.
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Affiliation(s)
- Shyam M. Thomas
- Department of Fisheries Wildlife & Conservation Biology and Minnesota Aquatic Invasive Species Research CenterUniversity of MinnesotaSt. PaulMinnesotaUSA
| | - Michael R. Verhoeven
- Department of Fisheries Wildlife & Conservation Biology and Minnesota Aquatic Invasive Species Research CenterUniversity of MinnesotaSt. PaulMinnesotaUSA
| | - Jake R. Walsh
- Department of Fisheries Wildlife & Conservation Biology and Minnesota Aquatic Invasive Species Research CenterUniversity of MinnesotaSt. PaulMinnesotaUSA
- Minnesota Department of Natural ResourcesSt. PaulMinnesotaUSA
| | - Daniel J. Larkin
- Department of Fisheries Wildlife & Conservation Biology and Minnesota Aquatic Invasive Species Research CenterUniversity of MinnesotaSt. PaulMinnesotaUSA
| | - Gretchen J. A. Hansen
- Department of Fisheries Wildlife & Conservation Biology and Minnesota Aquatic Invasive Species Research CenterUniversity of MinnesotaSt. PaulMinnesotaUSA
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Pinochet J, Rivera R, Neill PE, Brante A, Hernández CE. Spread of the non-native anemone Anemonia alicemartinae Häussermann & Försterra, 2001 along the Humboldt-current large marine ecosystem: an ecological niche model approach. PeerJ 2019; 7:e7156. [PMID: 31308996 PMCID: PMC6612420 DOI: 10.7717/peerj.7156] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Accepted: 05/20/2019] [Indexed: 12/29/2022] Open
Abstract
The geographical expansion of invasive species depends mainly on its dispersal potential, and the abiotic and biotic factors affecting it. Knowing the invasive dynamic of non-native species, as well as its behavior at different natural or anthropogenic scenarios, is fundamental for planning conservation management policies and control plans. The invasive sea anemone Anemonia alicemartinae in habits from the north (18°S) to the south-central (36°S) coast of Chile and its distribution range has expanded by approximately 1,928 km in the last 50 years. Previous works have proposed that human-mediated southward transport associated with regional-scale maritime activities could explain its rapid spread. To evaluate this hypothesis, we used ecological niche models (ENM) to evaluate the potential colonization of the southernmost area of South America. Additionally, we conducted a post hoc analysis to evaluate the relationship between the prediction of the ENM and human activity measured as the number of landings of ships in ports. The models were built based on presence records of A. alicemartinae, and oceanographic variables. Results showed that sea surface salinity and annual sea surface temperature (variance) are the best predictor variables to explain the distribution of A. alicemartinae. There was a positive and significant relationship between the geographical distribution of the sea anemone predicted by the ENM and the number of landings, as a proxy of anthropogenic activity. The most susceptible areas to invasion were those that showed the highest variability in both oceanographic predictors. These areas included the Biobío region, Chiloé´s inland sea, Aysén, and Chacabuco regions, which together comprise two biogeographical provinces. These results sustain the proposed hypothesis and, overall, the results suggest that along with the characteristics of the life history of A. alicemartinae, oceanographic conditions and maritime transport as vector contribute to the southern range expansion of this invasive cryptogenic species in the Humboldt-current large marine ecosystem.
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Affiliation(s)
- Javier Pinochet
- Departamento de Zoología, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Chile
| | - Reinaldo Rivera
- Ecología Evolutiva y Filoinformática, Departamento de Zoología, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
| | | | - Antonio Brante
- Departamento de Ecología, Facultad de Ciencias, Universidad Católica de la Santísima Concepción, Concepción, Chile.,Centro de Investigación en Biodiversidad y Ambientes Sustentables (CIBAS), Universidad Católica de la Santísima Concepción, Concepción, Chile
| | - Cristián E Hernández
- Ecología Evolutiva y Filoinformática, Departamento de Zoología, Facultad de Ciencias Naturales y Oceanográficas, Universidad de Concepción, Concepción, Chile
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Lins DM, de Marco P, Andrade AFA, Rocha RM. Predicting global ascidian invasions. DIVERS DISTRIB 2018. [DOI: 10.1111/ddi.12711] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Daniel M. Lins
- Ecology and Conservation Graduate Program; Universidade Federal do Paraná; Curitiba Brazil
| | - Paulo de Marco
- Ecology and Evolution Graduate Program; Universidade Federal de Goiás; Goiania Brazil
| | - Andre F. A. Andrade
- Ecology and Evolution Graduate Program; Universidade Federal de Goiás; Goiania Brazil
| | - Rosana M. Rocha
- Ecology and Conservation Graduate Program; Universidade Federal do Paraná; Curitiba Brazil
- Zoology Department; Universidade Federal do Paraná; Curitiba Brazil
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Nydam ML, Yanckello LM, Bialik SB, Giesbrecht KB, Nation GK, Peak JL. Introgression in two species of broadcast spawning marine invertebrate. Biol J Linn Soc Lond 2017. [DOI: 10.1093/biolinnean/blw012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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