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Sunny A, Marmolejo C, Vidal-López R, Falconi-Briones FA, Cuervo-Robayo ÁP, Bolom-Huet R. EcoNicheS: enhancing ecological niche modeling, niche overlap and connectivity analysis using the shiny dashboard and R package. PeerJ 2025; 13:e19136. [PMID: 40166046 PMCID: PMC11956771 DOI: 10.7717/peerj.19136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 02/19/2025] [Indexed: 04/02/2025] Open
Abstract
EcoNicheS (https://github.com/armandosunny/EcoNicheS) is a comprehensive R package built on a Shiny dashboard that offers an intuitive and streamlined workflow for creating ecological niche models (ENMs) and landscape connectivity models. It incorporates tools for niche modeling, overlap analysis, and connectivity modeling, leveraging robust algorithms from the biomod2 suite. EcoNicheS is designed to simplify the technical complexities of ENMs, bridging the gap between advanced modeling techniques and user accessibility. The package offers an interactive interface for streamlined data input, model parameterization, and result visualization. Its comprehensive toolset includes occurrence data processing, pseudoabsence point generation, urbanization filters, and ecological connectivity modeling, distinguishing it from other platforms. EcoNicheS integrates innovative workflows with dynamic output visualizations while emphasizing reproducibility and comparability across statistical methods. Its practical applications span diverse research fields, including biogeography, epidemiology, evolutionary studies, climate change impacts, landscape connectivity, and biodiversity conservation. This versatility makes EcoNicheS a valuable resource for advancing in ecological and conservation science.
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Affiliation(s)
- Armando Sunny
- Centro de Investigación en Ciencias Biológicas Aplicadas, Facultad de Ciencias, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
- Centro de Innovación Digital “Mandra” Laboratorio Nacional de Enseñanza e Innovación aplicando Cómputo de Alto Rendimiento (EICAR), CONAHCyT, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
| | - Clere Marmolejo
- Centro de Investigación en Ciencias Biológicas Aplicadas, Facultad de Ciencias, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
- Centro de Innovación Digital “Mandra” Laboratorio Nacional de Enseñanza e Innovación aplicando Cómputo de Alto Rendimiento (EICAR), CONAHCyT, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
| | - Rodrigo Vidal-López
- Centro de Innovación Digital “Mandra” Laboratorio Nacional de Enseñanza e Innovación aplicando Cómputo de Alto Rendimiento (EICAR), CONAHCyT, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
| | - Fredy A. Falconi-Briones
- Departamento de Conservación de la Biodiversidad, El Colegio de la Frontera Sur, San Cristóbal de Las Casas, Chiapas, Mexico
| | - Ángela P. Cuervo-Robayo
- Laboratorio Nacional Conahcyt de Biología del Cambio Climático, CONAHCyT, Mexico City, Mexico
- Departamento de Zoología, Instituto de Biología, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - René Bolom-Huet
- Centro de Investigación en Ciencias Biológicas Aplicadas, Facultad de Ciencias, Universidad Autónoma del Estado de México, Toluca, Estado de México, Mexico
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Wesselmann M, Hendriks IE, Johnson M, Jordà G, Mineur F, Marbà N. Increasing spread rates of tropical non-native macrophytes in the Mediterranean Sea. GLOBAL CHANGE BIOLOGY 2024; 30:e17249. [PMID: 38572713 DOI: 10.1111/gcb.17249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 02/09/2024] [Accepted: 02/25/2024] [Indexed: 04/05/2024]
Abstract
Warming as well as species introductions have increased over the past centuries, however a link between cause and effect of these two phenomena is still unclear. Here we use distribution records (1813-2023) to reconstruct the invasion histories of marine non-native macrophytes, macroalgae and seagrasses, in the Mediterranean Sea. We defined expansion as the maximum linear rate of spread (km year-1) and the accumulation of occupied grid cells (50 km2) over time and analyzed the relation between expansion rates and the species' thermal conditions at its native distribution range. Our database revealed a marked increase in the introductions and spread rates of non-native macrophytes in the Mediterranean Sea since the 1960s, notably intensifying after the 1990s. During the beginning of this century species velocity of invasion has increased to 26 ± 9 km2 year-1, with an acceleration in the velocity of invasion of tropical/subtropical species, exceeding those of temperate and cosmopolitan macrophytes. The highest spread rates since then were observed in macrophytes coming from native regions with minimum SSTs two to three degrees warmer than in the Mediterranean Sea. In addition, most non-native macrophytes in the Mediterranean (>80%) do not exceed the maximum temperature of their range of origin, whereas approximately half of the species are exposed to lower minimum SST in the Mediterranean than in their native range. This indicates that tropical/subtropical macrophytes might be able to expand as they are not limited by the colder Mediterranean SST due to the plasticity of their lower thermal limit. These results suggest that future warming will increase the thermal habitat available for thermophilic species in the Mediterranean Sea and continue to favor their expansion.
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Affiliation(s)
- Marlene Wesselmann
- Global Change Research Group, IMEDEA (CSIC-UIB), Institut Mediterrani d'Estudis Avançats, Esporles, Spain
| | - Iris E Hendriks
- Global Change Research Group, IMEDEA (CSIC-UIB), Institut Mediterrani d'Estudis Avançats, Esporles, Spain
| | - Mark Johnson
- School of Natural Sciences and Ryan Institute, University of Galway, Ireland
| | - Gabriel Jordà
- Instituto Espanol de Oceanografía, Centre Oceanografic de Balears, Palma, Spain
| | - Frederic Mineur
- School of Natural Sciences and Ryan Institute, University of Galway, Ireland
| | - Núria Marbà
- Global Change Research Group, IMEDEA (CSIC-UIB), Institut Mediterrani d'Estudis Avançats, Esporles, Spain
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Sandoval-Gil JM, Sánchez-Barredo M, Cruz-López R, Zertuche-González JA, Beas-Luna R, Lorda J, Montaño-Moctezuma G. Shading by giant kelp canopy can restrict the invasiveness of Undaria pinnatifida (Laminariales, Phaeophyceae). JOURNAL OF PHYCOLOGY 2023; 59:552-569. [PMID: 36973579 DOI: 10.1111/jpy.13330] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 12/20/2022] [Accepted: 03/11/2023] [Indexed: 06/15/2023]
Abstract
The spread of non-indigenous and invasive seaweeds has increased worldwide, and their potential effects on native seaweeds have raised concern. Undaria pinnatifida is considered among the most prolific non-indigenous species. This species has expanded rapidly in the Northeast Pacific, overlapping with native communities such as the iconic giant kelp forests (Macrocystis pyrifera). Canopy shading by giant kelp has been argued to be a limiting factor for the presence of U. pinnatifida in the understory, thus its invasiveness capacity. However, its physiological plasticity under light limitation remains unclear. In this work, we compared the physiology and growth of juvenile U. pinnatifida and M. pyrifera sporophytes transplanted to the understory of a giant kelp forest, to juveniles growing outside of the forest. Extreme low light availability compared to that outside (~0.2 and ~4.4 mol photon ⋅ m-2 ⋅ d-1 , respectively) likely caused a "metabolic energy crisis" in U. pinnatifida, thus restricting its photoacclimation plasticity and nitrogen acquisition, ultimately reducing its growth. Despite M. pyrifera juveniles showing photoacclimatory responses (e.g., increases in photosynthetic efficiency and lower compensation irradiance, Ec ), their physiological/vegetative status deteriorated similarly to U. pinnatifida, which explains the low recruitment inside the forest. Generally, our results revealed the ecophysiological basis behind the limited growth and survival of juvenile U. pinnatifida sporophytes in the understory.
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Affiliation(s)
- Jose Miguel Sandoval-Gil
- Universidad Autónoma de Baja California (UABC), Instituto de Investigaciones Oceanológicas, Ensenada, Baja California, 22830, Mexico
| | - Mariana Sánchez-Barredo
- Universidad Autónoma de Baja California (UABC), Instituto de Investigaciones Oceanológicas, Ensenada, Baja California, 22830, Mexico
| | - Ricardo Cruz-López
- Universidad Autónoma de Baja California (UABC), Instituto de Investigaciones Oceanológicas, Ensenada, Baja California, 22830, Mexico
| | - José Antonio Zertuche-González
- Universidad Autónoma de Baja California (UABC), Instituto de Investigaciones Oceanológicas, Ensenada, Baja California, 22830, Mexico
| | - Rodrigo Beas-Luna
- Universidad Autónoma de Baja California (UABC), Facultad de Ciencias Marinas, Ensenada, Baja California, 22830, Mexico
| | - Julio Lorda
- Universidad Autónoma de Baja California (UABC), Facultad de Ciencias, Ensenada, Baja California, 22830, Mexico
| | - Gabriela Montaño-Moctezuma
- Universidad Autónoma de Baja California (UABC), Instituto de Investigaciones Oceanológicas, Ensenada, Baja California, 22830, Mexico
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Bereza D, Shenkar N. Shipping voyage simulation reveals abiotic barriers to marine bioinvasions. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 837:155741. [PMID: 35525364 DOI: 10.1016/j.scitotenv.2022.155741] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2022] [Revised: 04/06/2022] [Accepted: 05/02/2022] [Indexed: 06/14/2023]
Abstract
The shipping industry is considered the main vector of introduction of marine non-indigenous species (NIS). NIS distributions are often a consequence of frequent trade activities that are affected by economic trends. A dominant trend in the shipping industry is the operation of Ultra Large Container Vessels (ULCV), which are over 395 m long and sail mostly on the East-Asia - northern-Europe route. Understanding the risk of NIS introduction by this emerging shipping category is needed for devising strategies for sustainable shipping. Here, we conducted a controlled simulation of key abiotic factors that determine marine bioinvasion success: temperature, salinity, and food availability along selected routes, under two treatments: ULCV and intermediate-size vessels. We tested the effect of each treatment and the varying environmental conditions on the survival of two invasive ascidians (Chordata, Ascidiacea). We used survival analysis methods to locate predictors of ascidian mortality; Environmental conditions at ports with high mortality were used to identify similar major ports on a global scale as potential abiotic barriers. The key factors in ascidian mortality varied between the two species, but for both species, the treatment and salinity were dominant predictors for survival. We identified Port Klang, Rotterdam, and Dammam as ports with high mortality and located several globally distributed major ports that present similar environmental conditions. Our results highlight the potential role of selected major ports as abiotic barriers to fouling organisms during ocean voyages. The tolerance of the tropical-origin Microcosmus exasperatus to the northern-Europe conditions, and of the temperate/sub-tropical origin Styela plicata, to high temperature conditions, point out the urgent need to modify international fouling regulations in view of global change. Further studies on the survival of fouling organisms during a cascade of changing environmental conditions will contribute to the advancement of science-based regulations to reduce the adverse effects of NIS.
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Affiliation(s)
- Doron Bereza
- School of Zoology, George S. Wise Faculty of Life Sciences, Tel-Aviv University, Tel Aviv, Israel
| | - Noa Shenkar
- School of Zoology, George S. Wise Faculty of Life Sciences, Tel-Aviv University, Tel Aviv, Israel; The Steinhardt Museum of Natural History and Israel National Center for Biodiversity Studies, Tel-Aviv University, Tel Aviv, Israel.
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Petrocelli A, Alabiso G, Cecere E, Ricci P, Carlucci R. Invasive or not? The case of Grateloupia turuturu (Rhodophyta, Halymeniales) in the Northern Ionian Sea (Mediterranean Sea). MARINE POLLUTION BULLETIN 2020; 161:111748. [PMID: 33120033 DOI: 10.1016/j.marpolbul.2020.111748] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 10/06/2020] [Accepted: 10/06/2020] [Indexed: 06/11/2023]
Abstract
It has been predicted that Grateloupia turuturu, native of the cold-temperate waters of Japan, is one of the most invasive marine species considered as a threat to global marine biodiversity. However, few studies have been carried out to assess the extent of its spread worldwide. Its seasonal dynamics in the Mar Piccolo of Taranto, a transitional water system in the Northern Ionian Sea, were observed for ten years. Systematic monthly observations were carried out from 2008 to 2018. The length of thalli and density were measured alongside the seawater temperature. Data were processed by means of non-parametric statistical analyses. No invasive behavior was detected for G. turuturu. It seems well established in the Mar Piccolo even though its population is limited to the station of first detection. However, due to its shown preference for plastic substrate, it could become a vector of another urgent threat, that is plastic pollution.
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Affiliation(s)
| | - Giorgio Alabiso
- Institute of Water Research (IRSA) - C.N.R., via Roma 3, 74123 Taranto, Italy.
| | - Ester Cecere
- Institute of Water Research (IRSA) - C.N.R., via Roma 3, 74123 Taranto, Italy.
| | - Pasquale Ricci
- Department of Biology, University of Bari, Campus, via Orabona 4, 70125 Bari, Italy.
| | - Roberto Carlucci
- Department of Biology, University of Bari, Campus, via Orabona 4, 70125 Bari, Italy.
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