Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola
Climatic variables have been the main predictors employed in ecological niche modeling and species distribution modeling, although biotic interactions are known to affect species’ spatial distributions via mechanisms such as predation, competition, and mutualism. Biotic interactions can affect speci...
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| Format: | Article |
| Language: | English |
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PeerJ Inc.
2018-12-01
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| Series: | PeerJ |
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| Online Access: | https://peerj.com/articles/6052.pdf |
| _version_ | 1797421036191350784 |
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| author | Marianna V.P. Simões A. Townsend Peterson |
| author_facet | Marianna V.P. Simões A. Townsend Peterson |
| author_sort | Marianna V.P. Simões |
| collection | DOAJ |
| description | Climatic variables have been the main predictors employed in ecological niche modeling and species distribution modeling, although biotic interactions are known to affect species’ spatial distributions via mechanisms such as predation, competition, and mutualism. Biotic interactions can affect species’ responses to abiotic environmental changes differently along environmental gradients, and abiotic environmental changes can likewise influence the nature of biotic interactions. Understanding whether and how to integrate variables at different scales in ecological niche models is essential to better estimate spatial distributions of species on macroecological scales and their responses to change. We report the leaf beetle Eurypedus nigrosignatus as an alien species in the Dominican Republic and investigate whether biotic factors played a meaningful role in the distributional expansion of the species into the Caribbean. We evaluate ecological niche models built with an additive gradient of unlinked biotic predictors—host plants, using likelihood-based model evaluation criteria (Akaike information criterion and Bayesian information criterion) within a range of regularization multiplier parameter values. Our results support the argument that ecological niche models should be more inclusive, as selected biotic predictors can improve the performance of models, despite the increased model complexity, and show that biotic interactions matter at macroecological scales. Moreover, we provide an alternative approach to select optimal combination of relevant variables, to improve estimation of potential invasive areas using global minimum model likelihood scores. |
| first_indexed | 2024-03-09T07:11:08Z |
| format | Article |
| id | doaj.art-2ab382f2409c47d58444e4cab1269a96 |
| institution | Directory Open Access Journal |
| issn | 2167-8359 |
| language | English |
| last_indexed | 2024-03-09T07:11:08Z |
| publishDate | 2018-12-01 |
| publisher | PeerJ Inc. |
| record_format | Article |
| series | PeerJ |
| spelling | doaj.art-2ab382f2409c47d58444e4cab1269a962023-12-03T09:07:00ZengPeerJ Inc.PeerJ2167-83592018-12-016e605210.7717/peerj.6052Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in HispaniolaMarianna V.P. Simões0A. Townsend Peterson1Biodiversity Institute, University of Kansas, Lawrence, KS, USABiodiversity Institute, University of Kansas, Lawrence, KS, USAClimatic variables have been the main predictors employed in ecological niche modeling and species distribution modeling, although biotic interactions are known to affect species’ spatial distributions via mechanisms such as predation, competition, and mutualism. Biotic interactions can affect species’ responses to abiotic environmental changes differently along environmental gradients, and abiotic environmental changes can likewise influence the nature of biotic interactions. Understanding whether and how to integrate variables at different scales in ecological niche models is essential to better estimate spatial distributions of species on macroecological scales and their responses to change. We report the leaf beetle Eurypedus nigrosignatus as an alien species in the Dominican Republic and investigate whether biotic factors played a meaningful role in the distributional expansion of the species into the Caribbean. We evaluate ecological niche models built with an additive gradient of unlinked biotic predictors—host plants, using likelihood-based model evaluation criteria (Akaike information criterion and Bayesian information criterion) within a range of regularization multiplier parameter values. Our results support the argument that ecological niche models should be more inclusive, as selected biotic predictors can improve the performance of models, despite the increased model complexity, and show that biotic interactions matter at macroecological scales. Moreover, we provide an alternative approach to select optimal combination of relevant variables, to improve estimation of potential invasive areas using global minimum model likelihood scores.https://peerj.com/articles/6052.pdfAkaike information criterionBayesian information criterionEltonian noise hypothesisEcological niche modelingModel complexityInvasive species |
| spellingShingle | Marianna V.P. Simões A. Townsend Peterson Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola PeerJ Akaike information criterion Bayesian information criterion Eltonian noise hypothesis Ecological niche modeling Model complexity Invasive species |
| title | Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola |
| title_full | Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola |
| title_fullStr | Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola |
| title_full_unstemmed | Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola |
| title_short | Importance of biotic predictors in estimation of potential invasive areas: the example of the tortoise beetle Eurypedus nigrosignatus, in Hispaniola |
| title_sort | importance of biotic predictors in estimation of potential invasive areas the example of the tortoise beetle eurypedus nigrosignatus in hispaniola |
| topic | Akaike information criterion Bayesian information criterion Eltonian noise hypothesis Ecological niche modeling Model complexity Invasive species |
| url | https://peerj.com/articles/6052.pdf |
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