The influence of life history characteristics on flea (Siphonaptera) species distribution models

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dc.contributor.author Van der Mescht, Luther
dc.contributor.author Le Roux, Peter Christiaan
dc.contributor.author Matthee, Conrad A.
dc.contributor.author Raath, Morgan Jade
dc.contributor.author Matthee, Sonja
dc.date.accessioned 2016-06-01T08:01:28Z
dc.date.available 2016-06-01T08:01:28Z
dc.date.issued 2016-03-29
dc.description Additional file 1: Calculation of coefficients of harmonic regression for climate variables and topography in R. Description of data: R script illustrating the production of the coefficients of harmonic regression for climate variables and topography. en_ZA
dc.description Additional file 2: Collinearity among the 19 final individual predictor variables. All final predictor variables had correlation values below 0.7 or above−0.7. Description of data: The table contains collinearity among final 19 predictor variables chosen for modelling. en_ZA
dc.description Additional file 3: List of predictor variables indicating their respective reference codes. Description of data: The table contains a list of all predictor variables considered for this study and their abbreviations as reference codes. en_ZA
dc.description Additional file 4: Calculation of the true skill statistic (TSS) for each replicate of the 10-fold cross-validation from MaxEnt output in R. Description of data: R script illustrating the calculation of the true skill statistic (TSS) for each replicate of the 10-fold cross-validation from MaxEnt output. en_ZA
dc.description Additional file 5: Variable importance (i.e. percent relative predictor variable individual contribution) in MaxEnt models, averaged across flea species based on (a) microhabitat preference and (b) host specificity (see Additional file 2 for variable reference code). Significant differences in the contribution of predictor variables between the two categories of species are indicated by asterisks: *** P < 0.001, ** P < 0.01, * P < 0.05. Description of data: The bar plot figure illustrate variable importance (i.e. percent relative predictor variable individual contribution) in MaxEnt models, averaged across flea species based on microhabitat preference and host specificity. en_ZA
dc.description.abstract BACKGROUND : Ectoparasites exhibit pronounced variation in life history characteristics such as time spent on the host and host range. Since contemporary species distribution (SD) modelling does not account for differences in life history, the accuracy of predictions of current and future species’ ranges could differ significantly between life history groups. RESULTS : SD model performance was compared between 21 flea species that differ in microhabitat preferences and level of host specificity. Distribution models generally performed well, with no significant differences in model performance based on either microhabitat preferences or host specificity. However, the relative importance of predictor variables was significantly related to host specificity, with the distribution of host-opportunistic fleas strongly limited by thermal conditions and host-specific fleas more associated with conditions that restrict their hosts’ distribution. The importance of temperature was even more pronounced when considering microhabitat preference, with the distribution of fur fleas being strongly limited by thermal conditions and nest fleas more associated with variables that affect microclimatic conditions in the host nest. CONCLUSIONS : Contemporary SD modelling, that includes climate and landscape variables, is a valuable tool to study the biogeography and future distributions of fleas and other parasites taxa. However, consideration of life history characteristics is cautioned as species may be differentially sensitive to environmental conditions. en_ZA
dc.description.department Plant Science en_ZA
dc.description.librarian am2016 en_ZA
dc.description.uri http://www.parasitesandvectors.com en_ZA
dc.identifier.citation Van der Mescht, L, Le Roux, PC, Matthee, CA, Raath, MJ & Matthee, S 2016, 'The influence of life history characteristics on flea (Siphonaptera) species distribution models', Parasites and Vectors, vol. 9, art. no. 178, pp. 1-10. en_ZA
dc.identifier.issn 1756-3305
dc.identifier.other 10.1186/s13071-016-1466-9
dc.identifier.uri http://hdl.handle.net/2263/52818
dc.language.iso en en_ZA
dc.publisher BioMed Central en_ZA
dc.rights © 2016 van der Mescht et al. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License. en_ZA
dc.subject Siphonaptera en_ZA
dc.subject MaxEnt en_ZA
dc.subject Host specificity en_ZA
dc.subject Microhabitat preference en_ZA
dc.subject Life history en_ZA
dc.subject Climate envelope modelling en_ZA
dc.subject Species distribution (SD) en_ZA
dc.subject True skill statistic (TSS) en_ZA
dc.subject Area under the curve (AUC) en_ZA
dc.title The influence of life history characteristics on flea (Siphonaptera) species distribution models en_ZA
dc.type Article en_ZA


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