title: Spatial variation in the climatic predictors of species compositional turnover and endemism.
abstract: Previous research focusing on broad-scale or geographically invariant species-environment dependencies suggest that temperature-related variables explain more of the variation in reptile distributions than precipitation. However, species-environment relationships may exhibit considerable spatial variation contingent upon the geographic nuances that vary between locations. Broad-scale, geographically invariant analyses may mask this local variation and their findings may not generalize to different locations at local scales. We assess how reptile-climatic relationships change with varying spatial scale, location, and direction. Since the spatial distributions of diversity and endemism hotspots differ for other species groups, we also assess whether reptile species turnover and endemism hotspots are influenced differently by climatic predictors. Using New Zealand reptiles as an example, the variation in species turnover, endemism and turnover in climatic variables was measured using directional moving window analyses, rotated through 360°. Correlations between the species turnover, endemism and climatic turnover results generated by each rotation of the moving window were analysed using multivariate generalized linear models applied at national, regional, and local scales. At national-scale, temperature turnover consistently exhibited the greatest influence on species turnover and endemism, but model predictive capacity was low (typically r (2) = 0.05, P < 0.001). At regional scales the relative influence of temperature and precipitation turnover varied between regions, although model predictive capacity was also generally low. Climatic turnover was considerably more predictive of species turnover and endemism at local scales (e.g., r (2) = 0.65, P < 0.001). While temperature turnover had the greatest effect in one locale (the northern North Island), there was substantial variation in the relative influence of temperature and precipitation predictors in the remaining four locales. Species turnover and endemism hotspots often occurred in different locations. Climatic predictors had a smaller influence on endemism. Our results caution against assuming that variability in temperature will always be most predictive of reptile biodiversity across different spatial scales, locations and directions. The influence of climatic turnover on the species turnover and endemism of other taxa may exhibit similar patterns of spatial variation. Such intricate variation might be discerned more readily if studies at broad scales are complemented by geographically variant, local-scale analyses.
authors.affiliation: School of Biological Earth and Environmental Sciences, University of New South Wales Sydney, New South Wales, 2052, Australia.
authors.forename: Giovanni
authors.initials: G
authors.lastname: Di Virgilio
authors.affiliation: School of Biological Earth and Environmental Sciences, University of New South Wales Sydney, New South Wales, 2052, Australia.
authors.forename: Shawn W
authors.initials: SW
authors.lastname: Laffan
authors.affiliation: School of Biological Earth and Environmental Sciences, University of New South Wales Sydney, New South Wales, 2052, Australia.
authors.forename: Malte C
authors.initials: MC
authors.lastname: Ebach
authors.affiliation: School of Biological Sciences, Monash University Clayton, Victoria, 3800, Australia ; Allan Wilson Centre for Molecular Ecology and Evolution, School of Biological Sciences, Victoria University of Wellington Wellington, 6140, New Zealand.
authors.forename: David G
authors.initials: DG
authors.lastname: Chapple
keywords: Biodiversity hotspots; climatic heterogeneity; conservation; geckos; macroecology; skinks