Although adaptive divergence along environmental gradients has repeatedly been demonstrated, the role of post‐glacial colonization routes in determining phenotypic variation along gradients has received little attention. Here, we used a hierarchical Q_ST–F_ST approach to separate the roles of adaptive and neutral processes in shaping phenotypic variation in moor frog (Rana arvalis) larval life histories along a 1,700 km latitudinal gradient across northern Europe. This species has colonized Scandinavia via two routes with a contact zone in northern Sweden. By using neutral SNP and common garden phenotypic data from 13 populations at two temperatures, we showed that most of the variation along the gradient occurred between the two colonizing lineages. We found little phenotypic divergence within the lineages; however, all phenotypic traits were strongly diverged between the southern and northern colonization routes, with higher growth and development rates and larger body size in the north. The Q_ST estimates between the colonization routes were four times higher than F_ST, indicating a prominent role for natural selection. Q_ST within the colonization routes did not generally differ from F_ST, but we found temperature‐dependent adaptive divergence close to the contact zone. These results indicate that lineage‐specific variation can account for much of the adaptive divergence along a latitudinal gradient.

Stochastic effects from demographic processes and selection are expected to shape the distribution of genetic variation in spatially heterogeneous environments. As the amount of genetic variation is central for long‐term persistence of populations, understanding how these processes affect variation over large‐scale geographical gradients is pivotal. We investigated the distribution of neutral and putatively adaptive genetic variation, and reconstructed demographic history in the moor frog (Rana arvalis) using 136 individuals from 15 populations along a 1,700‐km latitudinal gradient from northern Germany to northern Sweden. Using double digest restriction‐site associated DNA sequencing we obtained 27,590 single nucleotide polymorphisms (SNPs), and identified differentiation outliers and SNPs associated with growing season length. The populations grouped into a southern and a northern cluster, representing two phylogeographical lineages from different post‐glacial colonization routes. Hybrid index estimation and demographic model selection showed strong support for a southern and northern lineage and evidence of gene flow between regions located on each side of a contact zone. However, patterns of past gene flow over the contact zone differed between neutral and putatively adaptive SNPs. While neutral nucleotide diversity was higher along the southern than the northern part of the gradient, nucleotide diversity in differentiation outliers showed the opposite pattern, suggesting differences in the relative strength of selection and drift along the gradient. Variation associated with growing season length decreased with latitude along the southern part of the gradient, but not along the northern part where variation was lower, suggesting stronger climate‐mediated selection in the north. Outlier SNPs included loci involved in immunity and developmental processes.

Genomic variation within and among populations is shaped by the interplay between natural selection and the effects of genetic drift and gene flow. Adaptive divergence can be found in small-scale natural systems even when population sizes are small, and the potential for gene flow is high, suggesting that local environments exert selection pressures strong enough to counteract the opposing effects of drift and gene flow. Here, we investigated genomic differentiation in nine moor frog (Rana arvalis) populations in a small-scale network of local wetlands using 16,707 ddRAD-seq SNPs, relating levels of differentiation with local environments, as well as with properties of the surrounding landscape. We characterized population structure and differentiation, and partitioned the effects of geographic distance, local larval environment, and landscape features on total genomic variation. We also conducted gene-environment association studies using univariate and multivariate approaches. We found small-scale population structure corresponding to 6-8 clusters. Local larval environment was the most influential component explaining 2.3% of the total genetic variation followed by landscape features (1.8%) and geographic distance (0.8%), indicative of isolation-by-environment, -by-landscape, and -by-distance, respectively. We identified 1000 potential candidate SNPs putatively under divergent selection mediated by the local larval environment. The candidate SNPs were involved in, among other biological functions, immune system function and development. Our results suggest that small-scale environmental differences can exert selection pressures strong enough to counteract homogenizing effects of gene flow and drift in this small-scale system, leading to observable population differentiation.

Understanding divergence and plasticity of fitness associated traits along climatic gradients is important in order to understand how populations will respond to environmental change. Here we investigated larval life history evolution of the moor frog (Rana arvalis) along two climatic gradients of contrasting spatial scale: along a 1700km latitudinal gradient and in a small-scale wetland network with contrasting environments. In both systems, we conducted a common garden experiment where we raised tadpoles in two temperature treatments and measured two larval life-history traits (larval period and mass at metamorphosis) and their plasticity. We also utilized ddRAD-seq to conduct Q_ST-F_ST comparisons and genotype-phenotype association studies in both systems. In the wetland network, we found low levels of genetic differentiation, but evidence of adaptive divergence in larval period and in plasticity of mass at metamorphosis. Along the latitudinal gradient, we found strong neutral genetic differentiation and evidence of selection on trait means and their plasticity for both larval period and mass at metamorphosis. These results suggest that patterns of climatic selection on traits means and plasticity largely align across different spatial scales. Finally, we identified a number of SNPs associated with the two larval-life history traits and plasticity. Several rad-tags matched genes and proteins involved in immunity and developmental processes, pointing to the potential importance of development rate-immunity trade-offs shaping life-history evolution in temperate amphibians along climatic gradients.