Gene flow and habitat heterogeneity shape coexistence dynamics of Arctic charr morphs in connected lakes
Data files
Apr 08, 2026 version files 25.87 MB
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Basic_information_TVV-UVV_Arctic_Charr.csv
17.68 KB
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ddRAD_TVV-UVV_Arctic_charr.gen
9.62 MB
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ddRAD_TVV-UVV-ref_Arctic_charr.gen
16.09 MB
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Diet_UVV_Arctic_charr.csv
5.56 KB
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MtDNA_genotype_TVV-UVV_Arctic_charr.csv
7.32 KB
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README.md
2.74 KB
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Sequenced_GM_TVV-UVV_Arctic_charr.TPS
133.13 KB
Abstract
Sympatric morphs provide valuable systems for studying incipient divergence despite incomplete reproductive isolation. In connected waterbodies with spatially heterogeneous habitats, one or more morphs may form metapopulation structures, generating eco-evolutionary dynamics unlike those in single lakes. We studied the phenotypic and genome-wide differentiation in Arctic charr (Salvelinus alpinus) in two Icelandic lakes (Thingvallavatn, known to harbour four distinct morphs, and a smaller downstream lake, Ulfljotsvatn), using geometric morphometrics, diet analysis, genome-wide SNPs acquired via double digest Restriction-site Associated DNA sequencing (ddRADseq) and two morph-associated mitochondrial markers. Our analyses confirm a single origin of charr polymorphism in this system, with all morphs present in both lakes. Relative morph abundances differ between the lakes: PL-charr dominate in Thingvallavatn, whereas LB-charr are most abundant in Ulfljotsvatn. Three morphs, large- (LB-), small (SB-) benthivorous and planktivorous (PL-) charr, are genetically distinct. The system likely forms a source-sink structure for both PL- and SB-charr, though migration rates from Thingvallavatn vary remarkably, resulting in distinct population dynamics. Conversely, LB-char exhibit genetic differentiation between the lakes, suggesting the presence of a separate population in Ulfljotsvatn. While piscivorous (PI-) charr appear genetically similar to PL-charr, evidence suggests hybridization between PI- and LB-charr in both lakes. Moreover, the higher hybridization in the downstream lake likely contributes to the observed erosion of genetic separation between LB- and PL-charr in Ulfljotsvatn. These findings suggest that the complex interplay of habitat heterogeneity and morph-specific migrations shapes the coexistence and eco-evolutionary dynamics of sympatric charr morphs in the connected lakes. Our study highlights the importance of investigating early divergence in spatially complex systems to advance eco-evolutionary research.
Dataset DOI: 10.5061/dryad.9cnp5hqvv
Description of the data and file structure
This repository contains relevant information and files generated for Arctic Charr (Salvelinus alpinus) samples (N = 286) for the paper titled "Gene flow and habitat heterogeneity shape coexistence dynamics of Arctic charr morphs in connected lakes" (https://onlinelibrary.wiley.com/doi/10.1111/mec.70225).
Files and variables
File: Basic_information_TVV-UVV_Arctic_Charr.csv
Description: In this file, each sample's original ID (Nr.), type, correlated DNA ID (used for sequencing data in genepopfile and MtDNA genotype), photo ID (used in the TPS file for geometric morphometrics), and other information (sampling site and sampling year) are provided.
File: MtDNA_genotype_TVV-UVV_Arctic_charr.csv
Description: The genotype of the two mtDNA polymorphisms (m1829G > A and m3211T > C) was listed for each individual with coresponding DNA ID.
File: Diet_UVV_Arctic_charr.csv
Description: Diet information extracted from stomach contents that identified into key taxa (such as snails, trichoptera larva, insect remains, etc.) for charr sampled from Ulfljotsvatn with coresponding original ID and morph classification.
File: Sequenced_GM_TVV-UVV_Arctic_charr.TPS
Description: TPS file contain coordinates of 18 landmarks (including 6 semi-landmarks) and size information of head shape for charr morphs from the lake system. Samples were listed with corresponding photo IDs. Details of thr set-up of the landmarks can be found in the supporting information (see https://onlinelibrary.wiley.com/doi/10.1111/mec.70225)
File: ddRAD_TVV-UVV-ref_Arctic_charr.gen
Description: Genepop file of SNPs generated for charr morphs from the lake system and reference populations. Samples were listed with coresponding DNA ID.
File: ddRAD_TVV-UVV_Arctic_charr.gen
Description: Genepop file of SNPs generated for charr morphs from the lake system only. Samples were listed with coresponding DNA ID.
Code/software
The TPS file was generated using tpsDig2, downloaded from the Stony Brook morphometric website (https://www.sbmorphometrics.org/) and further processed in R using the package geomorph. The genomic data were generated by Stacks version 2.41 and further processed in R using the package adegenet.
Access information
Other publicly accessible locations of the data:
- The raw sequence reads have been deposited in the NCBI SRA under BioProject PRJNA1335803.
