Submitted:
27 April 2026
Posted:
30 April 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Studied System
2.2. Scoring Microsatellite Genotypes
2.3. Describing Scalation
2.4. Data Analysis
2.4.1. Variability Within the Metapopulations.
2.4.2. Uniqueness of Individuals and Metapopulations.
2.4.3. Variability Among the Metapopulations.
2.4.4. Association of Dissimilarities Between Phenotypes, Genotypes and Environmental Conditions.
2.4.5. Association Analysis of Individual and Climate Differences, and Comparison of Phenotypic, Genotypic and Geographic Distances Between Metapopulations.
2.5. Software Used
3. Results
3.1. Variability Within each Species and Metapopulations
3.2. Differentiation Among Species and Metapopulations
3.3. Uniqueness of Individuals and Metapopulations
3.4. Association Between Individual Phenotypic and Genotypic Differences
3.5. Association of Genotypes and Phenotypes with Geography and Environmental Variables
4. Discussion
Supplementary Materials
Author Contributions
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| D. dahl | D. portschinskii a | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| KW estimate b / nENDI estimate c | KW estimate / nENDI estimate | ||||||||
| Location | N | SMMv d | Numeric e | Nominal f | N | SMMv | Numeric | Nominal | |
| 1 | 13 | 0.051 / 0.037 | 0.173 / 0.132 | 0.771 / 0.556 | 2 | 0.228 / 0.228 | 0.235 / 0.187 | 0.733 / 0.613 | |
| 2 | 8 | 0.091 / 0.088 | 0.184/ 0.132 | 0.816/ 0.570 | 4 | 0.312 / 0.307 | 0.210 / 0.202 | 0.800 / 0.650 | |
| 3 | 13 | 0.055 / 0.048 | 0.164/ 0.128 | 0.756 / 0.555 | 6 | 0.207 / 0.203 | 0.284 / 0.243 | 0.533 / 0.440 | |
| 4 | 6 | 0.125 / 0.115 | 0.163 / 0.116 | 0.787/ 0.570 | 4 | 0.220 / 0.208 | 0.237 / 0.192 | 0.775 / 0.577 | |
| 5 | 9 | 0.054 / 0.041 | 0.155/ 0.138 | 0.686 / 0.588 | 7 | 0.338 / 0.328 | 0.215 / 0.193 | 0.643/ 0.581 | |
| 6 | 5 | 0.074 / 0.067 | 0.168 / 0.142 | 0.678 / 0.557 | 4 | 0.206 / 0.201 | 0.260 / 0.220 | 0.650 / 0.518 | |
| Average | 0.075 / 0.066 | 0.168 / 0.131 | 0.749 / 0.566 | 0.252 / 0.246 | 0.240 / 0.206 | 0.689/ 0.563 | |||
| Pool | 54 | 0.083 / 0.072 | 0.192 / 0.188 | 0.834 / 0.836 | 27 | 0.349 / 0.339 | 0.297 / 0.298 | 0.830 / 0.841 | |
| D. dahli / D. portschinskii a | |||
|---|---|---|---|
| SMMv b | Numeric c | Nominal d | |
| Coefficient of differentiation | 0.020 / 0.120 | 0.019 / 0.063 | 0.059 / 0.149 |
| Significance of differentiation (p-value) | 0.001 / 0.010 | 0.001 / 0.001 | 0.001 / 0.022 |
| ENDPe | 1.22 / 1.90 | 1.45 / 1.99 | 2.98 / 3.58 |
| ED = nENDPf | 0.045 / 0.180 | 0.064 / 0.141 | 0.282 / 0.368 |
| D. dahli / D. portschinskii a | |||
|---|---|---|---|
| SMMv b | Numeric c | Nominal d | |
| Mean, M | 0.052 / 0.240 | 0.130 / 0.208 | 0.559 / 0.563 |
| Standard Deviation, SD | 0.032 / 0.040 | 0.041 / 0.041 | 0.049 / 0.064 |
| Relative range, RR e | 0.970 / 0.446 | 0.716 / 0.525 | 0.389 / 0.366 |
| Coefficient of variation, CV f | 0.615 / 0.167 | 0.315 / 0.197 | 0.088 / 0.114 |
| species | phenotypes | predictors | n_locd | Re | Pf | N_indg | R | P |
|---|---|---|---|---|---|---|---|---|
| D. dahli | numeric | geodista | 65 | 0.152 | 0.020 | 186 | 0.088 | 0.010 |
| D. dahli | numeric | BIO10b | 65 | 0.040 | 0.231 | 186 | -0.002 | 0.499 |
| D. dahli | numeric | BIO12c | 65 | 0.220 | 0.021 | 186 | 0.105 | 0.026 |
| D. dahli | nominal | geodist | 65 | 0.071 | 0.058 | 186 | 0.079 | 0.000 |
| D. dahli | nominal | BIO10 | 65 | -0.047 | 0.845 | 186 | -0.002 | 0.529 |
| D. dahli | nominal | BIO12 | 65 | 0.025 | 0.326 | 186 | 0.000 | 0.491 |
| D. portschinskii | numeric | geodist | 38 | 0.096 | 0.088 | 54 | 0.106 | 0.018 |
| D. portschinskii | numeric | BIO10 | 38 | 0.155 | 0.042 | 54 | 0.048 | 0.259 |
| D. portschinskii | numeric | BIO12 | 38 | 0.100 | 0.118 | 54 | 0.046 | 0.250 |
| D. portschinskii | nominal | geodist | 38 | 0.096 | 0.053 | 54 | 0.120 | 0.002 |
| D. portschinskii | nominal | BIO10 | 38 | 0.092 | 0.095 | 54 | 0.098 | 0.045 |
| D. portschinskii | nominal | BIO12 | 38 | 0.113 | 0.054 | 54 | 0.093 | 0.051 |
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