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Comparing parentage inference software: reanalysis of a red deer pedigree
Craig A Walling1, Josephine M Pemberton, Jarrod D Hadfield
1Institute of Evolutionary Biology, King's Buildings, University of Edinburgh, Edinburgh EH9 3JT, UK. craig.walling@ed.ac.uk
Accurate parentage inference in wild populations is crucial for evolutionary studies. New methods using additional genetic and phenotypic data improve parent assignment accuracy compared to traditional software.
Area of Science:
- Population genetics
- Evolutionary biology
- Wildlife management
Background:
- Parentage inference is vital for understanding wild population dynamics.
- Molecular markers and statistical methods have advanced parentage analysis.
- Existing tools like Cervus do not utilize all available genetic and phenotypic data.
Purpose of the Study:
- To evaluate advanced parentage inference programs (MasterBayes, COLONY2) using additional data types.
- To compare the accuracy of these programs against a known pedigree derived from extensive microsatellite data.
- To quantify the impact of incorporating phenotypic and multiple relationship information.
Main Methods:
- Reanalysis of red deer population data using MasterBayes and COLONY2.
- Comparison of program outputs against a high-density microsatellite-derived 'known pedigree'.
- Assessment of the influence of phenotypic data and multi-relationship analyses on assignment accuracy.
Main Results:
- MasterBayes and COLONY2, utilizing additional information, increased correct parentage assignments.
- These programs demonstrated higher accuracy and fewer erroneous assignments due to individual-level confidence metrics.
- Differences in confidence metrics (population vs. individual-level) between programs were highlighted.
Conclusions:
- Advanced programs incorporating phenotypic and multi-relationship data enhance parentage assignment accuracy in wild populations.
- Individual-level confidence metrics reduce erroneous assignments compared to population-level metrics.
- Combining outputs from different programs may maximize information gain for robust pedigree reconstruction.
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