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Maximum Likelihood Implementation of an Isolation-with-Migration Model for Three Species.
Daniel A Dalquen1, Tianqi Zhu2, Ziheng Yang1,2
1Department of Genetics, Evolution and Environment, University College London, Darwin Building, Gower Street, London WC1E 6BT, UK.
Systematic Biology
|August 4, 2016
Summary
We developed a new method to estimate species migration rates using genomic data. Our analysis of Drosophila fruit flies revealed significant gene flow from D. simulans to D. melanogaster.
Area of Science:
- Population Genetics
- Genomics
- Bioinformatics
Background:
- Estimating migration rates between species is crucial for understanding evolutionary processes.
- Previous models often simplified phylogenetic relationships and migration patterns.
- Analyzing genome-scale data requires efficient computational methods.
Purpose of the Study:
- To develop a maximum likelihood (ML) method for estimating asymmetrical migration rates between species using genomic sequence data.
- To extend existing models to accommodate arbitrary loci and genome-scale datasets.
- To identify genomic regions with evidence of gene flow and assess the utility of the multispecies coalescent model.
Main Methods:
- Developed a maximum likelihood method incorporating a species tree with an out-group.
- Utilized Markov chain characterization for analytical integration of migration histories and Gaussian quadrature for numerical integration of coalescent times.
- Applied the method to analyze genome-scale data from Drosophila species.
Main Results:
- The method can analyze tens of thousands of loci, enabling genome-scale gene flow analysis.
- Inclusion of an out-group significantly improves statistical power and parameter estimation precision.
- Analysis of Drosophila data indicated no migration from D. melanogaster to D. simulans, but significant gene flow (~0.02 migrants/generation) from D. simulans to D. melanogaster.
Conclusions:
- The developed ML method provides a powerful tool for estimating interspecies migration rates from genomic data.
- The findings highlight asymmetrical gene flow between Drosophila melanogaster and Drosophila simulans.
- The multispecies coalescent model is valuable for species tree estimation, accounting for incomplete lineage sorting and migration.
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