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PrioriTree: a utility for improving phylodynamic analyses in BEAST
Jiansi Gao1, Michael R May1,2, Bruce Rannala1
1Department of Evolution and Ecology, University of California, Davis, Davis, CA 95616, USA.
Bioinformatics (Oxford, England)
|January 2, 2023
Summary
PrioriTree is a new R package that helps researchers assess how prior beliefs affect phylodynamic analyses of disease spread. It aids in robustly inferring geographic history and model fit for outbreak investigations.
Area of Science:
- Epidemiology
- Computational Biology
- Bioinformatics
Background:
- Phylodynamic methods are crucial for understanding disease outbreak origins and spread.
- Discrete-geographic phylodynamic models require careful parameter inference, making them sensitive to prior assumptions.
Purpose of the Study:
- To introduce PrioriTree, an interactive R package designed to identify and manage prior sensitivity in discrete-geographic phylodynamic analyses.
- To facilitate robust Bayesian inference and model selection for disease evolution studies.
Main Methods:
- PrioriTree generates input files for BEAST analyses.
- It summarizes output from BEAST, enabling data-cloning and model fit assessments.
- The package supports the evaluation of candidate discrete-geographic models against empirical data.
Main Results:
- PrioriTree provides a user-friendly interface for complex phylodynamic analyses.
- It enhances the reliability of inferences regarding geographic history and demographic factors in disease outbreaks.
- The tool aids in selecting appropriate prior models for phylodynamic inference.
Conclusions:
- PrioriTree empowers researchers to perform more rigorous phylodynamic analyses by addressing prior sensitivity.
- This utility improves the accuracy and interpretability of geographic and demographic history reconstructions for infectious diseases.
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