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Published on: October 1, 2013
OCTAL: Optimal Completion of gene trees in polynomial time
Sarah Christensen1, Erin K Molloy1, Pranjal Vachaspati1
1Department of Computer Science, University of Illinois at Urbana-Champaign, 201 North Goodwin Avenue, Urbana, IL 61801 USA.
Incomplete gene trees can be accurately completed using the Optimal Tree Completion algorithm (OCTAL). OCTAL minimizes distance to a reference tree, improving accuracy over existing methods, but performs best when the reference tree is topologically similar to the true gene tree.
Area of Science:
- Phylogenetics
- Computational Biology
- Bioinformatics
Background:
- Gene trees are often incomplete due to various biological and technical factors.
- Incomplete gene trees can negatively impact downstream phylogenetic analyses.
- Accurate completion of gene trees is crucial for reliable downstream studies.
Purpose of the Study:
- Introduce the Optimal Tree Completion problem for inferring missing taxa in gene trees.
- Present OCTAL, an algorithm for optimally completing gene trees using a reference tree.
- Evaluate OCTAL's performance in simulations with incomplete lineage sorting.
Main Methods:
- Defined the Optimal Tree Completion problem as minimizing distance to a reference tree.
- Developed the OCTAL algorithm to find optimal solutions using the Robinson-Foulds (RF) distance.
- Simulated gene trees exhibiting incomplete lineage sorting and completed them using OCTAL.
Main Results:
- OCTAL optimally completes gene trees by adding missing leaves to minimize RF distance.
- OCTAL demonstrated higher accuracy in completing gene trees compared to the ASTRAL-II heuristic.
- Accuracy of OCTAL-completed trees depends on the topological similarity between the reference and true gene trees.
Conclusions:
- OCTAL is a valuable tool for adding missing taxa to incomplete gene trees.
- OCTAL shows good accuracy across diverse model conditions.
- Using species trees as reference trees can limit OCTAL's accuracy under high incomplete lineage sorting.
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