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Robust Analysis of Phylogenetic Tree Space.

Martin R Smith1

  • 1Department of Earth Sciences, Durham University, Durham, UK.

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|December 28, 2021
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Summary
This summary is machine-generated.

Mapping phylogenetic trees in "tree space" can be misleading. Information-theoretic and quartet distances best represent tree similarity, while others like Robinson-Foulds distort relationships. Always validate tree space projections.

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Area of Science:

  • Phylogenetics and evolutionary biology
  • Computational biology and bioinformatics

Background:

  • Phylogenetic analyses generate numerous trees, necessitating methods to visualize their relationships.
  • Mapping trees in 'tree space' aids in understanding search strategies and data differences, but dimensional reduction can cause distortions.

Purpose of the Study:

  • To evaluate the accuracy of low-dimensional tree space mappings using stratigraphic congruence.
  • To assess the utility of different tree distance metrics for representing phylogenetic similarity.

Main Methods:

  • Analysis of 128 morphological data sets and their resulting phylogenetic trees.
  • Comparison of tree similarity using various distance metrics (information-theoretic, quartet, Robinson-Foulds, Kendall-Colijn).
  • Evaluation of low-dimensional projections (2D, 3D) against true distances and stratigraphic congruence.

Main Results:

  • Information-theoretic and quartet distances provide the most accurate representation of phylogenetic similarity in tree space.
  • Robinson-Foulds distances lead to significant distortions, and Kendall-Colijn distances are heavily influenced by tree shape.
  • Low-dimensional mappings (2D, 3D) often fail to capture true tree relationships and clustering structure.

Conclusions:

  • Tree space projections require explicit validation to ensure accurate representation of phylogenetic relationships.
  • The choice of distance metric critically impacts the interpretation of tree space visualizations.
  • Recommendations for validation and visualization are implemented in the 'TreeDist' R package.