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A Practical Guide to Phylogenetics for Nonexperts
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Molecular timetrees using relaxed clocks and uncertain phylogenies.

Jose Barba-Montoya1,2, Sudip Sharma1,2, Sudhir Kumar1,2

  • 1Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, PA, United States.

Frontiers in Bioinformatics
|August 21, 2023
PubMed
Summary

Sequential analysis in molecular dating ignores phylogenetic uncertainty. Joint inference improves accuracy, especially with unresolved phylogenies. A new method combines techniques for efficient, accurate molecular dating.

Keywords:
bootstrapphylogenetic uncertaintyphylogenomicsrelaxed molecular clocktimetree

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Area of Science:

  • Evolutionary Biology
  • Computational Biology
  • Bioinformatics

Background:

  • Molecular systematics commonly infers phylogeny then estimates divergence times using relaxed clock methods.
  • This sequential approach overlooks phylogenetic uncertainty's impact on divergence time estimates and credibility intervals.
  • Joint inference of phylogeny and divergence times offers an alternative to incorporate phylogenetic errors into molecular dating.

Purpose of the Study:

  • To compare the performance of sequential versus joint analyses in reconstructing evolutionary timetrees.
  • To evaluate the impact of phylogenetic uncertainty on divergence time estimates.
  • To develop a computationally efficient method for joint phylogenetic and divergence time inference.

Main Methods:

  • Computer-simulated and empirical datasets were used for comparative analyses.
  • Bayesian methods for joint inference were assessed for computational feasibility.
  • A novel joint inference approach combining bag of little bootstraps, maximum likelihood, and RelTime was developed.

Main Results:

  • Sequential and joint analyses yielded similar divergence times and phylogenetic relationships in most cases.
  • Joint inference demonstrated superior performance when phylogenies were not well resolved.
  • The new joint inference method significantly reduced computational burden compared to existing Bayesian approaches.

Conclusions:

  • Joint inference is preferable for molecular dating when phylogenetic uncertainty is high or phylogenies are poorly resolved.
  • The developed method provides a computationally efficient alternative for joint phylogenetic and divergence time inference.
  • This approach effectively incorporates phylogenetic uncertainty into molecular dating, yielding robust results.