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New software, phyloHessian, improves molecular clock accuracy using complex substitution models. This enhances evolutionary timeline reliability for deep-time and rapidly evolving lineages.

Keywords:
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Area of Science:

  • Evolutionary Biology
  • Computational Biology
  • Phylogenetics

Background:

  • Molecular clocks are crucial for evolutionary timing but often inaccurate due to simple substitution models.
  • Substitution heterogeneity and saturation in deep-time or fast-evolving lineages compromise current molecular clock methods.

Purpose of the Study:

  • Introduce phyloHessian, a Julia-based software for molecular dating using complex mixture substitution models.
  • Enhance the accuracy of divergence time and substitution rate estimates in molecular clock analyses.

Main Methods:

  • phyloHessian computes the phylogenetic Hessian matrix.
  • Integrates the Hessian matrix into PAML-MCMCtree's approximate likelihood framework for dating.
  • Utilizes complex mixture substitution models instead of homogeneous ones.

Main Results:

  • Complex mixture models significantly improve divergence time and substitution rate accuracy in deep-time phylogenies.
  • Mixture models show greater robustness to model and calibration uncertainties compared to homogeneous models.
  • Empirical analyses revealed accelerated substitution rates and altered divergence times for Microsporidia and Rickettsiales.

Conclusions:

  • Incorporating complex mixture substitution models is vital for reliable evolutionary timelines.
  • phyloHessian enhances the study of deep-time or fast-evolving lineages.
  • Revised evolutionary histories and host association origins are suggested for ancient symbionts.