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Studying speciation and extinction dynamics from phylogenies: addressing identifiability issues.

Hélène Morlon1, Stéphane Robin2, Florian Hartig3

  • 1Institut de Biologie de l'Ecole Normale Supérieure (IBENS), Ecole Normale Supérieure, CNRS, INSERM, PSL Research University, Paris, France.

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Summary
This summary is machine-generated.

Phylogenetic diversification analysis using birth-death models can be unreliable due to unidentifiable histories. However, combining phylogenies with prior hypotheses and regularization techniques can still reveal past speciation and extinction dynamics.

Keywords:
diversificationextinctionmodel congruencyparameter identifiabilityphylogeniesspeciation

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Area of Science:

  • Evolutionary Biology
  • Phylogenetics
  • Computational Biology

Background:

  • Diversification dynamics are often inferred using birth-death models applied to phylogenies of extant species.
  • The reliability of these phylogenetic diversification analyses is frequently debated.
  • Identifiability issues arise, where multiple diversification histories are indistinguishable from extant data alone.

Purpose of the Study:

  • To review the identifiability of birth-death processes in phylogenetic diversification analysis.
  • To discuss methods for addressing identifiability limitations.
  • To assess the utility of extant phylogenies for inferring past speciation and extinction.

Main Methods:

  • Review of existing literature on birth-death process identifiability.
  • Discussion of statistical regularization techniques.
  • Analysis of how prior hypotheses impact diversification inference.

Main Results:

  • Vast sets of congruent, alternative diversification histories are often unidentifiable from extant phylogenies.
  • Identifiability issues pose significant challenges to reconstructing past speciation and extinction events.
  • Appropriate prior information and regularization can mitigate some identifiability problems.

Conclusions:

  • Extant phylogenies, despite limitations, remain valuable for studying diversification dynamics.
  • Combining phylogenies with well-defined prior hypotheses and regularization is crucial.
  • Reliable inference of speciation and extinction requires careful consideration of identifiability.