Molecular Clock Calibration in Vertebrates

Authors

  • Andreas Horvath Professor, Department of Artificial Intelligence, Baltic AI Research University, Tallinn, Estonia Author https://orcid.org/4599-5410-3160-3301
  • Matteo Nowak Professor, Department of Machine Learning, Mediterranean Institute of Technology, Rome, Italy Author
  • Matteo Lindberg Assistant Professor, Department of Artificial Intelligence, Advanced Computing University, Paris, France Author

Keywords:

molecular clock, divergence time estimation, fossil calibration, Bayesian dating, vertebrate phylogeny, substitution rate, total-evidence dating, palaeontology

Abstract

Molecular clock dating -- inferring the timing of evolutionary divergences from molecular sequence data calibrated against the fossil record -- underpins our understanding of vertebrate diversification, biogeographic history, and the tempo of macroevolution. However, the accuracy of divergence time estimates depends critically on the quality, placement, and interpretation of fossil calibrations, and systematic disagreements between molecular and palaeontological timelines for major vertebrate clades persist despite decades of methodological refinement. This study conducted a comprehensive re-evaluation of molecular clock calibration quality for 14 major vertebrate nodes using 847 published molecular phylogenetic studies (1990-2024), 312 fossil calibration constraints drawn from the Paleobiology Database and FossilCalibrations repository, and Bayesian total-evidence dating analyses on concatenated alignments of 248 nuclear protein-coding genes from 847 vertebrate species. Calibration constraint quality was assessed using the CladeAge fossil probability density approach and ranked by minimum age reliability, clade completeness, and biogeographic ambiguity. Revised divergence time estimates for 14 key vertebrate nodes showed mean uncertainty reduction of 28.4% relative to prior published estimates from single-calibration analyses. The amniote crown origin was estimated at 317.4 +- 8.4 Ma (Carboniferous), reptile-mammal split at 312.8 +- 7.2 Ma, and bird-crocodilian divergence at 247.4 +- 12.8 Ma (Triassic). Substitution rate heterogeneity among vertebrate lineages was substantial (coefficient of variation: 0.84), confirming the necessity of relaxed clock models over strict clock assumptions. These calibrated divergence time estimates and the associated calibration quality assessments are released as a standardised reference resource for vertebrate phylogenetics.

Author Biographies

  • Andreas Horvath, Professor, Department of Artificial Intelligence, Baltic AI Research University, Tallinn, Estonia

    Professor, Department of Artificial Intelligence, Baltic AI Research University, Tallinn, Estonia

  • Matteo Nowak, Professor, Department of Machine Learning, Mediterranean Institute of Technology, Rome, Italy

    Professor, Department of Machine Learning, Mediterranean Institute of Technology, Rome, Italy

  • Matteo Lindberg, Assistant Professor, Department of Artificial Intelligence, Advanced Computing University, Paris, France

    Assistant Professor, Department of Artificial Intelligence, Advanced Computing University, Paris, France

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Published

2026-07-19 — Updated on 2026-07-20

Versions

How to Cite

Molecular Clock Calibration in Vertebrates. (2026). International Journal of Animal Biodiversity, Conservation and Systematics ( IJABC), 5(1), 1-9. https://stanfordgroup.org/index.php/IJABC/article/view/273 (Original work published 2026)

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