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How should functional relationships be evaluated using phylogenetic comparative methods? A case study using metabolic

Josef C Uyeda1, Nicholas Bone1, Sean McHugh1

  • 1Department of Biological Sciences, Virginia Tech, Blacksburg, Virginia, 24061.

Evolution; International Journal of Organic Evolution
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Phylogenetic comparative methods can reveal trait evolution, but causal links require careful model assumptions. Reanalyzing data with appropriate models supports trait coupling, contrary to previous findings.

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Area of Science:

  • Evolutionary biology
  • Macroevolutionary studies
  • Phylogenetic comparative methods

Background:

  • Phylogenetic comparative methods are crucial for testing functional trait relationships in macroevolution.
  • However, observational datasets over millions of years cannot establish causation, only correlation.
  • Different phylogenetic approaches carry implicit causal assumptions that influence inference.

Purpose of the Study:

  • To highlight the importance of causal reasoning in phylogenetic comparative biology.
  • To re-examine the evolutionary coupling of metabolic rate and body temperature in endotherms.
  • To demonstrate how model assumptions can obscure or reveal true evolutionary relationships.

Main Methods:

  • Analysis of macroevolutionary datasets using phylogenetic comparative methods.
  • Re-analysis of existing data with biologically appropriate statistical models.
  • Comparison of results with previous studies and physiological/paleontological evidence.

Main Results:

  • The original study's models, due to their causal assumptions, failed to detect evolutionary coupling between metabolic rate and body temperature.
  • Re-analysis with more appropriate models revealed significant evolutionary coupling between these traits.
  • The re-analysis supported the conclusion that endotherm body temperatures were higher in the early Cenozoic.

Conclusions:

  • Causal assumptions in phylogenetic models are critical for accurate evolutionary inference.
  • Biologically informed model selection is essential for testing functional hypotheses in macroevolution.
  • Even without direct experimentation, careful causal reasoning can yield robust insights into evolutionary processes.