A Guided Tour of Phylogenetic Comparative Methods for Studying Trait Evolution
Open accessAbstract
Phylogenetic comparative methods are important tools in biology, providing insights into the way traits evolve. There are many technical resources describing how these methods work. Our aim here is to complement these with an overview of the types of biological questions that can be addressed by different methods and to outline potential pitfalls and considerations when embarking on comparative studies. First, we introduce what comparative methods are and why they are important. Second, we outline how they can be used to understand when, where, and how frequently traits evolve. Third, we examine how the coevolution of traits within and between species can be studied, along with patterns of causality. Finally, we discuss how to approach comparative analyses and the ways in which different types of data, such as published relationships, omic, and remote sensing data, can be integrated.
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Phylogenetic methods can be used to also address other questions, such as how features of the genome influence diversification.
“Of note, phylogenetic methods can be used to also address other questions, such as how features of the genome influence diversification41–43.”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
More recently developed methods allow analyses to go further and test competing causal hypotheses.
“More recently developed methods allow analyses to go further and test competing causal hypotheses42,84.”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
Testing whether an ancestral change in one trait consistently leads to the same change in the other trait would suggest the co-evolution is due to a causal link.
“To distinguish which scenario is more likely, we could test whether an ancestral change in one trait consistently leads to the same change in the other trait, which would suggest the co-evolution is due to a causal link42,43,51,85–87 (Fig. 3).”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
Controlling for phylogeny can reduce the chance of detecting a significant result that is not real (Type II error or 'false positive').
“Instead, controlling for phylogeny can reduce the chance of detecting a significant result that is not real (Type II error or ‘false positive’)18,42.”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
Correlational results from observational data do not prove causation, but correlations can be used within comparative analyses to test causal hypotheses and examine evidence for causality.
“A general point here is that correlational results from observational data do not prove causation, but correlations can be used within comparative analyses to test causal hypotheses and examine evidence for causality42,90.”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
There is now no doubt that phylogenetic methods have revolutionized the field.
“there is now no doubt that they have revolutionized the field20,34,42,127,128”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
There was initially resistance and misunderstanding about the application of phylogenetic methods to study adaptation at the organismal level.
“while there was initially resistance and misunderstanding about the application of phylogenetic methods to study adaptation at the organismal level”
From A phylogenetic approach to comparative genomics (2025) · cites this paper as [42]
The digital era changed the questions researchers asked, allowing communication systems to be compared across species and clades with statistical precision and laying groundwork for phylogenetically informed studies of communication evolution.
“In hindsight, the digital era did more than speed up data collection—it changed the very questions researchers asked. Communication systems could now be compared across species and clades with statistical precision, laying the groundwork for phylogenetically informed studies of communication evolution”
From Listening forward: emerging roles of bioacoustics in ecology, evolution, and conservation (2026) · cites this paper as Cornwallis and Griffin 2024
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Long-term evolution of antibiotic tolerance in Pseudomonas aeruginosa lung infections
Ghoul, M., Andersen, S. B., Marvig, R. L., Johansen, H. K., Jelsbak, L., Molin, S., Perron, G. G., & Griffin, A. S. (2023) · Evolution Letters · doi:10.1093/evlett/qrad034 · Cited by 15 · see citing works
Self-citationHow to get the most out of phylogenetic imputation without abusing it
Molina‐Venegas, R. (2023) · Methods in Ecology and Evolution · doi:10.1111/2041-210x.14198 · Cited by 13 · see citing works
Wells, M. T., & Barker, F. K. (2017) · Animal Behaviour · doi:10.1016/j.anbehav.2017.09.003 · Cited by 11 · see citing works
Coevolution of religious and political authority in Austronesian societies
Sheehan, O., Watts, J., Gray, R. D., Bulbulia, J. A., Claessens, S., Ringen, E. J., & Atkinson, Q. D. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01471-y · Cited by 11 · see citing works
Political and Demographic-Ecological Determinants of Institutionalised Human Sacrifice
Winkelman, M. (2014) · Anthropological Forum · doi:10.1080/00664677.2014.860888 · Cited by 10 · see citing works
Macroevolutionary evidence suggests trait‐dependent coevolution between behavior and life‐history
Eckerström‐Liedholm, S., Sowersby, W., Morozov, S., van der Bijl, W., Rowiński, P. K., González‐Voyer, A., & Rogell, B. (2019) · Evolution · doi:10.1111/evo.13845 · Cited by 6 · see citing works
Living with relatives offsets the harm caused by pathogens in natural populations
Bensch, H. M., O’Connor, E., & Cornwallis, C. K. (2021) · eLife · doi:10.7554/elife.66649 · Cited by 6 · see citing works
Self-citationMethodologies for Microbial Ancestral Sequence Reconstruction
Arenas, M. (2022) · Methods in molecular biology · doi:10.1007/978-1-0716-2691-7_14 · Cited by 6 · see citing works
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A phylogenetic approach to comparative genomics
Dewar, A. E., Belcher, L. J., & West, S. A. (2025) · Nature Reviews Genetics · doi:10.1038/s41576-024-00803-0 · Cited by 41 · see citing works
Listening forward: emerging roles of bioacoustics in ecology, evolution, and conservation
Zsebők, S. (2026) · Biologia Futura · doi:10.1007/s42977-026-00322-5
“Communication systems could now be compared across species and clades with statistical precision, laying the groundwork for phylogenetically informed studies of communication evolution (Cornwallis and Griffin 2024 ; Jorgewich-Cohen et al. 2022; Pika et al. 2018).”
- Authors
- Cornwallis, C. K., & Griffin, A. S.
- Affiliations
- Lund University (SE)
- University of Oxford (GB)
- Venue
- Annual Review of Ecology, Evolution, and Systematics
- Publisher
- Annual Reviews
- Published
- 2024-11-04
- Volume
- 55
- Issue
- 1
- Pages
- 181-204
- ISSN
- 1543-592X (ISSN-L)
- 1545-2069
- OpenAlex
- W4401406493
- Cited by
- 37
- References
- 107
- Citations by year
- 2026: 18 · 2025: 19
- FWCI
- 3.14
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Annual Review of Ecology Evolution and Systematics (publishedVersion, cc-by)
- Topics
- Physical Sciences › Earth and Planetary Sciences › Paleontology › Evolution and Paleontology Studies
- Physical Sciences › Mathematics › Geometry and Topology › Morphological variations and asymmetry
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Animal Behavior and Reproduction
- Keywords
- phylogenetic comparative analysis, character evolution, coevolution, evolutionary rates, phylogenetic signal, multi-omics integration, remote sensing data
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