An integrated model of phenotypic trait changes and site-specific sequence evolution
Abstract
Recent years have seen a constant rise in the availability of trait data, including morphological features, ecological preferences, and life history characteristics. These phenotypic data provide means to associate genomic regions with phenotypic attributes, thus allowing the identification of phenotypic traits associated with the rate of genome and sequence evolution. However, inference methodologies that analyze sequence and phenotypic data in a unified statistical framework are still scarce. Here, we present TraitRateProp, a probabilistic method that allows testing whether the rate of sequence evolution is associated with a binary phenotypic character trait. The method further allows the detection of specific sequence sites whose evolutionary rate is most noticeably affected following the character transition, suggesting a shift in functional/structural constraints. TraitRateProp is first evaluated in simulations and then applied to study the evolutionary process of plastid plant genomes upon a transition to a heterotrophic lifestyle. To this end, we analyze 20 plastid genes across 85 orchid species, spanning different lifestyles and representing different genera in this large family of flowering plants. Our results indicate higher evolutionary rates following repeated transitions to a heterotrophic lifestyle in all but four of the loci analyzed. [Evolutionary models; evolutionary rate; genotype-phenotype; orchids; plastome; rate shift.].
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To our knowledge, the only model-based method for associating molecular rate changes with discrete phenotypes and which considers multiple patterns of rate/character transitions is TraitRate.
“To our knowledge, the only model-based method for associating molecular rate changes with discrete phenotypes and which considers multiple patterns of rate/character transitions is TraitRate (Mayrose and Otto 2011; Levy Karin et al. 2017).”
From Bayesian Detection of Convergent Rate Changes of Conserved Noncoding Elements on Phylogenetic Trees (2019) · cites this paper as Levy Karin et al. 2017
TraitRate only estimates the likelihood ratio indicating the association between sequence evolution and a given trait; it does not model the pattern of shifts in substitution rate explicitly.
“Additionally, TraitRate only estimates the likelihood ratio indicating the association between sequence evolution and a given trait; it does not model the pattern of shifts in substitution rate explicitly.”
From Bayesian Detection of Convergent Rate Changes of Conserved Noncoding Elements on Phylogenetic Trees (2019) · cites this paper as Levy Karin et al. 2017
Cites
Body size, metabolic rate, generation time, and the molecular clock.
Martin, A. P., & Palumbi, S. R. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.9.4087 · Cited by 1,239 · see citing works
Rates of Nucleotide Substitution in Primates and Rodents and the Generation–Time Effect Hypothesis
Li, W.-H., Ellsworth, D. L., Krushkal, J., Chang, B. H.-J., & Hewett-Emmett, D. (1996) · Molecular Phylogenetics and Evolution · doi:10.1006/mpev.1996.0012 · Cited by 335 · cited 2× · see citing works
“…reports on the correlation between the rate of nucleotide substitution and various factors such as body mass (as reviewed in Martin and Palumbi 1993), body size and temperature (Gillooly et al. 2005), metabolic rate (Martin 1995), and generation time (Li et al. 1996; Lehtonen and Lanfear 2014).”
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Bayesian Detection of Convergent Rate Changes of Conserved Noncoding Elements on Phylogenetic Trees
Hu, Z., Sackton, T. B., Edwards, S. V., & Liu, J. S. (2019) · Molecular Biology and Evolution · doi:10.1093/molbev/msz049 · Cited by 69 · see citing works
- Authors
- Levy Karin, E., Wicke, S., Pupko, T., & Mayrose, I.
- Affiliations
- University of Münster (DE)
- Tel Aviv University (IL)
- Corresponding author
- Pupko, Tal
- Mayrose, Itay
- Venue
- Systematic Biology
- Publisher
- Oxford University Press (OUP)
- Published
- 2017-02-16
- Volume
- 66
- Issue
- 6
- Pages
- 917-933
- ISSN
- 1063-5157 (ISSN-L)
- 1076-836X
- OpenAlex
- W2587067599
- Cited by
- 37
- References
- 2
- Citations by year
- 2026: 1 · 2025: 6 · 2024: 1 · 2023: 5 · 2022: 2 · 2020: 5 · 2019: 8 · 2018: 5 · 2017: 4
- FWCI
- 2.39
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Systematic Biology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Plant Diversity and Evolution
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Keywords
- evolutionary rate shifts, genotype-phenotype correlation, chloroplast genome, Orchidaceae, probabilistic models
- MeSH terms
- Classification, Computer Simulation, Models, Genetic, Phenotype, Genome, Plant, Evolution, Molecular, Genome, Plastid
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