bioRxivEvolutionary Biology
A codon model for associating phenotypic traits with altered selective patterns of sequence evolution
Abstract
Changes in complex phenotypes, such as pathogenicity levels, trophic lifestyle, and habitat shifts are brought on by multiple genomic changes: sub- and neofunctionalization, loss of function, and levels of gene expression. Thus, detecting the signature of selection in coding sequences and associating it with shifts in phenotypic state can unveil the genes underlying complex traits. Phylogenetic branch-site codon models are routinely applied to detect changes in selective patterns along specific branches of the phylogeny. These methods rely on a pre-specified partition of the phylogeny to branch categories, thus treating the course of trait evolution as fully resolved and assuming that transitions in phenotypic states have occurred only at speciation events. Here we present TraitRELAX, a new phylogenetic model that alleviates these strong assumptions by explicitly accounting for the uncertainty in the evolution of both trait and coding sequences. This joint statistical framework enables the detection of changes in selection intensity upon repeated trait transitions. We evaluated the performance of TraitRELAX using simulations and then applied it to two case studies. Using TraitRELAX, we found an intensification of selection in the SEMG2 gene in polygynandrous species of primates compared to species of other mating forms, as well as changes in the intensity of purifying selection operating on sixteen bacterial genes upon transitioning from free-living to an endosymbiotic lifestyle.
- organism: human
- organism: bacteria (other)
- assay: DNA methylation
- assay: whole-genome sequencing
- research focus: chromatin & epigenetic regulation
- research focus: gene regulatory network inference
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Detecting consistent patterns of directional adaptation using differential selection codon models
Sahar Parto, Nicolas Lartillot·BMC Evolutionary BiologyPeer-reviewed·Jun 23, 2017
- A Sense of Direction: Detecting Natural Selection Across Non-Stationary Genomes
Sergei L. Kosakovsky Pond·bioRxiv·Oct 16, 2026
- Evaluation of methods to detect shifts in directional selection at the genome scale
L. Duchemin, P. Veber, B. Boussau·Molecular Biology and EvolutionPeer-reviewed·Dec 13, 2022
- Phylogenetic detection of protein sites associated with continuous traits
Louis Duchemin, Gerard Muntané, … Philippe Veber·bioRxiv·Jul 22, 2025
- A cautionary tale on proper use of branch-site models to detect convergent positive selection
A. Kowalczyk, M. Chikina, N. L. Clark·bioRxiv·Oct 26, 2021
- Population Genetics Based Phylogenetics Under Stabilizing Selection for an Optimal Amino Acid Sequence: A Nested Modeling Approach
J. Beaulieu, B. O'Meara, … M. A. Gilchrist·bioRxiv·Oct 9, 2018