Special care is needed in applying phylogenetic comparative methods to gene trees with speciation and duplication nodes
Abstract
How gene function evolves is a central question of evolutionary biology. It can be investigated by comparing functional genomics results between species and between genes. Most comparative studies of functional genomics have used pairwise comparisons. Yet it has been shown that this can provide biased results, since genes, like species, are phylogenetically related. Phylogenetic comparative methods should allow to correct for this, but they depend on strong assumptions, including unbiased tree estimates relative to the hypothesis being tested. Such methods have recently been used to test the "ortholog conjecture", the hypothesis that functional evolution is faster in paralogs than in orthologs. Whereas pairwise comparisons of tissue specificity ({tau}) provided support for the ortholog conjecture, phylogenetic independent contrasts did not. Our reanalysis on the same gene trees identified problems with the time calibration of duplication nodes. We find that the gene trees used suffer from important biases, due to the inclusion of trees with no duplication nodes, to the relative age of speciations and duplications, to systematic differences in branch lengths, and to non-Brownian motion of tissue-specificity on many trees. We find that incorrect implementation of phylogenetic method in empirical gene trees with duplications can be problematic. Controlling for biases allows to successfully use phylogenetic methods to study the evolution of gene function, and provides some support for the ortholog conjecture using three different phylogenetic approaches.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility 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
- Performance of a phylogenetic independent contrast method and an improved pairwise comparison under different scenarios of trait evolution after speciation and duplication
T. Begum, M. L. Serrano-Serrano, M. Robinson-Rechavi·bioRxiv·Sep 25, 2020
- Pairwise comparisons across species are problematic when analyzing functional genomic data
Casey W. Dunn, Felipe Zapata, … Andreas Hejnol·Proceedings of the National Academy of SciencesPeer-reviewed·Jan 4, 2018
- Phylogenomic comparative methods: accurate evolutionary inferences in the presence of gene tree discordance
M. S. Hibbins, L. C. Breithaupt, M. W. Hahn·bioRxiv·Nov 14, 2022
- A tale of too many trees: a conundrum for phylogenetic regression
Richard H. Jr. Adams, Jenniffer Roa Lozano, … Michael DeGiorgio·Molecular Biology and EvolutionPeer-reviewed·Feb 11, 2025
- Unveiling the Functional Fate of Duplicated Genes Through Expression Profiling and Structural Analysis
Alex Warwick Vesztrocy, Natasha Glover, … Irene Julca·bioRxiv·Oct 29, 2024
- Sudden shifts in expression after small-scale duplication in vertebrates and strong support for the ortholog conjecture
T. Begum, P. Duchen, … M. Robinson-Rechavi·bioRxiv·Dec 29, 2023