Neglecting model selection alters phylogenetic inference
Gerth, M.
Show abstract
Molecular phylogenetics is a standard tool in modern biology that informs the evolutionary history of genes, organisms, and traits, and as such is important in a wide range of disciplines from medicine to palaeontology. Maximum likelihood phylogenetic reconstruction involves assumptions about the evolutionary processes that underlie the dataset to be analysed. These assumptions must be specified in forms of an evolutionary model, and a number of criteria may be used to identify the best-fitting from a plethora of available models of DNA evolution. Using many empirical and simulated nucleotide sequence alignments, Abadi et al.1 have recently found that phylogenetic inferences using best models identified by six different model selection criteria are, on average, very similar to each other. They further claimed that using the model GTR+I+G4 without prior model-fitting results in similarly accurate phylogenetic estimates, and consequently that skipping model selection entirely has no negative impact on many phylogenetic applications. Focussing on this claim, I here revisit and re-analyse some of the data put forward by Abadi et al. I argue that while the presented analyses are sound, the results are misrepresented and in fact - in line with previous work - demonstrate that model selection consistently leads to different phylogenetic estimates compared with using fixed models.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Assessing Confidence in Root Placement on Phylogenies: An Empirical Study Using Non-Reversible Models for Mammals 94%
- Robustness of Felsenstein's versus Transfer Bootstrap Supports with respect to Taxon Sampling 93%
- Accurate inference of tree topologies from multiple sequence alignments using deep learning 93%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Evidence of Absence Treated as Absence of Evidence: The Effects of Variation in the Number and Distribution of Gaps Treated as Missing Data on the Results of Standard Maximum Likelihood Analysis 94%
- Codon Use and Aversion is Largely Phylogenetically Conserved Across the Tree of Life 92%
- Categorical edge-based analyses of phylogenomic data reveal conflicting signals for difficult relationships in the avian tree 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.