AI Article Synopsis

  • Phylogenetic networks are used to model complex evolutionary scenarios, but existing methods struggle with high computational demands and small datasets, especially when considering incomplete lineage sorting (ILS).
  • The team introduces NetRAX, a maximum likelihood tool that simplifies network inference by avoiding ILS complications, utilizing efficient tree likelihood computations, and outputting results in Extended Newick format.
  • NetRAX performs well on simulated data, providing accurate network inference quickly, and is available for use under an open-source license on GitHub.

Article Abstract

Motivation: Phylogenetic networks can represent non-treelike evolutionary scenarios. Current, actively developed approaches for phylogenetic network inference jointly account for non-treelike evolution and incomplete lineage sorting (ILS). Unfortunately, this induces a very high computational complexity and current tools can only analyze small datasets.

Results: We present NetRAX, a tool for maximum likelihood (ML) inference of phylogenetic networks in the absence of ILS. Our tool leverages state-of-the-art methods for efficiently computing the phylogenetic likelihood function on trees, and extends them to phylogenetic networks via the notion of 'displayed trees'. NetRAX can infer ML phylogenetic networks from partitioned multiple sequence alignments and returns the inferred networks in Extended Newick format. On simulated data, our results show a very low relative difference in Bayesian Information Criterion (BIC) score and a near-zero unrooted softwired cluster distance to the true, simulated networks. With NetRAX, a network inference on a partitioned alignment with 8000 sites, 30 taxa and 3 reticulations completes within a few minutes on a standard laptop.

Availability And Implementation: Our implementation is available under the GNU General Public License v3.0 at https://github.com/lutteropp/NetRAX.

Supplementary Information: Supplementary data are available at Bioinformatics online.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9344847PMC
http://dx.doi.org/10.1093/bioinformatics/btac396DOI Listing

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