Generalizations of the genomic rank distance to indels

Author:

Pereira Zanetti João Paulo1,Peres Oliveira Lucas1,Chindelevitch Leonid2ORCID,Meidanis João1ORCID

Affiliation:

1. Institute of Computing, University of Campinas , Campinas, Brazil

2. MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College , London, UK

Abstract

AbstractMotivationThe rank distance model represents genome rearrangements in multi-chromosomal genomes as matrix operations, which allows the reconstruction of parsimonious histories of evolution by rearrangements. We seek to generalize this model by allowing for genomes with different gene content, to accommodate a broader range of biological contexts. We approach this generalization by using a matrix representation of genomes. This leads to simple distance formulas and sorting algorithms for genomes with different gene contents, but without duplications.ResultsWe generalize the rank distance to genomes with different gene content in two different ways. The first approach adds insertions, deletions and the substitution of a single extremity to the basic operations. We show how to efficiently compute this distance. To avoid genomes with incomplete markers, our alternative distance, the rank-indel distance, only uses insertions and deletions of entire chromosomes. We construct phylogenetic trees with our distances and the DCJ-Indel distance for simulated data and real prokaryotic genomes, and compare them against reference trees. For simulated data, our distances outperform the DCJ-Indel distance using the Quartet metric as baseline. This suggests that rank distances are more robust for comparing distantly related species. For real prokaryotic genomes, all rearrangement-based distances yield phylogenetic trees that are topologically distant from the reference (65% similarity with Quartet metric), but are able to cluster related species within their respective clades and distinguish the Shigella strains as the farthest relative of the Escherichia coli strains, a feature not seen in the reference tree.Availability and implementationCode and instructions are available at https://github.com/meidanis-lab/rank-indel.Supplementary informationSupplementary data are available at Bioinformatics online.

Funder

Sao Paulo Research Foundation

NSERC

Publisher

Oxford University Press (OUP)

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Statistics and Probability

Reference41 articles.

1. Computing the rearrangement distance of natural genomes;Bohnenkämper;J. Comput. Biol,2021

2. An overview of genomic distances modeled with indels;Braga,2013

3. Double cut and join with insertions and deletions;Braga;J. Comput. Biol,2011

4. Genomic distance under gene substitutions;Braga;BMC Bioinformatics,2011

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