BioinformaticsBioinformaticsPeer-reviewed journal article
A profile-based method for identifying functional divergence of orthologous genes in bacterial genomes
Nicole E Wheeler, Lars Barquist, Robert A Kingsley, Paul P Gardner
Abstract
MotivationNext generation sequencing technologies have provided us with a wealth of information on genetic variation, but predicting the functional significance of this variation is a difficult task. While many comparative genomics studies have focused on gene flux and large scale changes, relatively little attention has been paid to quantifying the effects of single nucleotide polymorphisms and indels on protein function, particularly in bacterial genomics.\n\nResultsWe present a hidden Markov model based approach we call delta-bitscore (DBS) for identifying orthologous proteins that have diverged at the amino acid sequence level in a way that is likely to impact biological function. We benchmark this approach with several widely used datasets and apply it to a proof-of-concept study of orthologous proteomes in an investigation of host adaptation in Salmonella enterica. We highlight the value of the method in identifying functional divergence of genes, and suggest that this tool may be a better approach than the commonly used dN/dS metric for identifying functionally significant genetic changes occurring in recently diverged organisms.\n\nAvailabilityA program implementing DBS for pairwise genome comparisons is freely available at: https://github.com/UCanCompBio/deltaBS.\n\nContactnicole.wheeler@pg.canterbury.ac.nz, lars.barquist@uni-wuerzburg.de\n\nSupplementary informationSupplementary data are available at BioRxiv online.
- organism: bacteria (other)
- assay: whole-genome sequencing
- research focus: gene regulatory network inference
- research focus: variant effect prediction
- approach: statistical model
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