Nucleic Acids ResearchBioinformaticsPeer-reviewed journal article
Linkage-based ortholog refinement in bacterial pangenomes with CLARC
Indra González OjedaiD, Samantha G. PalaceiD, Pamela P. MartineziD, Taj AzarianiD, Lindsay R. GrantiD, Laura L. HammittiD, William Paul HanageiD, Marc LipsitchiD
Abstract
Bacterial genomes exhibit significant variation in gene content and sequence identity. Pangenome analyses explore this diversity by classifying genes into core and accessory clusters of orthologous groups (COGs). However, strict sequence identity cutoffs can misclassify divergent alleles as different genes, inflating accessory gene counts. CLARC (Connected Linkage and Alignment Redefinition of COGs) [https://github.com/IndraGonz/CLARC] improves pangenome analyses by condensing accessory COGs using functional annotation and linkage information. Through this approach, orthologous groups are consolidated into more practical units of selection. Analyzing 8,000+ Streptococcus pneumoniae genomes, CLARC reduced accessory gene estimates by more than 30% and improved evolutionary predictions based on accessory gene frequencies. By refining COG definitions, CLARC offers critical insights into bacterial evolution, aiding genetic studies across diverse populations.
- organism: bacteria (other)
- assay: whole-genome sequencing
- research focus: gene regulatory network inference
- research focus: variant calling
- research focus: phylogenetics / evolution
- approach: statistical model
- Citations
- 2
- FWCI
- 0.60
- Field percentile
- top 39%
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