Evidence map›Paper›PMID 40539515›Full record

ArticleNucleic acids research2025

Linkage-based ortholog refinement in bacterial pangenomes with CLARC.

Indra González Ojeda, Samantha G Palace, Pamela P Martinez, Taj Azarian, Lindsay R Grant, Laura L Hammitt, William P Hanage, Marc Lipsitch

Abstract read
In one paragraph

Article in Nucleic acids research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Indra González OjedaCenter for Communicable Disease Dynamics, Department of Epidemiology, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, United States.ORCID 0000-0003-2040-956X
Samantha G PalaceCenter for Communicable Disease Dynamics, Department of Epidemiology, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, United States.
Pamela P MartinezDepartment of Microbiology, University of Illinois Urbana-Champaign, Champaign, IL 61801, United States.
Taj AzarianBurnett School of Biomedical Sciences, University of Central Florida, Orlando, FL 32816, United States.ORCID 0000-0002-8611-5241
Lindsay R GrantDepartment of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21218, United States.
Laura L HammittDepartment of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21218, United States.
William P HanageCenter for Communicable Disease Dynamics, Department of Epidemiology, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, United States.
Marc LipsitchCenter for Communicable Disease Dynamics, Department of Epidemiology, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, United States.ORCID 0000-0003-1504-9213

Funding

MOLECULAR BIOPHYSICS TRAINING GRANTT32GM008313 · NIGMS · HARVARD UNIVERSITY (MEDICAL SCHOOL) · PI MURTHY, VENKATESH N · 1989 to 2023
$14.6M
National Science Foundation Graduate Research Fellowship NSF 24-59.1NIGMS NIH HHS T32 GM008313NIH HHS T32GM008313
6 · The paper itself

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 8000+ Streptococcus pneumoniae genomes, CLARC reduced accessory gene estimates by >30% and improved evolutionary predictions based on accessory gene frequencies. CLARC is effective across different bacterial species, making it a broadly applicable tool for comparative genomics. By refining COG definitions, CLARC offers critical insights into bacterial evolution, aiding genetic studies across diverse populations.

Indexed as

BacteriaGenome, BacterialGenomicsSoftwareEvolution, MolecularGenetic LinkageMolecular Sequence AnnotationPhylogenyStreptococcus pneumoniae

Identifiers

PMID40539515
PMCPMC12204703

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.