ArticleGenome biology2023
Comparison of gene clustering criteria reveals intrinsic uncertainty in pangenome analyses.
Article in Genome biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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20 citing papers in PubMed.
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- A generative model for bipartite gene-sharing networks.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Gain and loss of plasmid-borne antibiotic resistance genes are associated with chromosomal resistance presence in Enterobacteriaceae.mSystems · 2026Article
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- Pan-genome insights into type VI secretion systems and their functional repertoires inmSystems · 2026Article
- Phylogenomics of Asgard archaea reveals a unique blend of prokaryotic-like horizontal transfer and eukaryotic-like gene duplication.Nature communications · 2026Article
- From structural pangenomes to functional panomics in plants.Molecular biology and evolution · 2026Review
- PyamilySeq: exposing the fragility of conventional gene (re)clustering and prokaryotic pangenomic inference methods.NAR genomics and bioinformatics · 2026Article
- On the use and misuse of pangenome and related terms.Nature communications · 2026Article
- Diversity of lncRNAs in the pan-transcriptome of maize inbred lines.BMC genomics · 2026Article
- Genomic and spatial heterogeneity of Brucella melitensis underscores latent brucellosis risks in non-endemic zones in Southwest China.Communications biology · 2025Article
- Gene-level analysis of core carbohydrate metabolism across the Enterobacteriaceae pan-genome.Communications biology · 2025Article
- Linkage-based ortholog refinement in bacterial pangenomes with CLARC.Nucleic acids research · 2025Article
- Extensive paralogism in the environmental pangenome: a key factor in the ecological success of natural SAR11 populations.Microbiome · 2025Article
- A gentle introduction to pangenomics.Briefings in bioinformatics · 2024Review
- Genome-resolved metagenomics: a game changer for microbiome medicine.Experimental & molecular medicine · 2024Review
- Bacterial lifestyle shapes pangenomes.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundA key step for comparative genomics is to group open reading frames into functionally and evolutionarily meaningful gene clusters. Gene clustering is complicated by intraspecific duplications and horizontal gene transfers that are frequent in prokaryotes. In consequence, gene clustering methods must deal with a trade-off between identifying vertically transmitted representatives of multicopy gene families, which are recognizable by synteny conservation, and retrieving complete sets of species-level orthologs. We studied the implications of adopting homology, orthology, or synteny conservation as formal criteria for gene clustering by performing comparative analyses of 125 prokaryotic pangenomes.
resultsClustering criteria affect pangenome functional characterization, core genome inference, and reconstruction of ancestral gene content to different extents. Species-wise estimates of pangenome and core genome sizes change by the same factor when using different clustering criteria, allowing robust cross-species comparisons regardless of the clustering criterion. However, cross-species comparisons of genome plasticity and functional profiles are substantially affected by inconsistencies among clustering criteria. Such inconsistencies are driven not only by mobile genetic elements, but also by genes involved in defense, secondary metabolism, and other accessory functions. In some pangenome features, the variability attributed to methodological inconsistencies can even exceed the effect sizes of ecological and phylogenetic variables.
conclusionsChoosing an appropriate criterion for gene clustering is critical to conduct unbiased pangenome analyses. We provide practical guidelines to choose the right method depending on the research goals and the quality of genome assemblies, and a benchmarking dataset to assess the robustness and reproducibility of future comparative studies.
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