Pangenome Openness Metrics
Reusable openness and conservation metrics that connect gene-content architecture to function and ecology.
Opportunity Hooks
Functional Innovation KO Atlas Reuse Test
Test whether the Functional Innovation KO Atlas helps explain pangenome, pathway, or plant-microbiome signals beyond generic annotation summaries.
Pangenome Openness Confounder Audit
Audit whether openness-function relationships remain after controlling for taxonomy, genome quality, sampling density, and annotation completeness.
Derived Product Readiness Burn-Down
Review candidate and promoted derived products to close missing consumers, artifacts, caveats, and review routes before they become default inputs.
Reuse Profile
candidateArtifacts
Pangenome Openness Metrics
Reusable Object
This product packages species and clade-level openness, conservation, and functional enrichment metrics for later reuse.
Review Brief
What changed: openness metrics are now connected to broader topic synthesis and to confounder-audit opportunities.
Why review matters: openness is attractive as a single number, but reviewers should confirm that sampling and phylogeny controls are included before downstream pages treat it as a biological driver.
Evidence to inspect:
pangenome_opennessfor metric construction.openness_functional_compositionfor function-by-openness enrichment.conservation_vs_fitnessfor links to measured consequence.- Pangenome Openness Confounder Audit for required controls.
Questions for reviewers:
- Which openness metric should be canonical across Atlas pages?
- Are genome count, assembly quality, and phylogenetic imbalance represented in the product?
- Should this stay candidate until table artifacts are more explicit?
- Which downstream analyses already consume the metric and can validate reuse?
Why It Is High Value
Pangenome openness shapes how much gene content can vary within a species. Reusing stable openness metrics lets later analyses test whether functional, ecological, or fitness patterns are really about gene-content architecture.
High-Value Joins
- Join openness metrics to COG or pathway enrichment.
- Join openness metrics to fitness conservation and essentiality.
- Join openness metrics to AMR, phage, or mobile-element profiles.
Caveats
Openness is sensitive to genome count, sampling imbalance, and species delimitation. Reuse should carry sampling controls.