Justin Reese

Research Question

Do species with open pangenomes show different COG functional enrichment patterns than species with closed pangenomes?

Research Plan

Hypothesis

  • H0: COG enrichment patterns are independent of pangenome openness
  • H1: Open pangenomes show HIGHER L (mobile element) and V (defense) enrichment in novel genes
  • H2: Closed pangenomes show HIGHER metabolic diversity in core (E, C, G categories)
  • H3: The universal "two-speed genome" pattern intensifies with openness

Revision History

  • v1 (2026-02-19): Initial plan

Overview

The cog_analysis project found a universal "two-speed genome" pattern: novel genes are enriched in mobile elements (L: +10.88%) and defense (V: +2.83%). This project tests whether that enrichment scales with pangenome openness -- do species that acquire more novel genes also show stronger L/V enrichment? This would link genome fluidity to functional specialization of the accessory genome.

Data Collections

Visualizations

Core Metabolic By Openness

Core Metabolic By Openness

Enrichment By Quartile Heatmap

Enrichment By Quartile Heatmap

Openness Vs Lv Enrichment

Openness Vs Lv Enrichment

Notebooks