Combining all these genes with the same directions of changes in EpCAM+ cells, AT2 cells, AP, BAS, and ciliated cells, there was significant enrichment for NRF2-mediated Oxidative Stress Response, HMGB1 Signaling and Airway Inflammation in Asthma (Table S10). Here, HMGB1 is linked to asthma.