Furthermore, given the heterogeneity of asthma endotypes, including type 2 and non-type 2 inflammation, it is plausible that the HK2-PPIF axis may differentially contribute to epithelial dysfunction across distinct asthma subtypes. The gene discussed is PPIF; the disease is asthma.