In summary, while our study offers significant insights into the spatial structure and functional characteristics of CD14+APOE+ cells and MMP7+ tumour cells in NSCLC, additional research is needed to address these limitations and to further elucidate the mechanisms underlying therapy resistance. The gene discussed is APOE; the disease is neoplasm.