In accordance with these diverse tumor ecosystems, regional TNF-α expression was strongly increased within the immune-rich ‘reactive’ subTME regions (Fig. 6f–h), which supports a BL inflammatory phenotypic state in PDAC patients43. This evidence concerns the gene TNF and neoplasm.