Additionally, specific interactions, such as interactions with various TME cells via TNF-TNFRSF1B signaling and interactions with myeloid cells via the TNF-TNFRSF1A complex, were exclusively observed in relapsed tumor samples (Figure 3E). Here, TNF is linked to neoplasm.