Moreover, IL1B was identified as a key driver of cancer hallmarks, and its average ligand–receptor pair (IL1B–IL1R1) expression significantly correlated with single-sample enrichment scores of several cancer hallmarks in bulk MES data. Here, IL1R1 is linked to cancer.