Four malignant subclusters in the untreated sample MC3P1 exhibited limited interactions with immune cells, whereas those in the progressed tumor MC3P2 showed increased interactions, particularly with CD14+ Mono cells via BAFF signaling. The gene discussed is TNFSF13B; the disease is neoplasm.