We hypothesize that in follicular lymphoma, EBV infection may promote PD-L1 expression through LMP1 overexpression, thereby activating transcription factors AP-1, JAK/STAT, and NF-κB signaling pathways. Here, NFKB1 is linked to follicular lymphoma.