In prior work, we found that individuals infected with HIV had elevated numbers of PD-L1+ B-cells, B regulatory (Breg) cells, and PD-L1 expressing Bregs in circulation at 1 to 4 years prior to an AIDS-NHL diagnosis when compared with HIV+ individuals without an AIDS-NHL diagnosis (46). Here, CD274 is linked to non-Hodgkin lymphoma.