In this study, key genes from the chemokine signaling pathway—HCK, GNB5, NRAS, and VAV2—were validated, confirming their differential expression between LGBLEL and lymphoma and suggesting their important role in the malignant transformation of LGBLEL. Here, NRAS is linked to lymphoma.