Our random forest biomarker discovery pinpointed three novel biomarker genes not previously associated with BCNHL, YES1, FERMT2, and FAM98B, which show high fidelity in predicting lymphoma presence based on transcriptional levels in B-cells. This evidence concerns the gene FERMT2 and lymphoma.