These were enriched for lymphoma-associated pathways38, 39, including PI signaling system (e.g. IMPA1, PIP5K1A, PIK3C2A, PIK3CG, PIK3R1), JAK-STAT cascade (e.g. STAT5A, STAT5B), BCR signaling (e.g. SYK, MAPK1, PIK3R1, PIK3CG, PIK3CD, RASGRP3) and MAPK signaling (e.g. MAPK1, MAPK10, MAP3K8, CACNG3) (Supplementary Table 8). Here, STAT5A is linked to lymphoma.