Key genes such as PAK3, LINC00487, AID, PURPL, and BCL2 were among the most dysregulated, highlighting TIMAP’s role in critical oncogenic pathways in B-cell Lymphoma. Here, PAK3 is linked to B-cell non-Hodgkin lymphoma.