The complex nature of PTFL, with its histological features resembling other lymphoma subtypes such as classical follicular lymphoma, IRF4-rearranged large B-cell lymphoma, pediatric nodal marginal zone lymphoma, and reactive follicular hyperplasia, necessitates careful consideration and the use of comprehensive diagnostic tools. The gene discussed is IRF4; the disease is lymphoma.