In this study, we investigated the TNFAIP3 mutation pattern and its prognostic value for TCL patients from Jinan University (JNU), Guangdong Provincial People’s Hospital (GDPH), Catalogue of Somatic Mutations in Cancer (COSMIC), and Gene Expression Omnibus (GEO) datasets. The gene discussed is TNFAIP3; the disease is cancer.