This review explicitly discusses the expression profile as diagnostic and prognostic values, together with the regulatory roles and associated molecular mechanisms of TM4SF1, TM4SF4, and TM4SF5 in different cancers, to evaluate its potential as an anticancer therapeutic target, particularly for cancer progression and chemoresistance. Here, TM4SF1 is linked to cancer.