This study identified 11 key methylation-driven lncRNAs (DIO3OS, ELOVL2-AS1, MIAT, LINC00536, C9orf163, AC105398.1, LINC02178, MILIP, HID1-AS1, KCNH1-IT1, and TMEM220-AS1) closely associated with breast cancer prognosis through three machine learning methods. Here, KCNH1 is linked to breast carcinoma.