Collectively, our findings demonstrate that higher-order assembly of CtBP1/2 couples transcriptional repression to H3K9 methylation, providing a mechanistic framework for CtBP1/2-mediated epigenetic regulation and highlighting the therapeutic potential of targeting the CtBP-G9a complex in colorectal cancer. Here, CTBP1 is linked to colorectal cancer.