Specifically, this work centers on the SENP7-SIRT1-IL-10 axis as the conceptual core, elucidating how deSUMOylation-driven modulation of B cell senescence and IL-10 production governs immune suppression and responsiveness to immunotherapy in colorectal cancer. Here, SENP7 is linked to colorectal cancer.