The potential role of ADCY5 in colorectal cancer prognosis is underscored by its methylation status and expression patterns observed in both type 2 diabetes mellitus (T2DM) (Wei et al., 2022) and glioblastoma studies (Can et al., 2024). Here, ADCY5 is linked to colorectal cancer.