Well-established tumor-associated pathways including WNT signaling, RUNX1 signaling, and NOTCH signaling were associated with GCG expression in COADREAD, suggesting an interplay with deregulated GCG signaling, such as in altered glucose homeostasis of diabetes mellitus which is a known risk factor [22–24]. Here, RUNX1 is linked to diabetes mellitus.