From Figure 10A, DPP4 inhibition also affects collagen genes (COL4A1, COL9A2) offers new insights into potential mechanisms of tumor microenvironment remodeling in PCa, a process that has been increasingly recognized as critical for cancer progression (Zhang et al., 2023). This evidence concerns the gene COL4A1 and cancer.