In terms of mechanism, PLOD2 induced collagen cross-linking and maturation, and thus affected the biogenesis of the extracellular matrix of cancer-associated fibroblasts and stellate cells in the tumor microenvironment (26, 28). The gene discussed is PLOD2; the disease is neoplasm.