Third, the biological mechanisms by which the three genes (VCAN, CLIP4 and MATN3) integrated into the GPSGC model in our study contribute to GC progression and poor survival remain elusive, and further in-depth investigations into their functions might provide novel targets and treatment strategies. The gene discussed is VCAN; the disease is gastric cancer.