Applying similar tumor microenvironment oriented analytical strategies to THBS2, CTNNB1, COL4A1, and E2F3 may offer deeper insight into their roles in shaping immune suppression, stromal remodeling, and treatment response in STAD. The gene discussed is COL4A1; the disease is neoplasm.