Importantly, H. pylori infection of AGS cells induced strong upregulation of COL4A1 and CTNNB1 and significantly increased proliferation, clonogenicity, and migration, demonstrating a direct infection-driven oncogenic response. Here, COL4A1 is linked to infection.