Our observed upregulation of CTNNB1 and COL4A1 is consistent with earlier studies reporting elevated expression of these genes in gastric cancer tissues, particularly in the presence of H. pylori infection [59, 60]. Here, CTNNB1 is linked to gastric cancer.