In the GSE55696 dataset, CLDN18 expression was decreased in low grade intraepithelial neoplasia (LGIN), high grade intraepithelial neoplasia (HGIN), and early gastric cancer (EGC) tissues compared to chronic gastritis tissues. The gene discussed is CLDN18; the disease is gastric cancer.