Metascape analysis of marker genes of each TRM subcluster showed that ZNF683+ CD8+ TRM and XCL1+ CD4+ TRM, the most common types in achalasia, were enriched mainly in adaptive immune and lymphocyte activation (Supplementary Fig. 5e). The gene discussed is CD4; the disease is Achalasia.