R2RL2, KCNMA1, and CHST15 exhibited positive correlations with most pathways, except for neuroactive ligand receptor interaction and olfactory transduction, which have been implicated in suppressing the migration and progression of ESCC. The gene discussed is CHST15; the disease is esophageal squamous cell carcinoma.