Among 23 co-occurred pairs which we detected in our current AA ESCC tumor samples, mutant MUC4 and MUC12 pairing is interesting as this pair was previously observed in smoking-associated non-small cell lung cancer patients29. The gene discussed is MUC12; the disease is esophageal squamous cell carcinoma.