Among all 10 genes, ADD1 was correlated with the most types of cancer, and it was especially strongly correlated with breast invasive carcinoma, head and neck squamous cell carcinoma, and lung squamous cell carcinoma. The gene discussed is ADD1; the disease is cancer.