Among the top three significantly dysregulated genes, CSF3 exhibited significant dysregulation in tumor samples from both lung adenocarcinomas and lung squamous cell carcinomas cases compared to controls, with statistical significance (p < 0.05, independent t-test). The gene discussed is CSF3; the disease is lung adenocarcinoma.