In this study, HNF4α-positive poorly differentiated (grade 3) non-mucinous adenocarcinomas were aggressive phenotypes and showed the worst prognosis, and HNF4α expression was an independent prognostic factor in grade 3 non-mucinous lung adenocarcinomas. The gene discussed is HNF4A; the disease is lung colloid adenocarcinoma.