Following transcriptomic and single-cell histological analyses, we established that the highly expressed transcription factors FOXI1, FOXB1, and KCNA7 promote lung cancer development and are primarily involved in cellular processes including proliferation, migration, and invasion. The gene discussed is FOXB1; the disease is lung cancer.