Key findings include several well-established lung cancer marker genes: CCND1, BIRC5, and STMN1, primarily involved in cell cycle regulation and proliferation (BAO et al. ; MONTALTO AND DE AMICIS ; LI et al.). Here, CCND1 is linked to lung carcinoma.