The identification of hub genes (SLC22A18, CHAC1, ROBO4, TEK, NOTCH4, CD24, CD34, SOX2, PITX2, and GMDS) and shared genes that bridge the relationship between COVID-19, smoking, and lung cancer holds profound implications for both understanding disease mechanisms and designing effective therapeutic strategies. The gene discussed is NOTCH4; the disease is lung cancer.