By integrating single−cell and bulk transcriptomes, we delineate malignant epithelial programs in lung cancer, identify an early GPRC5A+ malignant state linked to a favorable Module−15 signaling program, and derive an interpretable eight−gene signature that stratifies risk in LUAD across multiple cohorts. The gene discussed is GPRC5A; the disease is lung carcinoma.