Overlapping these gene sets revealed that 4 genes (PTX3, TIMP1, SERPINE1, and PLAUR) are common to both LUSC and LUAD patients, which may indicate the universality of these markers for the occurrence of lung malignant neoplasms (Figs 4A, 4B and S2). Here, PTX3 is linked to lung cancer.