In the cell clusters collected from the lung (C2, C3, C12, C13, and C19), shared TFs among malignant and precancerous cells included LTF, IRX5, SIX1, and RUNX1, associated with tumor invasion and metastasis. This evidence concerns the gene RUNX1 and neoplasm.