ST analysis at 7 months after NNK treatment showed that tumour regions had significantly increased expression of Krt8 and Plaur and had spatially overlapping KAC and KRAS signatures (Fig. 3e and Extended Data Fig. 8a,c,e). This evidence concerns the gene KRAS and neoplasm.