Notably, cancer samples classified as columnar-like were mainly KRT5low, KRT7high and TP63low, whereas samples classified as squamous-like and undetermined were mainly KRT5high and TP63high with a mixed KRT7 status (Fig. 7a and Extended Data Fig. 8d,e). Here, KRT7 is linked to cancer.