The associations between PTK7 mRNA levels and relative risk and survival were assessed from 93 ESCC samples in the database from TCGA; three outliers were removed (see Supplementary Fig. S3) using the LPEseq tool30. Here, PTK7 is linked to esophageal squamous cell carcinoma.