ROC curves were generated for five cancer types—LIHC, KIRC, ESCA, COAD and gastric tumor—based on gene expression data derived from the Gene Expression Omnibus (GEO) datasets, where PELI1 exhibited differential expression levels across these malignancies (Supplementary Figure S3A-E). Here, PELI1 is linked to gastric neoplasm.