Additionally, using WGCNA and machine learning, three diagnostic gene signatures (CAST, CCDC6, and ERLIN1) for the high level mitophagy subtype were obtained, which were closely associated with tumour immune microenvironment and chemotherapy sensitivity in PAAD. Here, ERLIN1 is linked to neoplasm.