Identification of cold tumor induction-related markers in pancreatic cancer and the clinical implication of PCDH7

J Cancer Res Clin Oncol. 2025 Jan 24;151(2):45. doi: 10.1007/s00432-025-06095-z.

Abstract

Purpose: Pancreatic ductal adenocarcinoma (PDAC) is considered a "cold" tumor because the tumor immune microenvironment (TIME) exhibits poor intratumoral T-cell infiltration. This study aimed to identify the marker genes associated with induction of cold TIME in PDAC cells.

Methods: We orthotopically transplanted 10 primary cultures of PDAC derived from KrasG12D/+; Trp53R172H/+; Pdx-1-Cre (KPC) mice into immunocompetent mice and evaluated TIME by immunohistochemistry (IHC) staining of CD8. We divided primary cultures into two groups: cold TIME group with low CD8+ T-cell infiltration and a hot TIME group with high infiltration. RNA sequencing was performed to identify specific genes in the cold TIME group, and single-cell RNA sequencing (scRNA-seq) data was used for validation. IHC was performed to evaluate expressions in human PDAC samples.

Results: We identified six genes specific in PDAC cells to the cold TIME group by RNA sequencing; these were defined as "cold tumor induction-related genes". Human PDAC scRNA-seq data revealed that cold tumor induction-related genes were significantly and negatively correlated with the number of CD8+ T-cells (p = 0.0341). These genes included protocadherin 7 (PCDH7). High expression of PCDH7 significantly and negatively correlated with the number of CD8+ T-cells in scRNA-seq (p = 0.0474) and IHC (p = 0.0110) data using human PDAC samples. PCDH7 was an independent factor for poor prognosis in PDAC (overall survival: hazard ratio = 2.07, p = 0.0367).

Conclusion: PCDH7 is a prognostic marker associated with CD8+ T-cell infiltration for PDAC patients.

Keywords: CD8-positive T-lymphocytes; PCDH7 protein; Pancreatic cancer; Tumor escape; Tumor microenvironment.

MeSH terms

  • Animals
  • Biomarkers, Tumor* / genetics
  • Biomarkers, Tumor* / metabolism
  • CD8-Positive T-Lymphocytes* / immunology
  • CD8-Positive T-Lymphocytes* / metabolism
  • Cadherins* / genetics
  • Cadherins* / metabolism
  • Carcinoma, Pancreatic Ductal* / genetics
  • Carcinoma, Pancreatic Ductal* / immunology
  • Carcinoma, Pancreatic Ductal* / metabolism
  • Carcinoma, Pancreatic Ductal* / pathology
  • Female
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Lymphocytes, Tumor-Infiltrating / immunology
  • Male
  • Mice
  • Pancreatic Neoplasms* / genetics
  • Pancreatic Neoplasms* / immunology
  • Pancreatic Neoplasms* / metabolism
  • Pancreatic Neoplasms* / pathology
  • Prognosis
  • Protocadherins*
  • Tumor Microenvironment* / immunology

Substances

  • Cadherins
  • Protocadherins
  • Biomarkers, Tumor
  • PCDH7 protein, human