High-dimensional single-cell analysis unveils distinct immune signatures of peripheral blood in patients with pancreatic ductal adenocarcinoma

Front Endocrinol (Lausanne). 2023 Jun 6:14:1181538. doi: 10.3389/fendo.2023.1181538. eCollection 2023.

Abstract

Introduction: Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies with poor response to immune checkpoint inhibitors. The mechanism of such poor response is not completely understood.

Methods: We assessed T-cell receptor (TCR) repertoire and RNA expression at the single-cell level using high-dimensional sequencing of peripheral blood immune cells isolated from PDAC patients and from healthy human controls. We validated RNA-sequencing data by performing mass cytometry (CyTOF) and by measuring serum levels of multiple immune checkpoint proteins.

Results: We found that proportions of T cells (CD45+CD3+) were decreased in PDAC patients compared to healthy controls, while proportion of myeloid cells was increased. The proportion of cytotoxic CD8+ T cells and the level of cytotoxicity per cell were increased in PDAC patients, with reduced TCR clonal diversity. We also found a significantly enriched S100A9+ monocyte population and an increased level of TIM-3 expression in immune cells of peripheral blood in PDAC patients. In addition, the serum level of soluble TIM-3 (sTIM-3) was significantly higher in PDAC patients compared to the non-PDAC participants and correlated with worse survival in two independent PDAC cohorts. Moreover, sTIM-3 exhibited a valuable role in diagnosis of PDAC, with sensitivity and specificity of about 80% in the training and validation groups, respectively. We further established an integrated model by combining sTIM-3 and carbohydrate antigen 19- 9 (CA19-9), which had an area under the curve of 0.974 and 0.992 in training and validation cohorts, respectively.

Conclusion: Our RNA-seq and proteomic results provide valuable insight for understanding the immune cell composition of peripheral blood of patients with PDAC.

Keywords: T-cell receptor immune signatures; pancreatic ductal adenocarcinoma; signatures calculation; single-cell sequencing; tumor.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Carcinoma, Pancreatic Ductal* / genetics
  • Hepatitis A Virus Cellular Receptor 2
  • Humans
  • Pancreatic Neoplasms* / pathology
  • Proteomics
  • RNA
  • Receptors, Antigen, T-Cell
  • Single-Cell Analysis

Substances

  • Hepatitis A Virus Cellular Receptor 2
  • RNA
  • Receptors, Antigen, T-Cell

Grants and funding

This study was supported by the Excellent Young Scholars Cultivation Project of Fujian Medical University Union Hospital (2022XH025); Joint Funds of Scientific and Technological Innovation Program of Fujian Province (No. 2019Y9090, 2021Y9058).