The Impact of Immune Microenvironment on the Prognosis of Pancreatic Ductal Adenocarcinoma Based on Multi-Omics Analysis

Front Immunol. 2021 Oct 28:12:769047. doi: 10.3389/fimmu.2021.769047. eCollection 2021.

Abstract

Pancreatic ductal adenocarcinoma (PDAC) is a malignant tumor characterized by rapid progression, early metastasis, high recurrence, and limited responsiveness to conventional therapies. The 5-year survival rate of PDAC is extremely low (<8%), which lacks effective prognostic evaluation indicators. In this study, we used xCell to analyze infiltrating immune cells in a tumor and through the univariate and multivariate Cox analyses screened out two prognosis-related immune cells, CD4+TN and common lymphoid progenitor (CLP), which were used to construct a Cox model and figure out the risk-score. It was found that the constructed model could greatly improve the sensitivity of prognostic evaluation, that the higher the risk-score, the worse the prognosis. In addition, the risk-score could also identify molecular subtypes with poor prognosis and immunotherapy sensitivity. Through transcriptome and whole-exome sequencing analysis of PDAC dataset from The Cancer Genome Atlas (TCGA), it was found that copy number deletion and low expression of CCL19 might be crucial factors to affect the risk-score. Lastly, validation of the above findings was confirmed not only in Gene Expression Omnibus (GEO) datasets but also in our PDAC patient samples, Peking2020 cohort.

Keywords: PDAC; immunotherapy sensitivity; molecular subtype; prognosis prediction; risk-score.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Biomarkers, Tumor / genetics
  • Biomarkers, Tumor / immunology*
  • Carcinoma, Pancreatic Ductal / genetics
  • Carcinoma, Pancreatic Ductal / immunology*
  • Carcinoma, Pancreatic Ductal / therapy
  • Cohort Studies
  • DNA Copy Number Variations / immunology
  • Female
  • Gene Expression Regulation, Neoplastic / immunology*
  • Humans
  • Immune System / cytology
  • Immune System / immunology
  • Immune System / metabolism
  • Immunotherapy / methods
  • Kaplan-Meier Estimate
  • Male
  • Middle Aged
  • Mutation / immunology
  • Pancreatic Neoplasms / genetics
  • Pancreatic Neoplasms / immunology*
  • Pancreatic Neoplasms / therapy
  • Prognosis
  • Protein Interaction Maps / genetics
  • Protein Interaction Maps / immunology
  • Risk Factors
  • Transcriptome / immunology*
  • Tumor Microenvironment / genetics
  • Tumor Microenvironment / immunology*

Substances

  • Biomarkers, Tumor