Dynamic Network Biomarker of Pre-Exhausted CD8+ T Cells Contributed to T Cell Exhaustion in Colorectal Cancer

Front Immunol. 2021 Aug 9:12:691142. doi: 10.3389/fimmu.2021.691142. eCollection 2021.

Abstract

Immunotherapy has achieved positive clinical responses in various cancers. However, in advanced colorectal cancer (CRC), immunotherapy is challenging because of the deterioration of T-cell exhaustion, the mechanism of which is still unclear. In this study, we depicted CD8+ T-cell developmental trajectories and characterized the pre-exhausted T cells isolated from CRC patients in the scRNA-seq data set using a dynamic network biomarker (DNB). Moreover, CCT6A identified by DNB was a biomarker for pre-exhausted T-cell subpopulation in CRC. Besides, TUBA1B expression was triggered by CCT6A as DNB core genes contributing to CD8+ T cell exhaustion, indicating that core genes serve as biomarkers in pre-exhausted T cells. Remarkably, both TUBA1B and CCT6A expressions were significantly associated with the overall survival of COAD patients in the TCGA database (p = 0.0082 and p = 0.026, respectively). We also observed that cellular communication between terminally differentiated exhausted T cells and pre-exhausted T cells contributes to exhaustion. These findings provide new insights into the mechanism of T-cell exhaustion and provide clue for targeted immunotherapy in CRC.

Keywords: CCT6A; T cell exhaustion; TUBA1B; colorectal cancer; dynamic network biomarker; pre-exhausted T cell.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Biomarkers
  • CD8-Positive T-Lymphocytes / immunology*
  • Chaperonin Containing TCP-1 / genetics
  • Chaperonin Containing TCP-1 / immunology
  • Colorectal Neoplasms / genetics
  • Colorectal Neoplasms / immunology*
  • Humans
  • RNA-Seq
  • Tubulin / genetics
  • Tubulin / immunology

Substances

  • Biomarkers
  • CCT6A protein, human
  • TUBA1B protein, human
  • Tubulin
  • Chaperonin Containing TCP-1