A minimal gene set characterizes TIL specific for diverse tumor antigens across different cancer types

Zhen Zeng1,2,3, Tianbei Zhang1,2,3, Jiajia Zhang4

  • 1Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, US.

Nature Communications
|February 3, 2025
PubMed

Insights

A new MANAscore algorithm identifies tumor-specific T cells crucial for immunotherapy. This tool analyzes gene expression in tumor-infiltrating lymphocytes (TIL) to pinpoint cancer-reactive cells, improving treatment strategies.

Area of Science:

  • Immunology
  • Oncology
  • Bioinformatics

Background:

  • Identifying tumor-specific T cells that drive immunotherapy responses is difficult.
  • Mutation-associated neoantigen (MANA)-specific CD8+ tumor-infiltrating lymphocytes (TIL) show specific gene expression patterns (high CXCL13, CD39; low IL7R), but their functional role is unclear.

Purpose of the Study:

  • To develop and validate an integrative tool to identify MANA-specific TIL.
  • To assess the collective relevance of specific gene expression markers to T cell functionality in cancer.

Main Methods:

  • Developed a "MANAscore" algorithm using weighted expression of CXCL13, CD39, and IL7R.
  • Applied the algorithm to single-cell RNAseq data from lung cancer and melanoma.
  • Validated the algorithm's performance against known neoantigen-specific CD8+ clones and other tumor antigen-specific TIL.

Main Results:

  • The MANAscore algorithm accurately identifies validated neoantigen-specific CD8+ clones and TIL recognizing other tumor antigens.
  • MANAscore identified TIL with a tissue-resident memory gene expression program.
  • In anti-PD-1 treated lung tumors, MANAscore-identified putative tumor-reactive cells (pTRC) exhibited higher checkpoint and cytotoxicity gene expression.

Conclusions:

  • MANAscore is a robust tool for enriching candidate tumor-specific T cells.
  • The algorithm aids in understanding the functional programming of tumor-reactive TIL.
  • MANAscore can identify TIL with distinct gene expression patterns in responding tumors, offering insights into immunotherapy efficacy.

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