Enhancer-driven gene regulatory networks reveal transcription factors governing T cell adaptation and differentiation in the tumor microenvironment

Immunity. 2025 Jul 8;58(7):1725-1741.e9. doi: 10.1016/j.immuni.2025.04.030. Epub 2025 May 26.

Abstract

Tumor-infiltrating lymphocytes (TILs) with a tissue-resident memory CD8+ T cell (Trm) phenotype are associated with improved patient outcomes in solid malignancies. To define programs governing the formation of Trm-like TIL, we performed paired single-cell RNA sequencing and single-cell ATAC sequencing of T cell receptor (TCR)-matched CD8+ T cells in models of infection and cancer. Enhancer-driven regulons assembled from multiomic profiling data revealed epigenetic and transcriptional programs regulating the formation of Trm-like TIL in relation to canonical exhausted and memory T cell states. The transcriptional regulator KLF2 repressed the formation of CD69+CD103+ Trm-like TIL and limited anti-tumor activity. Conversely, sustained expression of the transcription factor BATF enhanced formation of CD69+CD103+ TIL, contingent upon downregulation of KLF2. Transforming growth factor β (TGF-β) signaling and CD103 expression were necessary for Trm-like TIL formation, but BATF overexpression was sufficient to drive formation of CD69+CD103+ TIL in TGFBR2-silenced cells. These findings reveal mechanisms of Trm-like TIL differentiation and provide a framework for considering tissue residency in the context of CD8+ T cell heterogeneity in the tumor microenvironment.

Keywords: CD8(+) T cells; exhaustion; immune memory; infection; pancreatic cancer; single-cell multiomics; tissue-resident cells; tumor immunology; tumor-infiltrating lymphocytes.

MeSH terms

  • Animals
  • Antigens, CD / metabolism
  • Basic-Leucine Zipper Transcription Factors / genetics
  • Basic-Leucine Zipper Transcription Factors / metabolism
  • CD8-Positive T-Lymphocytes* / immunology
  • Cell Differentiation / genetics
  • Cell Differentiation / immunology
  • Enhancer Elements, Genetic* / genetics
  • Gene Expression Regulation, Neoplastic
  • Gene Regulatory Networks*
  • Humans
  • Immunologic Memory
  • Integrin alpha Chains / metabolism
  • Kruppel-Like Transcription Factors / genetics
  • Kruppel-Like Transcription Factors / metabolism
  • Lectins, C-Type / metabolism
  • Lymphocytes, Tumor-Infiltrating* / immunology
  • Mice
  • Mice, Inbred C57BL
  • Neoplasms* / immunology
  • Signal Transduction
  • Single-Cell Analysis
  • Transcription Factors* / genetics
  • Transcription Factors* / metabolism
  • Transforming Growth Factor beta / metabolism
  • Tumor Microenvironment* / genetics
  • Tumor Microenvironment* / immunology

Substances

  • Basic-Leucine Zipper Transcription Factors
  • Kruppel-Like Transcription Factors
  • Antigens, CD
  • Integrin alpha Chains
  • alpha E integrins
  • Transforming Growth Factor beta
  • Transcription Factors
  • Lectins, C-Type
  • Klf2 protein, mouse
  • Batf protein, mouse