bioRxivImmunology
Deciphering the transcriptomic landscape of tumor-infiltrating CD8 lymphocytes in B16 melanoma tumors with single-cell RNA-Seq
Abstract
Recent studies have proposed that tumor-specific tumor-infiltrating CD8+ T lymphocytes (CD8 TIL) can be classified into two main groups: \"exhausted\" TILs, characterized by high expression of the inhibitory receptors PD-1 and TIM-3 and lack of transcription factor 1 (Tcf1); and \"memory-like\" TILs, with self-renewal capacity and co-expressing Tcf1 and PD-1. However, a comprehensive definition of the heterogeneity existing within both tumor-specific and total CD8 TILs has yet to be clearly established.\n\nTo investigate this heterogeneity at the transcriptomic level, we performed paired single-cell RNA and TCR sequencing of CD8 T cells infiltrating B16 murine melanoma tumors, including cells of known tumor specificity. Unsupervised clustering and gene signature analysis revealed four distinct CD8 TIL states - exhausted, memory-like, naive and effector memory-like (EM-like) - and predicted novel markers, including Ly6C for the EM-like cells, that were validated by flow cytometry. Tumor-specific PMEL T cells were predominantly found within the exhausted and memory-like states but also within the EM-like state. Further, TCR repertoire sequencing revealed a large clonal expansion of exhausted, memory-like and EM-like cells with partial clonal relatedness between them. Finally, meta-analyses of public bulk and single-cell RNA-seq data suggested that anti-PD-1 treatment induces expansion of EM-like cells.\n\nOur reference map of the transcriptomic landscape of murine CD8 TILs will help interpreting future bulk and single-cell transcriptomic studies and may guide the analysis of CD8 TIL subpopulations in response to therapeutic interventions.
- organism: mouse
- assay: scRNA-seq
- research focus: clustering
- research focus: differential expression
- research focus: cell type annotation
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Single-cell analyses identify circulating anti-tumor CD8 T cells and markers for their enrichment
K. E. Pauken, O. Shahid, … M. Singer·bioRxiv·Sep 30, 2020
- Circulating Clonally Expanded T Cells Reflect Functions of Tumor Infiltrating T Cells
L. E. Lucca, P.-P. Axisa, … D. A. Hafler·Journal of Experimental MedicinePeer-reviewed·Mar 2, 2021
- Immunogenomic, single-cell and spatial dissection of CD8+T cell exhaustion reveals critical determinants of cancer immunotherapy
S. Naulaerts, D. M. Borras, … A. D. Garg·bioRxiv·Nov 22, 2021
- LAG-3 blockade reactivates the CD8+ T cell expansion program to re-expand contracted clones in the tumor
Munetomo Takahashi, Mikiya Tsunoda, … Satoshi Ueha·Nature CommunicationsPeer-reviewed·Oct 20, 2025
- Longitudinal profiling of tumor-reactive T cells during TIL therapy in metastatic melanoma
Michael T. Sandholzer, Clara Serger, … Heinz Philipp Laubli·bioRxiv·Sep 23, 2025
- BCL11B targeting in tumor CD8+ T cells amplifies anti-tumor response by blocking exhaustion while promoting stemness and cytotoxicity
Leonardo Silvane, Τόμας Ζελένκα, … Dorina Avram·bioRxiv·Aug 7, 2026