Science Immunology · 2023 · 74 citations · 84 references
Life SciencesImmunologyOncologyCancer ImmunologyImmunotherapyTumor ImmunologyAntitumor T Cell ResponsesCancer ImmunotherapyCancer TranscriptomicsCheckpoint Inhibitor TherapyImmune Checkpoint InhibitorsTumor-associated AntigensAdaptive Antitumor ImmunityImmune Checkpoint Inhibitor ResponseImmune Checkpoint Inhibitor TherapyNf-κb SignalingNon-small Cell Lung Cancer ImmunotherapySingle-cell Rna SequencingSingle-cell Tumor AnalysisT Cell Receptors
Regulatory T cells (T reg ) are conventionally viewed as suppressors of endogenous and therapy-induced antitumor immunity; however, their role in modulating responses to immune checkpoint blockade (ICB) is unclear. In this study, we integrated single-cell RNA-seq/T cell receptor sequencing (TCRseq) of >73,000 tumor-infiltrating T reg (TIL-T reg ) from anti–PD-1–treated and treatment-naive non–small cell lung cancers (NSCLC) with single-cell analysis of tumor-associated antigen (TAA)–specific T reg derived from a murine tumor model. We identified 10 subsets of human TIL-T reg , most of which have high concordance with murine TIL-T reg subsets. Only one subset selectively expresses high levels of TNFRSF4 (OX40) and TNFRSF18 (GITR), whose engangement by cognate ligand mediated proliferative programs and NF-κB activation, as well as multiple genes involved in T reg suppression, including LAG3 . Functionally, the OX40 hi GITR hi subset is the most highly suppressive ex vivo, and its higher representation among total TIL-T reg correlated with resistance to PD-1 blockade. Unexpectedly, in the murine tumor model, we found that virtually all TIL-T reg –expressing T cell receptors that are specific for TAA fully develop a distinct T H 1-like signature over a 2-week period after entry into the tumor, down-regulating FoxP3 and up-regulating expression of TBX21 ( Tbet) , IFNG , and certain proinflammatory granzymes. Transfer learning of a gene score from the murine TAA-specific T H 1-like T reg subset to the human single-cell dataset revealed a highly analogous subcluster that was enriched in anti–PD-1–responding tumors. These findings demonstrate that TIL-T reg partition into multiple distinct transcriptionally defined subsets with potentially opposing effects on ICB-induced antitumor immunity and suggest that TAA-specific TIL-T reg may positively contribute to antitumor responses.
84
Comprehensive Integration of Single-Cell Data
Tim Stuart, Andrew Butler, Paul Hoffman et al. · Cell · 2019 · 16.9K citations · Full text
Integrated analysis of multimodal single-cell data
Yuhan Hao, Stephanie Hao, Erica Andersen‐Nissen et al. · Cell · 2021 · 16K citations · Full text
Fast, sensitive and accurate integration of single-cell data with Harmony
Ilya Korsunsky, Nghia Millard, Jean Fan et al. · Nature Methods · 2019 · 10.5K citations · Full text
UMAP: Uniform Manifold Approximation and Projection
Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text
RELATIONS BETWEEN TWO SETS OF VARIATES
Harold Hotelling · Biometrika · 1936 · 5.4K citations