Integrated BATF transcriptional network regulates suppressive intratumoral regulatory T cells

Human regulatory T cells (Tregs) are crucial regulators of tissue repair, autoimmune diseases, and cancer. However, it is challenging to inhibit the suppressive function of Tregs for cancer therapy without affecting immune homeostasis. Identifying pathways that may distinguish tumor-restricted Tregs is important, yet the transcriptional programs that control intratumoral Treg gene expression, and that are distinct from Tregs in healthy tissues, remain largely unknown. We profiled single-cell transcriptomes of CD4+ T cells in tumors and peripheral blood from patients with head and neck squamous cell carcinomas (HNSCC) and those in nontumor tonsil tissues and peripheral blood from healthy donors. We identified a subpopulation of activated Tregs expressing multiple tumor necrosis factor receptor (TNFR) genes (TNFR+ Tregs) that is highly enriched in the tumor microenvironment (TME) compared with nontumor tissue and the periphery. TNFR+ Tregs are associated with worse prognosis in HNSCC and across multiple solid tumor types. Mechanistically, the transcription factor BATF is a central component of a gene regulatory network that governs key aspects of TNFR+ Tregs. CRISPR-Cas9–mediated BATF knockout in human activated Tregs in conjunction with bulk RNA sequencing, immunophenotyping, and in vitro functional assays corroborated the central role of BATF in limiting excessive activation and promoting the survival of human activated Tregs. Last, we identified a suite of surface molecules reflective of the BATF-driven transcriptional network on intratumoral Tregs in patients with HNSCC. These findings uncover a primary transcriptional regulator of highly suppressive intratumoral Tregs, highlighting potential opportunities for therapeutic intervention in cancer without affecting immune homeostasis. Description A distinct subpopulation of suppressive intratumoral regulatory T cells correlated with poor prognosis across multiple solid tumors. Editor’s summary Blocking the suppressive activity of CD4+ regulatory T cells (Tregs) to reinvigorate the immune system against tumors comes with substantial risks of adverse effects due to their critical role in immune tolerance. Shan et al. identified a subpopulation of Tregs enriched in the tumor microenvironment specifically by comparing CD4+ T cells from healthy individuals with those from patients with head and neck squamous cell carcinomas. Characterized by gene expression programs and suppressor function under the control of the transcription factor BATF, these distinct Tregs were associated with poorer outcomes across a variety of cancers. Thus, this work indicates that it may be possible to inhibit tumor-infiltrating Tregs by targeting the distinct gene regulatory networks that control their suppressor function without impairing immune homeostasis in general. —Sarah H. Ross

[1]  Atique U. Ahmed,et al.  Cell Lineage and Pseudotime Inference for Single-cell Transcriptomics Analysis of Chemoresistance in GBM (P11-13.002) , 2023, Wednesday, April 26.

[2]  J. Alcorn,et al.  IFNγ-induction of T_H1-like regulatory T cells controls antiviral responses , 2023, Nature Immunology.

[3]  M. Tsuboi,et al.  BATF epigenetically and transcriptionally controls the activation program of regulatory T cells in human tumors , 2022, Science Immunology.

[4]  D. Vignali,et al.  Therapeutic targeting of regulatory T cells in cancer. , 2022, Trends in cancer.

[5]  Xueda Hu,et al.  Pan-cancer single-cell landscape of tumor-infiltrating T cells , 2021, Science.

[6]  Jennifer M. Lund,et al.  Mucosal tissue regulatory T cells are integral in balancing immunity and tolerance at portals of antigen entry , 2021, Mucosal Immunology.

[7]  Gary D Bader,et al.  The reactome pathway knowledgebase 2022 , 2021, Nucleic Acids Res..

[8]  A. El-Khoueiry,et al.  A Phase I, Open-Label, Dose-Escalation Study of the OX40 Agonist Ivuxolimab in Patients with Locally Advanced or Metastatic Cancers , 2021, Clinical Cancer Research.

[9]  Huating Yuan,et al.  Dynamic regulatory networks of T cell trajectory dissect transcriptional control of T cell state transition , 2021, Molecular therapy. Nucleic acids.

[10]  Yongjin P. Park Faculty Opinions recommendation of SCENIC: single-cell regulatory network inference and clustering. , 2021, Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature.

[11]  Xiaochen Bo,et al.  clusterProfiler 4.0: A universal enrichment tool for interpreting omics data , 2021, Innovation.

[12]  D. Vignali,et al.  Regulatory T Cells: Barriers of Immune Infiltration Into the Tumor Microenvironment , 2021, Frontiers in Immunology.

[13]  R. Soose,et al.  B cell signatures and tertiary lymphoid structures contribute to outcome in head and neck squamous cell carcinoma , 2021, Nature Communications.

[14]  T. Lim,et al.  CD30+OX40+ Treg is associated with improved overall survival in colorectal cancer , 2021, Cancer Immunology, Immunotherapy.

[15]  D. Colomer,et al.  EOMES and IL-10 regulate antitumor activity of T regulatory type 1 CD4+ T cells in chronic lymphocytic leukemia , 2021, Leukemia.

[16]  Greg M. Delgoffe,et al.  Mitochondrial stress induced by continuous stimulation under hypoxia rapidly drives T cell exhaustion , 2021, Nature immunology.

[17]  P. Ascierto,et al.  393 First-in-human phase 1/2a study of the novel nonfucosylated anti–CTLA-4 monoclonal antibody BMS-986218 ± nivolumab in advanced solid tumors: initial phase 1 results , 2020 .

[18]  Raphael Gottardo,et al.  Integrated analysis of multimodal single-cell data , 2020, Cell.

[19]  Alan Chuan-Ying Lai,et al.  HIF-2α is indispensable for regulatory T cell function , 2020, Nature Communications.

[20]  Chun Jimmie Ye,et al.  Functional CRISPR dissection of gene networks controlling human regulatory T cell identity , 2020, Nature Immunology.

[21]  Changyun Hu,et al.  Abstract 4532: Preclinical evaluation of JTX-1811, an anti-CCR8 antibody with enhanced ADCC activity, for preferential depletion of tumor-infiltrating regulatory T cells , 2020, Immunology.

[22]  Yvan Saeys,et al.  A scalable SCENIC workflow for single-cell gene regulatory network analysis , 2020, Nature Protocols.

[23]  Zhili Chen,et al.  Netrin-1 reduces lung ischemia-reperfusion injury by increasing the proportion of regulatory T cells , 2020, The Journal of international medical research.

[24]  M. Rosenblum,et al.  Regulatory T cells in skin injury: At the crossroads of tolerance and tissue repair , 2020, Science Immunology.

[25]  M. Farrar,et al.  Interferons in Treg development and function , 2020, The Journal of Immunology.

[26]  D. Lambrechts,et al.  A pan-cancer blueprint of the heterogeneous tumor microenvironment revealed by single-cell profiling , 2020, Cell Research.

[27]  Giovanni Parmigiani,et al.  ComBat-seq: batch effect adjustment for RNA-seq count data , 2020, bioRxiv.

[28]  Steffi Oesterreich,et al.  Immune Landscape of Viral- and Carcinogen-Driven Head and Neck Cancer. , 2019, Immunity.

[29]  C. Benoist,et al.  The NF-κB RelA Transcription Factor Is Critical for Regulatory T Cell Activation and Stability , 2019, Front. Immunol..

[30]  Fabian J Theis,et al.  Generalizing RNA velocity to transient cell states through dynamical modeling , 2019, Nature Biotechnology.

[31]  S. Sakaguchi,et al.  Targeting Treg cells in cancer immunotherapy , 2019, European journal of immunology.

[32]  J. Wolchok,et al.  Rational design of anti-GITR-based combination immunotherapy , 2019, Nature Medicine.

[33]  Ash A. Alizadeh,et al.  Determining cell-type abundance and expression from bulk tissues with digital cytometry , 2019, Nature Biotechnology.

[34]  Ricardo J. Miragaia,et al.  Single-Cell Transcriptomics of Regulatory T Cells Reveals Trajectories of Tissue Adaptation , 2019, Immunity.

[35]  C. Leslie,et al.  Transcription factor Foxp1 regulates Foxp3 chromatin binding and coordinates regulatory T cell function , 2019, Nature Immunology.

[36]  Clark Glymour,et al.  Mixed graphical models for integrative causal analysis with application to chronic lung disease diagnosis and prognosis , 2018, Bioinform..

[37]  Erik Sundström,et al.  RNA velocity of single cells , 2018, Nature.

[38]  U. Klein,et al.  The Alternative NF-κB Pathway in Regulatory T Cell Homeostasis and Suppressive Function , 2018, The Journal of Immunology.

[39]  Allon M Klein,et al.  Single-cell gene expression reveals a landscape of regulatory T cell phenotypes shaped by the TCR , 2018, Nature Immunology.

[40]  T. Hughes,et al.  The Human Transcription Factors , 2018, Cell.

[41]  Panos K. Chrysanthis,et al.  Comparison of strategies for scalable causal discovery of latent variable models from mixed data , 2018, International Journal of Data Science and Analytics.

[42]  T. Sparwasser,et al.  Regulatory T Cells , 2011, Methods in Molecular Biology.

[43]  W. Shi,et al.  The TNF Receptor Superfamily-NF-κB Axis Is Critical to Maintain Effector Regulatory T Cells in Lymphoid and Non-lymphoid Tissues. , 2017, Cell reports.

[44]  Ryuichi Murakami,et al.  Analyses of a Mutant Foxp3 Allele Reveal BATF as a Critical Transcription Factor in the Differentiation and Accumulation of Tissue Regulatory T Cells , 2017, Immunity.

[45]  T. Mcclanahan,et al.  Characterization of MK-4166, a Clinical Agonistic Antibody That Targets Human GITR and Inhibits the Generation and Suppressive Effects of T Regulatory Cells. , 2017, Cancer research.

[46]  J. Aerts,et al.  SCENIC: Single-cell regulatory network inference and clustering , 2017, Nature Methods.

[47]  Russell B. Fletcher,et al.  Slingshot: cell lineage and pseudotime inference for single-cell transcriptomics , 2017, BMC Genomics.

[48]  A. Rudensky,et al.  Stability and function of regulatory T cells expressing the transcription factor T-bet , 2017, Nature.

[49]  Neil D. Lawrence,et al.  Single-cell RNA-seq and computational analysis using temporal mixture modeling resolves TH1/TFH fate bifurcation in malaria , 2017, Science Immunology.

[50]  K. Schulze-Osthoff,et al.  c-FLIP Expression in Foxp3-Expressing Cells Is Essential for Survival of Regulatory T Cells and Prevention of Autoimmunity. , 2017, Cell reports.

[51]  F. Lang,et al.  MicroRNAs regulate T‐cell production of interleukin‐9 and identify hypoxia‐inducible factor‐2α as an important regulator of T helper 9 and regulatory T‐cell differentiation , 2016, Immunology.

[52]  D. Vignali,et al.  Targeting regulatory T cells in tumors , 2016, The FEBS journal.

[53]  L. Chow,et al.  A phase Ib dose escalation study of the OX40 agonist MOXR0916 and the PD-L1 inhibitor atezolizumab in patients with advanced solid tumors. , 2016 .

[54]  M. Hattori,et al.  Two FOXP3+CD4+ T cell subpopulations distinctly control the prognosis of colorectal cancers , 2016, Nature Medicine.

[55]  Bin Shang,et al.  Prognostic value of tumor-infiltrating FoxP3+ regulatory T cells in cancers: a systematic review and meta-analysis , 2015, Scientific Reports.

[56]  W. Shi,et al.  The transcriptional regulators IRF4, BATF and IL-33 orchestrate development and maintenance of adipose tissue–resident regulatory T cells , 2015, Nature Immunology.

[57]  S. Leung,et al.  Prognostic significance of FOXP3+ tumor-infiltrating lymphocytes in breast cancer depends on estrogen receptor and human epidermal growth factor receptor-2 expression status and concurrent cytotoxic T-cell infiltration , 2014, Breast Cancer Research.

[58]  A. Regev,et al.  The transcription factor BATF operates as an essential differentiation checkpoint in early effector CD8+ T cells , 2014, Nature Immunology.

[59]  D. Finkelstein,et al.  Stability and function of regulatory T cells is maintained by a neuropilin-1–semaphorin-4a axis , 2013, Nature.

[60]  Q. Lu,et al.  DNA methylation impairs TLR9 induced Foxp3 expression by attenuating IRF-7 binding activity in fulminant type 1 diabetes. , 2013, Journal of autoimmunity.

[61]  P H Watson,et al.  Tumour-infiltrating FOXP3+ lymphocytes are associated with cytotoxic immune responses and good clinical outcome in oestrogen receptor-negative breast cancer , 2012, British Journal of Cancer.

[62]  A. DeMichele,et al.  CD25 Blockade Depletes and Selectively Reprograms Regulatory T Cells in Concert with Immunotherapy in Cancer Patients , 2012, Science Translational Medicine.

[63]  Kenneth M. Murphy,et al.  Batf controls the global regulators of class switch recombination in both B and T cells , 2011, Nature Immunology.

[64]  A. Kraft,et al.  The Pim protein kinases regulate energy metabolism and cell growth , 2010, Proceedings of the National Academy of Sciences.

[65]  Björn Nilsson,et al.  Integrative genomic analysis of HIV-specific CD8+ T cells reveals that PD-1 inhibits T cell function by upregulating BATF , 2010, Nature Medicine.

[66]  C. Figdor,et al.  Dendritic Cell Vaccination in Combination with Anti-CD25 Monoclonal Antibody Treatment: A Phase I/II Study in Metastatic Melanoma Patients , 2010, Clinical Cancer Research.

[67]  T. Nomura,et al.  Functional delineation and differentiation dynamics of human CD4+ T cells expressing the FoxP3 transcription factor. , 2009, Immunity.

[68]  Gary D. Stormo,et al.  The AP-1 transcription factor Batf controls TH17 differentiation , 2009, Nature.

[69]  J. Wolchok,et al.  OX40 engagement and chemotherapy combination provides potent antitumor immunity with concomitant regulatory T cell apoptosis , 2009, The Journal of experimental medicine.

[70]  Hans W. Nijman,et al.  Prognostic significance of tumor-infiltrating T-lymphocytes in primary and metastatic lesions of advanced stage ovarian cancer , 2008, Cancer Immunology, Immunotherapy.

[71]  D. Vignali,et al.  How regulatory T cells work , 2008, Nature Reviews Immunology.

[72]  D. Männel,et al.  Cutting Edge: Expression of TNFR2 Defines a Maximally Suppressive Subset of Mouse CD4+CD25+FoxP3+ T Regulatory Cells: Applicability to Tumor-Infiltrating T Regulatory Cells1 , 2008, The Journal of Immunology.

[73]  E. Sebzda,et al.  Transcription factor KLF2 regulates the migration of naive T cells by restricting chemokine receptor expression patterns , 2008, Nature Immunology.

[74]  George Coukos,et al.  Specific recruitment of regulatory T cells in ovarian carcinoma fosters immune privilege and predicts reduced survival , 2004, Nature Medicine.

[75]  Q. Ruan,et al.  Nuclear factor-κB in immunity and inflammation: the Treg and Th17 connection. , 2012, Advances in experimental medicine and biology.

[76]  Yan Zhang,et al.  A systematic review and meta-analysis , 2012 .

[77]  J. Wolchok,et al.  OX 40 engagement and chemotherapy combination provides potent antitumor immunity with concomitant regulatory T cell apoptosis , 2009 .

[78]  H. Ochs,et al.  The immune dysregulation, polyendocrinopathy, enteropathy, X-linked syndrome (IPEX) is caused by mutations of FOXP3 , 2001, Nature Genetics.

[79]  D. Gagnon,et al.  A R T I C L E , 2022 .