Single-cell gene expression reveals a landscape of regulatory T cell phenotypes shaped by the TCR

CD4+ T regulatory cells (Treg) are central to immune homeostasis, their phenotypic heterogeneity reflecting the diverse environments and target cells that they regulate. To understand this heterogeneity, we combined single-cell RNA-seq, activation reporter and T cell receptor (TCR) analysis to profile thousands of Treg or conventional CD4+FoxP3– T cells (Tconv) from mouse lymphoid organs and human blood. Treg and Tconv pools showed areas of overlap, as resting ‘furtive’ Tregs with overall similarity to Tconvs or as a convergence of activated states. All Tregs expressed a small core of FoxP3-dependent transcripts, onto which additional programs were added less uniformly. Among suppressive functions, Il2ra and Ctla4 were quasiconstant, inhibitory cytokines being more sparsely distributed. TCR signal intensity did not affect resting/activated Treg proportions but molded activated Treg programs. The main lines of Treg heterogeneity in mice were strikingly conserved in human blood. These results reveal unexpected TCR-shaped states of activation, providing a framework to synthesize previous observations of Treg heterogeneity.Regulatory T (Treg) cells have distinct transcriptional programs underpinning their suppressive functions. Benoist and colleagues use single-cell RNA-seq to describe the transcriptional landscape of Treg cells and the effects of T cell–receptor signaling.

[1]  Deepali V. Sawant,et al.  Once a Treg, always a Treg? , 2014, Immunological reviews.

[2]  M. Kleinewietfeld,et al.  CCR6 expression defines regulatory effector/memory-like cells within the CD25(+)CD4+ T-cell subset. , 2005, Blood.

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

[4]  S. Nutt,et al.  Differentiation and function of Foxp3(+) effector regulatory T cells. , 2013, Trends in immunology.

[5]  A. Regev,et al.  Revealing the vectors of cellular identity with single-cell genomics , 2016, Nature Biotechnology.

[6]  B. Nogrady Q&A: Declan Murphy , 2015, Nature.

[7]  Michael Q. Zhang,et al.  Novel Foxo1-dependent transcriptional programs control Treg cell function , 2012, Nature.

[8]  I. Amit,et al.  Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types , 2014, Science.

[9]  Ronald N. Germain,et al.  Immune homeostasis enforced by co-localized effector and regulatory T cells , 2015, Nature.

[10]  Mikhail Shugay,et al.  MiXCR: software for comprehensive adaptive immunity profiling , 2015, Nature Methods.

[11]  A. Rudensky,et al.  T cell receptor signalling in the control of regulatory T cell differentiation and function , 2016, Nature Reviews Immunology.

[12]  A. Rudensky,et al.  A function for interleukin 2 in Foxp3-expressing regulatory T cells , 2005, Nature Immunology.

[13]  Pablo Tamayo,et al.  Compendium of Immune Signatures Identifies Conserved and Species-Specific Biology in Response to Inflammation. , 2016, Immunity.

[14]  Shane J. Neph,et al.  Foxp3 Exploits a Pre-Existent Enhancer Landscape for Regulatory T Cell Lineage Specification , 2012, Cell.

[15]  D. Campbell,et al.  Phenotypical and functional specialization of FOXP3+ regulatory T cells , 2011, Nature Reviews Immunology.

[16]  David Zemmour,et al.  Aire controls gene expression in the thymic epithelium with ordered stochasticity , 2015, Nature Immunology.

[17]  S. Singhal,et al.  Inhibition of p300 impairs Foxp3+ T-regulatory cell function and promotes anti-tumor immunity , 2013, Nature Medicine.

[18]  C. Leslie,et al.  A mechanism for expansion of regulatory T cell repertoire and its role in self tolerance , 2015, Nature.

[19]  Christophe Benoist,et al.  Foxp3 transcription-factor-dependent and -independent regulation of the regulatory T cell transcriptional signature. , 2007, Immunity.

[20]  A. Rudensky,et al.  Regulatory T cells: mechanisms of differentiation and function. , 2012, Annual review of immunology.

[21]  Christophe Benoist,et al.  Stability of the Regulatory T Cell Lineage in Vivo , 2010, Science.

[22]  J. Bluestone,et al.  Instability of the transcription factor Foxp3 leads to the generation of pathogenic memory T cells in vivo , 2009, Nature Immunology.

[23]  H. Weiner,et al.  Reciprocal developmental pathways for the generation of pathogenic effector TH17 and regulatory T cells , 2006, Nature.

[24]  T. Hashimshony,et al.  CEL-Seq: single-cell RNA-Seq by multiplexed linear amplification. , 2012, Cell reports.

[25]  B. Stranger,et al.  Interindividual variation in human T regulatory cells , 2014, Proceedings of the National Academy of Sciences.

[26]  A. Rudensky,et al.  Single-cell analysis of normal and FOXP3-mutant human T cells: FOXP3 expression without regulatory T cell development. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[27]  Ming O. Li,et al.  Transcriptional control of regulatory T cell development and function , 2013, Trends in Immunology.

[28]  Scott J. Tebbutt,et al.  A Regulatory T-Cell Gene Signature Is a Specific and Sensitive Biomarker to Identify Children With New-Onset Type 1 Diabetes , 2016, Diabetes.

[29]  Rona S. Gertner,et al.  Single cell RNA Seq reveals dynamic paracrine control of cellular variation , 2014, Nature.

[30]  R. Balderas,et al.  Repression of the genome organizer SATB1 in regulatory T cells is required for suppressive function and inhibition of effector differentiation , 2011, Nature Immunology.

[31]  T. Holderried,et al.  Stable inhibitory activity of regulatory T cells requires the transcription factor Helios , 2015, Science.

[32]  D. Campbell,et al.  CCR7 provides localized access to IL-2 and defines homeostatically distinct regulatory T cell subsets , 2014, The Journal of experimental medicine.

[33]  Tim F. Rayner,et al.  Foxp3+ follicular regulatory T cells control T follicular helper cells and the germinal center response , 2011, Nature Medicine.

[34]  Allon M. Klein,et al.  Droplet Barcoding for Single-Cell Transcriptomics Applied to Embryonic Stem Cells , 2015, Cell.

[35]  Geoffrey E. Hinton,et al.  Visualizing Data using t-SNE , 2008 .

[36]  Daniel J. Campbell,et al.  T-bet controls regulatory T cell homeostasis and function during type-1 inflammation , 2009, Nature Immunology.

[37]  A. Vandenbon,et al.  Guidance of regulatory T cell development by Satb1-dependent super-enhancer establishment , 2017, Nature Immunology.

[38]  Herman Waldmann,et al.  Plasticity of Foxp3(+) T cells reflects promiscuous Foxp3 expression in conventional T cells but not reprogramming of regulatory T cells. , 2012, Immunity.

[39]  C. Benoist,et al.  Flicr, a long noncoding RNA, modulates Foxp3 expression and autoimmunity , 2017, Proceedings of the National Academy of Sciences.

[40]  Nicole R. Cunningham,et al.  T cell receptor signal strength in Treg and iNKT cell development demonstrated by a novel fluorescent reporter mouse , 2011, The Journal of experimental medicine.

[41]  Cole Trapnell,et al.  TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions , 2013, Genome Biology.

[42]  A. Rudensky,et al.  Homeostasis and anergy of CD4+CD25+ suppressor T cells in vivo , 2002, Nature Immunology.

[43]  Liza Konnikova,et al.  Individual intestinal symbionts induce a distinct population of RORγ+ regulatory T cells , 2015, Science.

[44]  Allon M. Klein,et al.  Single-cell barcoding and sequencing using droplet microfluidics , 2016, Nature Protocols.

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

[46]  Mark M. Davis,et al.  Restricted islet-cell reactive T cell repertoire of early pancreatic islet infiltrates in NOD mice , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[47]  B. Malissen,et al.  Early T cell activation: integrating biochemical, structural, and biophysical cues. , 2015, Annual review of immunology.

[48]  A. Rudensky,et al.  Continuous requirement for the T cell receptor for regulatory T cell function , 2014, Nature Immunology.

[49]  A. Sharpe,et al.  T follicular regulatory cells , 2016, Immunological reviews.

[50]  W. Huber,et al.  Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 , 2014, Genome Biology.

[51]  C. Benoist,et al.  A Special Population of Regulatory T Cells Potentiates Muscle Repair , 2013, Cell.

[52]  Hans Clevers,et al.  Single-cell messenger RNA sequencing reveals rare intestinal cell types , 2015, Nature.

[53]  C. Hsieh,et al.  Peripheral education of the immune system by colonic commensal microbiota , 2011, Nature.

[54]  A. Weiss,et al.  Endogenous Nur77 Is a Specific Indicator of Antigen Receptor Signaling in Human T and B Cells , 2017, The Journal of Immunology.

[55]  C. Benoist,et al.  Convergent and divergent effects of costimulatory molecules in conventional and regulatory CD4+ T cells , 2012, Proceedings of the National Academy of Sciences.

[56]  M. Farrar,et al.  Costimulation via the tumor-necrosis factor receptor superfamily couples TCR signal strength to the thymic differentiation of regulatory T cells , 2014, Nature Immunology.

[57]  A. Rudensky,et al.  Differentiation of regulatory Foxp3+ T cells in the thymic cortex , 2008, Proceedings of the National Academy of Sciences.

[58]  Christian Hennig,et al.  Cluster-wise assessment of cluster stability , 2007, Comput. Stat. Data Anal..

[59]  W. Shi,et al.  The transcription factors Blimp-1 and IRF4 jointly control the differentiation and function of effector regulatory T cells , 2011, Nature Immunology.