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Featured researches published by David Zemmour.


Nature Protocols | 2017

Single-cell barcoding and sequencing using droplet microfluidics

Rapolas Zilionis; Juozas Nainys; Adrian Veres; Virginia Savova; David Zemmour; Allon M. Klein; Linas Mazutis

Single-cell RNA sequencing has recently emerged as a powerful tool for mapping cellular heterogeneity in diseased and healthy tissues, yet high-throughput methods are needed for capturing the unbiased diversity of cells. Droplet microfluidics is among the most promising candidates for capturing and processing thousands of individual cells for whole-transcriptome or genomic analysis in a massively parallel manner with minimal reagent use. We recently established a method called inDrops, which has the capability to index >15,000 cells in an hour. A suspension of cells is first encapsulated into nanoliter droplets with hydrogel beads (HBs) bearing barcoding DNA primers. Cells are then lysed and mRNA is barcoded (indexed) by a reverse transcription (RT) reaction. Here we provide details for (i) establishing an inDrops platform (1 d); (ii) performing hydrogel bead synthesis (4 d); (iii) encapsulating and barcoding cells (1 d); and (iv) RNA-seq library preparation (2 d). inDrops is a robust and scalable platform, and it is unique in its ability to capture and profile >75% of cells in even very small samples, on a scale of thousands or tens of thousands of cells.


Science | 2017

Osteoblasts remotely supply lung tumors with cancer-promoting SiglecFhigh neutrophils

Camilla Engblom; Christina Pfirschke; Rapolas Zilionis; Janaina S. Martins; Stijn A. Bos; Gabriel Courties; Steffen Rickelt; Nicolas Severe; Ninib Baryawno; Julien Faget; Virginia Savova; David Zemmour; Jaclyn Kline; Marie Siwicki; Christopher Garris; Ferdinando Pucci; Hsin-Wei Liao; Yi-Jang Lin; Andita Newton; Omar K. Yaghi; Yoshiko Iwamoto; Benoit Tricot; Gregory R. Wojtkiewicz; Matthias Nahrendorf; Virna Cortez-Retamozo; Etienne Meylan; Richard O. Hynes; Marie B. Demay; Allon M. Klein; Miriam A. Bredella

A bona fide portrayal of tumor growth Bone has a well-established role in advanced cancer. It provides a supportive microenvironment for the growth of metastatic cells that escape the primary tumor, which ultimately leads to loss of bone mass. Engblom et al. show that bone may also contribute to early-stage tumorigenesis through a mechanism that leads to an increase in bone mass (see the Perspective by Zhang and Lyden). In mouse models of lung adenocarcinoma, primary tumor cells remotely activated bone-resident cells called osteoblasts, which have a bone-building function. The activated osteoblasts in turn triggered production of a certain type of neutrophil that infiltrates the primary tumor and promotes its growth. Patients with early-stage lung cancer were also found to have an increase in bone density, consistent with the findings in mice. Science, this issue p. eaal5081; see also p. 1127 Systemic cross-talk between tumor and bone can boost the growth of early-stage lung cancer in mice. INTRODUCTION Myeloid cells have emerged as key regulators of cancer growth because of their abundance in the tumor stroma in a broad range of cancers, their association with clinical outcome, and their ability to modulate tumor progression. Most tumor-infiltrating myeloid cells derive from circulating precursors, which are produced in distant tissues, and some tumors amplify myeloid cell activity by skewing hematopoiesis toward the myeloid lineage or increasing myeloid cell populations in the periphery. For example, patients across diverse cancer types can present with elevated levels of myeloid progenitor cells in peripheral blood. Additionally, increased numbers of circulating myeloid cells, such as neutrophils, often correlate with poorer clinical outcome. It is therefore important to consider host changes that occur away from the tumor stroma to more fully understand the biological processes underlying tumor growth. RATIONALE The bone marrow is a tissue of particular interest as it is the main production site for hematopoietic cells corresponding to all circulating blood lineages in the adult. The marrow contains resident cell components, such as osteoblasts, which not only participate in bone maintenance but also regulate hematopoiesis and immune cell fate. However, our understanding of bone dynamics in the context of cancer (growing at sites distant from the local bone microenvironment) and related immune responses remains limited. To address this knowledge gap, we explored whether a common solid cancer—lung adenocarcinoma—remotely affects bone tissue and how this might shape tumor-associated hematopoietic responses and tumor growth. RESULTS We show in different mouse models and in cancer patients (n = 70) that lung adenocarcinomas increase bone stromal activity even in the absence of local metastasis. Animal studies further reveal that the cancer-induced bone phenotype involves bone-resident osteocalcin-expressing (Ocn+) osteoblastic cells. Ocn+ cells affect distant tumor progression because experimentally reducing the number of these cells limits lung tumor growth. Also, Ocn+ cells are required for full-fledged tumor infiltration by a distinct subset of neutrophils that are defined by their high expression of the lectin SiglecF (sialic acid–binding immunoglobulin-like lectin F). Compared to other neutrophils, SiglecFhigh cells express genes associated with cancer-promoting processes, including angiogenesis, myeloid cell differentiation and recruitment, extracellular matrix remodeling, suppression of T cell responses, and tumor cell proliferation and growth. Additionally, SiglecFhigh neutrophils have increased reactive oxygen species production, promote macrophage differentiation, and boost tumor progression in vivo. We further report that the soluble receptor for advanced glycation end products (sRAGE) is up-regulated in the circulation of tumor-bearing mice and fosters osteoblastic activity and osteoblast-dependent neutrophil maturation in vitro. CONCLUSION This study identifies systemic cross-talk between lung tumors and bones: Lung tumors can remotely activate Ocn+ osteoblastic cells in bones even in the absence of local metastasis. In turn, these Ocn+ cells supply tumors with SiglecFhigh neutrophils, which foster cancer progression. The findings bear scientific and therapeutic importance because they reveal contributions of the host systemic environment to tumor growth and they position Ocn+ cells, SiglecFhigh neutrophils, and sRAGE as candidate clinical biomarkers and possible intervention points for anticancer therapy. Systemic cross-talk between lung tumors and bones. Lung adenocarcinomas can remotely activate Ocn+ osteoblastic cells in bones even in the absence of local metastasis. In turn, these osteoblasts supply tumors with SiglecFhigh neutrophils, which exhibit cancer-promoting functions (left). By contrast, the bone marrow in steady state only produces SiglecFlow neutrophils (right). Bone marrow–derived myeloid cells can accumulate within tumors and foster cancer outgrowth. Local immune-neoplastic interactions have been intensively investigated, but the contribution of the systemic host environment to tumor growth remains poorly understood. Here, we show in mice and cancer patients (n = 70) that lung adenocarcinomas increase bone stromal activity in the absence of bone metastasis. Animal studies reveal that the cancer-induced bone phenotype involves bone-resident osteocalcin-expressing (Ocn+) osteoblastic cells. These cells promote cancer by remotely supplying a distinct subset of tumor-infiltrating SiglecFhigh neutrophils, which exhibit cancer-promoting properties. Experimentally reducing Ocn+ cell numbers suppresses the neutrophil response and lung tumor outgrowth. These observations posit osteoblasts as remote regulators of lung cancer and identify SiglecFhigh neutrophils as myeloid cell effectors of the osteoblast-driven protumoral response.


Proceedings of the National Academy of Sciences of the United States of America | 2017

Flicr, a long noncoding RNA, modulates Foxp3 expression and autoimmunity.

David Zemmour; Alvin Pratama; Scott M. Loughhead; Diane Mathis; Christophe Benoist

Significance Regulatory T cells (Tregs) are an essential population of immunoregulatory cells that play a central role in immune tolerance and the control of autoimmune disease, infections, and cancer. The transcription factor FoxP3 is the central orchestrator of Treg differentiation, stability, and function. Here we report the discovery of the noncoding RNA, Flicr, and its fine-tuning of FoxP3 expression through modification of chromatin accessibility, with marked consequences on the progression of autoimmune diabetes. Our findings add an important piece to the puzzle of Treg differentiation and stability, and how their function adapts to physiological circumstances. A combination of transcription factors, enhancers, and epigenetic marks determines the expression of the key transcription factor FoxP3 in regulatory T cells (Tregs). Adding an additional layer of complexity, the long noncoding RNA (lncRNA) Flicr (Foxp3 long intergenic noncoding RNA) is a negative regulator that tunes Foxp3 expression, resulting in a subset of Tregs with twofold- to fivefold-lower levels of FoxP3 protein. The impact of Flicr is particularly marked in conditions of IL-2 deficiency, and, conversely, IL-2 represses Flicr expression. Flicr neighbors Foxp3 in mouse and human genomes, is specifically expressed in mature Tregs, and acts only in cis. It does not affect DNA methylation, but modifies chromatin accessibility in the conserved noncoding sequence 3 (CNS3)/Accessible region 5 (AR5) region of Foxp3. Like many lncRNAs, Flicr’s molecular effects are subtle, but by curtailing Treg activity, Flicr markedly promotes autoimmune diabetes and, conversely, restrains antiviral responses. This mechanism of FoxP3 control may allow escape from dominant Treg control during infection or cancer, at the cost of heightened autoimmunity.


Nature Immunology | 2018

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

David Zemmour; Rapolas Zilionis; Evgeny Kiner; Allon M. Klein; Diane Mathis; Christophe Benoist

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.


Science immunology | 2018

Molecular diversification of regulatory T cells in nonlymphoid tissues

Joanna R. DiSpirito; David Zemmour; Deepshika Ramanan; Jun Cho; Rapolas Zilionis; Allon M. Klein; Christophe Benoist; Diane Mathis

Different tissue microenvironments differentially refine Treg cell transcriptional regulatory modules already primed in lymphoid organs. Mapping Treg regulomes Technological advances are allowing immunologists to study rare populations of immune cells that take residence in various tissues including adipose tissue, skin, and the lung. Here, DiSpirito et al. have generated transcriptomes and chromatin accessibility maps of mouse regulatory T cells (Tregs) that reside in visceral adipose tissue, muscle, and the colon and compared them with the profiles generated from splenic Tregs. They have used these data sets to define transcriptional networks that are shared by all these populations and to identify networks that are unique to one or more tissue-resident Treg populations. Foxp3+CD4+ regulatory T cells (Tregs) accumulate in certain nonlymphoid tissues, where they control diverse aspects of organ homeostasis. Populations of tissue Tregs, as they have been termed, have transcriptomes distinct from those of their counterparts in lymphoid organs and other nonlymphoid tissues. We examined the diversification of Tregs in visceral adipose tissue, skeletal muscle, and the colon vis-à-vis lymphoid organs from the same individuals. The unique transcriptomes of the various tissue Treg populations resulted from layering of tissue-restricted open chromatin regions over regions already open in the spleen, the latter tagged by super-enhancers and particular histone marks. The binding motifs for a small number of transcription factor (TF) families were repeatedly enriched within the accessible chromatin stretches of Tregs in the three nonlymphoid tissues. However, a bioinformatically and experimentally validated transcriptional network, constructed by integrating chromatin accessibility and single-cell transcriptomic data, predicted reliance on different TF family members in the different tissues. The network analysis also revealed that tissue-restricted and broadly acting TFs were integrated into feed-forward loops to enforce tissue-specific gene expression in nonlymphoid-tissue Tregs. Overall, this study provides a framework for understanding the epigenetic dynamics of T cells operating in nonlymphoid tissues, which should inform strategies for specifically targeting them.


Nature Immunology | 2018

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

David Zemmour; Rapolas Zilionis; Evgeny Kiner; Allon M. Klein; Diane Mathis; Christophe Benoist

In the version of this article initially published, the Supplementary Note was missing. The Supplementary Note has now been provided online and is cited in the Methods section of the article. The error has been corrected in the HTML and PDF version of the article.


Molecular Therapy | 2016

560. Generation of Functional Regulatory T Cells by FOXP3 Gene Transfer into CD4 T Cell from IPEX Patients

Emmanuelle Six; Nelly Sigrist; David Zemmour; Marie-Andrée Bessard; Fabienne Mazerolles; Samia Martin; Fulvio Mavilio; Frédéric Rieux-Laucat; Christophe Benoist; Isabelle André-Schmutz; Marina Cavazzana

IPEX (Immunodysregulation Polyendocrinopathy Enteropathy X-linked) syndrome is the prototype of primary immunodeficiency with prevailing autoimmunity. The disease is caused by mutations in the gene encoding the transcription factor forkhead box P3 (FOXP3), which leads to the loss of function of thymus-derived CD4+CD25+ regulatory T (tTreg) cells. In IPEX patients, the absence of a functional Treg cell compartment leads to the development of multiple autoimmune manifestations (including severe enteropathy, type 1 diabetes and eczema) usually in the first months or years of life. The current treatments for IPEX syndrome include immunosuppressive, hormone replacement therapies. Unfortunately, immunosuppressive treatments are usually only partially effective and their dose is often limited because of the occurrence of infectious complications and toxicity. Currently, the only curative treatment for IPEX syndrome is allogeneic hematopoietic stem cell transplantation (HSCT). The absence of an HLA-compatible donor for all patients and their poor clinical condition particularly expose them to a risk of mortality when HLA partially compatible donors are used. For all these reasons, effective alternative therapeutic approaches are urgently needed. Various preclinical studies have shown that partial donor chimerism is sufficient for complete remission meaning that a small number of functional natural Treg is sufficient to restore immune tolerance. This suggests that T cell gene therapy approaches designed to selectively restore the repertoire of Treg cells is a promising potential cure for IPEX. We demonstrated that FOXP3 gene transfer into CD4+ T cells from IPEX patients enable the generation of potent and stable regulatory T cells. Indeed we showed the functional suppressive properties of the generated CD4IPEX-FOXP3 cells in an optimized flow-cytometry-based in vitro suppression assay. We are currently comparing the transcriptional profile of these regulatory CD4IPEX-FOXP3 cells in comparison to natural Treg by RNA-seq analysis. Therefore, the introduction of a functional copy of the FOXP3 gene into an IPEX patients T cells may be enough to restore immune tolerance and thus avoid the complications of allogenic HSCT. We will also discuss the challenge of generating a large, homogenous and stable population of cells in vitro for adoptive transfer and whether it can ensure long-term disease correction without generating a context of generalized immunosuppression.


Nature Immunology | 2015

Aire controls gene expression in the thymic epithelium with ordered stochasticity

Matthew M Meredith; David Zemmour; Diane Mathis; Christophe Benoist


Cell | 2018

TCR Transgenic Mice Reveal Stepwise, Multi-site Acquisition of the Distinctive Fat-Treg Phenotype

Chaoran Li; Joanna R. DiSpirito; David Zemmour; Raul German Spallanzani; Wilson Kuswanto; Christophe Benoist; Diane Mathis


Blood | 2016

Generation of Functional Regulatory T Cells By FOXP3 Gene Transfer into CD4 T Cells from Scurfy Mice and IPEX Patients

Marianne Delville; Emmanuelle Six; Florence Bellier; Nelly Sigrist; David Zemmour; Marie-André Bessard; Fabienne Mazerolles; David A. Gross; Axel Schambach; Frédéric Rieux-Laucat; Christoph Benoist; Isabelle André-Schmutz; Marina Cavazzana

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Marina Cavazzana

Paris Descartes University

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