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1.
Proc Natl Acad Sci U S A ; 116(45): 22699-22709, 2019 11 05.
Article in English | MEDLINE | ID: mdl-31636208

ABSTRACT

Immune checkpoint blockade therapy targets T cell-negative costimulatory molecules such as cytotoxic T lymphocyte antigen-4 (CTLA-4) and programmed cell death-1 (PD-1). Combination anti-CTLA-4 and anti-PD-1 blockade therapy has enhanced efficacy, but it remains unclear through what mechanisms such effects are mediated. A critical question is whether combination therapy targets and modulates the same T cell populations as monotherapies. Using a mass cytometry-based systems approach, we comprehensively profiled the response of T cell populations to monotherapy and combination anti-CTLA-4 plus anti-PD-1 therapy in syngeneic murine tumors and clinical samples. Most effects of monotherapies were additive in the context of combination therapy; however, multiple combination therapy-specific effects were observed. Highly phenotypically exhausted cluster of differentiation 8 (CD8) T cells expand in frequency following anti-PD-1 monotherapy but not combination therapy, while activated terminally differentiated effector CD8 T cells expand only following combination therapy. Combination therapy also led to further increased frequency of T helper type 1 (Th1)-like CD4 effector T cells even though anti-PD-1 monotherapy is not sufficient to do so. Mass cytometry analyses of peripheral blood from melanoma patients treated with immune checkpoint blockade therapies similarly revealed mostly additive effects on the frequencies of T cell subsets along with unique modulation of terminally differentiated effector CD8 T cells by combination ipilimumab plus nivolumab therapy. Together, these findings indicate that dual blockade of CTLA-4 and PD-1 therapy is sufficient to induce unique cellular responses compared with either monotherapy.


Subject(s)
CTLA-4 Antigen/immunology , Immunotherapy/methods , Neoplasms/therapy , Programmed Cell Death 1 Receptor/immunology , Animals , CD8-Positive T-Lymphocytes/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Mice , Neoplasms/immunology , T-Lymphocyte Subsets
2.
Immunity ; 50(4): 1084-1098.e10, 2019 04 16.
Article in English | MEDLINE | ID: mdl-30926234

ABSTRACT

Co-stimulation regulates T cell activation, but it remains unclear whether co-stimulatory pathways also control T cell differentiation. We used mass cytometry to profile T cells generated in the genetic absence of the negative co-stimulatory molecules CTLA-4 and PD-1. Our data indicate that negative co-stimulation constrains the possible cell states that peripheral T cells can acquire. CTLA-4 imposes major boundaries on CD4+ T cell phenotypes, whereas PD-1 subtly limits CD8+ T cell phenotypes. By computationally reconstructing T cell differentiation paths, we identified protein expression changes that underlied the abnormal phenotypic expansion and pinpointed when lineage choice events occurred during differentiation. Similar alterations in T cell phenotypes were observed after anti-CTLA-4 and anti-PD-1 antibody blockade. These findings implicate negative co-stimulation as a key regulator and determinant of T cell differentiation and suggest that checkpoint blockade might work in part by altering the limits of T cell phenotypes.


Subject(s)
CTLA-4 Antigen/immunology , Lymphocyte Activation , Lymphopoiesis , Programmed Cell Death 1 Receptor/immunology , T-Lymphocyte Subsets/cytology , Animals , CD4-Positive T-Lymphocytes/classification , CD4-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/immunology , CTLA-4 Antigen/deficiency , CTLA-4 Antigen/genetics , Cell Lineage , Immunophenotyping , Lymph Nodes/cytology , Mice, Knockout , Thymus Gland/cytology
3.
Cell ; 170(6): 1120-1133.e17, 2017 Sep 07.
Article in English | MEDLINE | ID: mdl-28803728

ABSTRACT

Immune-checkpoint blockade is able to achieve durable responses in a subset of patients; however, we lack a satisfying comprehension of the underlying mechanisms of anti-CTLA-4- and anti-PD-1-induced tumor rejection. To address these issues, we utilized mass cytometry to comprehensively profile the effects of checkpoint blockade on tumor immune infiltrates in human melanoma and murine tumor models. These analyses reveal a spectrum of tumor-infiltrating T cell populations that are highly similar between tumor models and indicate that checkpoint blockade targets only specific subsets of tumor-infiltrating T cell populations. Anti-PD-1 predominantly induces the expansion of specific tumor-infiltrating exhausted-like CD8 T cell subsets. In contrast, anti-CTLA-4 induces the expansion of an ICOS+ Th1-like CD4 effector population in addition to engaging specific subsets of exhausted-like CD8 T cells. Thus, our findings indicate that anti-CTLA-4 and anti-PD-1 checkpoint-blockade-induced immune responses are driven by distinct cellular mechanisms.


Subject(s)
CTLA-4 Antigen/antagonists & inhibitors , Melanoma/immunology , Melanoma/therapy , Neoplasm Metastasis/immunology , Neoplasm Metastasis/therapy , Programmed Cell Death 1 Receptor/antagonists & inhibitors , T-Lymphocyte Subsets/immunology , Animals , CD8-Positive T-Lymphocytes/immunology , Disease Models, Animal , Female , Flow Cytometry , Gene Expression Regulation , Humans , Immunotherapy , Melanoma/pathology , Mice , Mice, Inbred C57BL , Neoplasm Metastasis/pathology , Single-Cell Analysis , Transcription, Genetic
4.
Cell ; 169(4): 750-765.e17, 2017 05 04.
Article in English | MEDLINE | ID: mdl-28475900

ABSTRACT

To guide the design of immunotherapy strategies for patients with early stage lung tumors, we developed a multiscale immune profiling strategy to map the immune landscape of early lung adenocarcinoma lesions to search for tumor-driven immune changes. Utilizing a barcoding method that allows a simultaneous single-cell analysis of the tumor, non-involved lung, and blood cells, we provide a detailed immune cell atlas of early lung tumors. We show that stage I lung adenocarcinoma lesions already harbor significantly altered T cell and NK cell compartments. Moreover, we identified changes in tumor-infiltrating myeloid cell (TIM) subsets that likely compromise anti-tumor T cell immunity. Paired single-cell analyses thus offer valuable knowledge of tumor-driven immune changes, providing a powerful tool for the rational design of immune therapies. VIDEO ABSTRACT.


Subject(s)
Adenocarcinoma/immunology , Adenocarcinoma/pathology , Immunity, Innate , Lung Neoplasms/immunology , Lung Neoplasms/pathology , Single-Cell Analysis/methods , Adenocarcinoma of Lung , Dendritic Cells/pathology , Humans , Killer Cells, Natural/pathology , Macrophages/pathology , T-Lymphocytes/pathology , Tumor Microenvironment
5.
Cell ; 162(1): 184-97, 2015 Jul 02.
Article in English | MEDLINE | ID: mdl-26095251

ABSTRACT

Acute myeloid leukemia (AML) manifests as phenotypically and functionally diverse cells, often within the same patient. Intratumor phenotypic and functional heterogeneity have been linked primarily by physical sorting experiments, which assume that functionally distinct subpopulations can be prospectively isolated by surface phenotypes. This assumption has proven problematic, and we therefore developed a data-driven approach. Using mass cytometry, we profiled surface and intracellular signaling proteins simultaneously in millions of healthy and leukemic cells. We developed PhenoGraph, which algorithmically defines phenotypes in high-dimensional single-cell data. PhenoGraph revealed that the surface phenotypes of leukemic blasts do not necessarily reflect their intracellular state. Using hematopoietic progenitors, we defined a signaling-based measure of cellular phenotype, which led to isolation of a gene expression signature that was predictive of survival in independent cohorts. This study presents new methods for large-scale analysis of single-cell heterogeneity and demonstrates their utility, yielding insights into AML pathophysiology.


Subject(s)
Computational Biology/methods , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/physiopathology , Single-Cell Analysis/methods , Bone Marrow/pathology , Child , Cohort Studies , Genetic Heterogeneity , Humans , Leukemia, Myeloid, Acute/diagnosis , Leukemia, Myeloid, Acute/pathology , Neoplastic Stem Cells/pathology , Transcriptome
6.
Nat Biotechnol ; 31(6): 545-52, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23685480

ABSTRACT

New high-dimensional, single-cell technologies offer unprecedented resolution in the analysis of heterogeneous tissues. However, because these technologies can measure dozens of parameters simultaneously in individual cells, data interpretation can be challenging. Here we present viSNE, a tool that allows one to map high-dimensional cytometry data onto two dimensions, yet conserve the high-dimensional structure of the data. viSNE plots individual cells in a visual similar to a scatter plot, while using all pairwise distances in high dimension to determine each cell's location in the plot. We integrated mass cytometry with viSNE to map healthy and cancerous bone marrow samples. Healthy bone marrow automatically maps into a consistent shape, whereas leukemia samples map into malformed shapes that are distinct from healthy bone marrow and from each other. We also use viSNE and mass cytometry to compare leukemia diagnosis and relapse samples, and to identify a rare leukemia population reminiscent of minimal residual disease. viSNE can be applied to any multi-dimensional single-cell technology.


Subject(s)
Bone Marrow Neoplasms/pathology , Image Cytometry , Immunophenotyping , Leukemia/pathology , Single-Cell Analysis/methods , Biomarkers, Tumor/metabolism , Bone Marrow Neoplasms/diagnosis , Cell Lineage , Humans , Leukemia/diagnosis , Neoplasm Recurrence, Local/diagnosis , Neoplasm Recurrence, Local/pathology , Recurrence
7.
Neuron ; 71(2): 250-62, 2011 Jul 28.
Article in English | MEDLINE | ID: mdl-21791285

ABSTRACT

Neural stem cells (NSCs) persist in the subventricular zone (SVZ) of the adult brain. Location within this germinal region determines the type of neuronal progeny NSCs generate, but the mechanism of adult NSC positional specification remains unknown. We show that sonic hedgehog (Shh) signaling, resulting in high gli1 levels, occurs in the ventral SVZ and is associated with the genesis of specific neuronal progeny. Shh is selectively produced by a small group of ventral forebrain neurons. Ablation of Shh decreases production of ventrally derived neuron types, while ectopic activation of this pathway in dorsal NSCs respecifies their progeny to deep granule interneurons and calbindin-positive periglomerular cells. These results show that Shh is necessary and sufficient for the specification of adult ventral NSCs.


Subject(s)
Cell Movement/physiology , Cerebral Ventricles/cytology , Cerebral Ventricles/physiology , Hedgehog Proteins/metabolism , Neural Stem Cells/physiology , Signal Transduction/physiology , Age Factors , Animals , Calbindins , Choline O-Acetyltransferase/metabolism , Cytarabine/pharmacology , Estrogen Antagonists/pharmacology , Gene Expression Regulation/drug effects , Gene Expression Regulation/genetics , Hedgehog Proteins/genetics , Immunosuppressive Agents/pharmacology , Kruppel-Like Transcription Factors/genetics , Kruppel-Like Transcription Factors/metabolism , Luminescent Proteins/genetics , Mice , Mice, Transgenic , Neural Stem Cells/drug effects , Neurons/metabolism , Olfactory Bulb/cytology , RNA, Messenger/metabolism , Receptors, G-Protein-Coupled/genetics , Receptors, G-Protein-Coupled/metabolism , S100 Calcium Binding Protein G/metabolism , Signal Transduction/drug effects , Smoothened Receptor , Stilbamidines , Tamoxifen/pharmacology , Time Factors , Tyrosine 3-Monooxygenase/metabolism , Zinc Finger Protein GLI1
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