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1.
Am J Respir Crit Care Med ; 209(2): 206-218, 2024 Jan 15.
Article in English | MEDLINE | ID: mdl-37934691

ABSTRACT

Rationale: Unraveling immune-driven vascular pathology in pulmonary arterial hypertension (PAH) requires a comprehensive understanding of the immune cell landscape. Although patients with hereditary (H)PAH and bone morphogenetic protein receptor type 2 (BMPR2) mutations have more severe pulmonary vascular pathology, it is not known whether this is related to specific immune cell subsets. Objectives: This study aims to elucidate immune-driven vascular pathology by identifying immune cell subtypes linked to severity of pulmonary arterial lesions in PAH. Methods: We used cutting-edge multiplexed ion beam imaging by time of flight to compare pulmonary arteries (PAs) and adjacent tissue in PAH lungs (idiopathic [I]PAH and HPAH) with unused donor lungs, as controls. Measurements and Main Results: We quantified immune cells' proximity and abundance, focusing on those features linked to vascular pathology, and evaluated their impact on pulmonary arterial smooth muscle cells (SMCs) and endothelial cells. Distinct immune infiltration patterns emerged between PAH subtypes, with intramural involvement independently linked to PA occlusive changes. Notably, we identified monocyte-derived dendritic cells within PA subendothelial and adventitial regions, influencing vascular remodeling by promoting SMC proliferation and suppressing endothelial gene expression across PAH subtypes. In patients with HPAH, pronounced immune dysregulation encircled PA walls, characterized by heightened perivascular inflammation involving T cell immunoglobulin and mucin domain-3 (TIM-3)+ T cells. This correlated with an expanded DC subset expressing indoleamine 2,3-dioxygenase 1, TIM-3, and SAM and HD domain-containing deoxynucleoside triphosphate triphosphohydrolase 1, alongside increased neutrophils, SMCs, and alpha-smooth muscle actin (ACTA2)+ endothelial cells, reinforcing the heightened severity of pulmonary vascular lesions. Conclusions: This study presents the first architectural map of PAH lungs, connecting immune subsets not only with specific PA lesions but also with heightened severity in HPAH compared with IPAH. Our findings emphasize the therapeutic potential of targeting monocyte-derived dendritic cells, neutrophils, cellular interactions, and immune responses to alleviate severe vascular pathology in IPAH and HPAH.


Subject(s)
Hydralazine/analogs & derivatives , Hypertension, Pulmonary , Pulmonary Arterial Hypertension , Humans , Hepatitis A Virus Cellular Receptor 2/metabolism , Endothelial Cells/metabolism , Familial Primary Pulmonary Hypertension/genetics , Pulmonary Artery , Bone Morphogenetic Protein Receptors, Type II/genetics , Cell Proliferation , Hydrazones
2.
Nat Commun ; 14(1): 4618, 2023 08 01.
Article in English | MEDLINE | ID: mdl-37528072

ABSTRACT

While technologies for multiplexed imaging have provided an unprecedented understanding of tissue composition in health and disease, interpreting this data remains a significant computational challenge. To understand the spatial organization of tissue and how it relates to disease processes, imaging studies typically focus on cell-level phenotypes. However, images can capture biologically important objects that are outside of cells, such as the extracellular matrix. Here, we describe a pipeline, Pixie, that achieves robust and quantitative annotation of pixel-level features using unsupervised clustering and show its application across a variety of biological contexts and multiplexed imaging platforms. Furthermore, current cell phenotyping strategies that rely on unsupervised clustering can be labor intensive and require large amounts of manual cluster adjustments. We demonstrate how pixel clusters that lie within cells can be used to improve cell annotations. We comprehensively evaluate pre-processing steps and parameter choices to optimize clustering performance and quantify the reproducibility of our method. Importantly, Pixie is open source and easily customizable through a user-friendly interface.


Subject(s)
Diagnostic Imaging , Reproducibility of Results , Cluster Analysis
3.
Res Sq ; 2023 Jun 02.
Article in English | MEDLINE | ID: mdl-37398389

ABSTRACT

Microglia are implicated in aging, neurodegeneration, and Alzheimer's disease (AD). Traditional, low-plex, imaging methods fall short of capturing in situ cellular states and interactions in the human brain. We utilized Multiplexed Ion Beam Imaging (MIBI) and data-driven analysis to spatially map proteomic cellular states and niches in healthy human brain, identifying a spectrum of microglial profiles, called the microglial state continuum (MSC). The MSC ranged from senescent-like to active proteomic states that were skewed across large brain regions and compartmentalized locally according to their immediate microenvironment. While more active microglial states were proximal to amyloid plaques, globally, microglia significantly shifted towards a, presumably, dysfunctional low MSC in the AD hippocampus, as confirmed in an independent cohort (n=26). This provides an in situ single cell framework for mapping human microglial states along a continuous, shifting existence that is differentially enriched between healthy brain regions and disease, reinforcing differential microglial functions overall.

4.
bioRxiv ; 2023 Dec 10.
Article in English | MEDLINE | ID: mdl-38168288

ABSTRACT

Spatial patterns of cells and other entities drive both physiologic and pathologic processes within tissues. While many imaging and transcriptomic methods document tissue organization, discerning these patterns is challenging, especially when they involve multiple entities in complex arrangements. To address this challenge, we present Spatial Patterning Analysis of Cellular Ensembles (SPACE), an R package for analysis of high-plex tissue images generated using any collection modality. Unlike existing platforms, SPACE detects context-dependent associations, quantitative gradients and orientations, and other organizational complexities. Via a robust information theoretic framework, SPACE explores all possible ensembles - single entities, pairs, triplets, and so on - and ranks the strongest patterns of tissue organization. Using lymph node images for which ground truth has been defined, we validate SPACE and demonstrate its advantages. We then use SPACE to reanalyze a public dataset of human tuberculosis granulomas, verifying known patterns and discovering new patterns with possible insights into disease progression.

5.
Acta Neuropathol Commun ; 10(1): 158, 2022 11 04.
Article in English | MEDLINE | ID: mdl-36333818

ABSTRACT

Neurodegenerative disorders are characterized by phenotypic changes and hallmark proteopathies. Quantifying these in archival human brain tissues remains indispensable for validating animal models and understanding disease mechanisms. We present a framework for nanometer-scale, spatial proteomics with multiplex ion beam imaging (MIBI) for capturing neuropathological features. MIBI facilitated simultaneous, quantitative imaging of 36 proteins on archival human hippocampus from individuals spanning cognitively normal to dementia. Customized analysis strategies identified cell types and proteopathies in the hippocampus across stages of Alzheimer's disease (AD) neuropathologic change. We show microglia-pathologic tau interactions in hippocampal CA1 subfield in AD dementia. Data driven, sample independent creation of spatial proteomic regions identified persistent neurons in pathologic tau neighborhoods expressing mitochondrial protein MFN2, regardless of cognitive status, suggesting a survival advantage. Our study revealed unique insights from multiplexed imaging and data-driven approaches for neuropathologic analysis and serves broadly as a methodology for spatial proteomic analysis of archival human neuropathology. TEASER: Multiplex Ion beam Imaging enables deep spatial phenotyping of human neuropathology-associated cellular and disease features.


Subject(s)
Alzheimer Disease , Proteomics , Animals , Humans , Neuropathology , Alzheimer Disease/pathology , Hippocampus/pathology , Microglia/pathology , tau Proteins/metabolism
6.
Cancer Cell ; 40(11): 1423-1439.e11, 2022 11 14.
Article in English | MEDLINE | ID: mdl-36240778

ABSTRACT

Intratumoral heterogeneity is a seminal feature of human tumors contributing to tumor progression and response to treatment. Current technologies are still largely unsuitable to accurately track phenotypes and clonal evolution within tumors, especially in response to genetic manipulations. Here, we developed epitopes for imaging using combinatorial tagging (EpicTags), which we coupled to multiplexed ion beam imaging (EpicMIBI) for in situ tracking of barcodes within tissue microenvironments. Using EpicMIBI, we dissected the spatial component of cell lineages and phenotypes in xenograft models of small cell lung cancer. We observed emergent properties from mixed clones leading to the preferential expansion of clonal patches for both neuroendocrine and non-neuroendocrine cancer cell states in these models. In a tumor model harboring a fraction of PTEN-deficient cancer cells, we observed a non-autonomous increase of clonal patch size in PTEN wild-type cancer cells. EpicMIBI facilitates in situ interrogation of cell-intrinsic and cell-extrinsic processes involved in intratumoral heterogeneity.


Subject(s)
Neoplasms , Humans , Epitopes , Neoplasms/pathology , Clonal Evolution , Clone Cells/pathology , Cell Lineage , Tumor Microenvironment
7.
Immunity ; 55(6): 1118-1134.e8, 2022 06 14.
Article in English | MEDLINE | ID: mdl-35447093

ABSTRACT

Understanding the mechanisms of HIV tissue persistence necessitates the ability to visualize tissue microenvironments where infected cells reside; however, technological barriers limit our ability to dissect the cellular components of these HIV reservoirs. Here, we developed protein and nucleic acid in situ imaging (PANINI) to simultaneously quantify DNA, RNA, and protein levels within these tissue compartments. By coupling PANINI with multiplexed ion beam imaging (MIBI), we measured over 30 parameters simultaneously across archival lymphoid tissues from healthy or simian immunodeficiency virus (SIV)-infected nonhuman primates. PANINI enabled the spatial dissection of cellular phenotypes, functional markers, and viral events resulting from infection. SIV infection induced IL-10 expression in lymphoid B cells, which correlated with local macrophage M2 polarization. This highlights a potential viral mechanism for conditioning an immunosuppressive tissue environment for virion production. The spatial multimodal framework here can be extended to decipher tissue responses in other infectious diseases and tumor biology.


Subject(s)
HIV Infections , Nucleic Acids , Simian Acquired Immunodeficiency Syndrome , Simian Immunodeficiency Virus , Animals , CD4-Positive T-Lymphocytes , DNA Viruses , Immunosuppression Therapy , Macaca mulatta , Macrophages , Simian Immunodeficiency Virus/physiology , Viral Load
9.
Nat Immunol ; 23(2): 318-329, 2022 02.
Article in English | MEDLINE | ID: mdl-35058616

ABSTRACT

Tuberculosis (TB) in humans is characterized by formation of immune-rich granulomas in infected tissues, the architecture and composition of which are thought to affect disease outcome. However, our understanding of the spatial relationships that control human granulomas is limited. Here, we used multiplexed ion beam imaging by time of flight (MIBI-TOF) to image 37 proteins in tissues from patients with active TB. We constructed a comprehensive atlas that maps 19 cell subsets across 8 spatial microenvironments. This atlas shows an IFN-γ-depleted microenvironment enriched for TGF-ß, regulatory T cells and IDO1+ PD-L1+ myeloid cells. In a further transcriptomic meta-analysis of peripheral blood from patients with TB, immunoregulatory trends mirror those identified by granuloma imaging. Notably, PD-L1 expression is associated with progression to active TB and treatment response. These data indicate that in TB granulomas, there are local spatially coordinated immunoregulatory programs with systemic manifestations that define active TB.


Subject(s)
Granuloma/immunology , Tuberculosis/immunology , B7-H1 Antigen/immunology , Cells, Cultured , Cytokines/immunology , Gene Expression Profiling/methods , Humans , Indoleamine-Pyrrole 2,3,-Dioxygenase/immunology , Lung/immunology , Mycobacterium tuberculosis/immunology , Myeloid Cells/immunology
10.
Cell ; 185(2): 299-310.e18, 2022 01 20.
Article in English | MEDLINE | ID: mdl-35063072

ABSTRACT

Ductal carcinoma in situ (DCIS) is a pre-invasive lesion that is thought to be a precursor to invasive breast cancer (IBC). To understand the changes in the tumor microenvironment (TME) accompanying transition to IBC, we used multiplexed ion beam imaging by time of flight (MIBI-TOF) and a 37-plex antibody staining panel to interrogate 79 clinically annotated surgical resections using machine learning tools for cell segmentation, pixel-based clustering, and object morphometrics. Comparison of normal breast with patient-matched DCIS and IBC revealed coordinated transitions between four TME states that were delineated based on the location and function of myoepithelium, fibroblasts, and immune cells. Surprisingly, myoepithelial disruption was more advanced in DCIS patients that did not develop IBC, suggesting this process could be protective against recurrence. Taken together, this HTAN Breast PreCancer Atlas study offers insight into drivers of IBC relapse and emphasizes the importance of the TME in regulating these processes.


Subject(s)
Breast Neoplasms/pathology , Carcinoma, Intraductal, Noninfiltrating/pathology , Cell Differentiation , Cohort Studies , Disease Progression , Epithelial Cells/pathology , Epithelium/pathology , Extracellular Matrix/metabolism , Female , Fibroblasts/metabolism , Fibroblasts/pathology , Humans , Middle Aged , Neoplasm Invasiveness , Neoplasm Recurrence, Local/pathology , Phenotype , Single-Cell Analysis , Stromal Cells/pathology , Tumor Microenvironment
11.
Annu Rev Pathol ; 17: 403-423, 2022 01 24.
Article in English | MEDLINE | ID: mdl-34752710

ABSTRACT

Next-generation tools for multiplexed imaging have driven a new wave of innovation in understanding how single-cell function and tissue structure are interrelated. In previous work, we developed multiplexed ion beam imaging by time of flight, a highly multiplexed platform that uses secondary ion mass spectrometry to image dozens of antibodies tagged with metal reporters. As instrument throughput has increased, the breadth and depth of imaging data have increased as well. To extract meaningful information from these data, we have developed tools for cell identification, cell classification, and spatial analysis. In this review, we discuss these tools and provide examples of their application in various contexts, including ductal carcinoma in situ, tuberculosis, and Alzheimer's disease. We hope the synergy between multiplexed imaging and automated image analysis will drive a new era in anatomic pathology and personalized medicine wherein quantitative spatial signatures are used routinely for more accurate diagnosis, prognosis, and therapeutic selection.


Subject(s)
Immunohistochemistry , Mass Spectrometry , Antibodies , Humans , Immunohistochemistry/methods , Mass Spectrometry/methods
12.
Front Immunol ; 12: 729845, 2021.
Article in English | MEDLINE | ID: mdl-34938283

ABSTRACT

Non-human primate (NHP) animal models are an integral part of the drug research and development process. For some biothreat pathogens, animal model challenge studies may offer the only possibility to evaluate medical countermeasure efficacy. A thorough understanding of host immune responses in such NHP models is therefore vital. However, applying antibody-based immune characterization techniques to NHP models requires extensive reagent development for species compatibility. In the case of studies involving high consequence pathogens, further optimization for use of inactivated samples may be required. Here, we describe the first optimized CO-Detection by indEXing (CODEX) multiplexed tissue imaging antibody panel for deep profiling of spatially resolved single-cell immune responses in rhesus macaques. This 21-marker panel is composed of a set of 18 antibodies that stratify major immune cell types along with a set three Ebola virus (EBOV)-specific antibodies. We validated these two sets of markers using immunohistochemistry and CODEX in fully inactivated Formalin-Fixed Paraffin-Embedded (FFPE) tissues from mock and EBOV challenged macaques respectively and provide an efficient framework for orthogonal validation of multiple antibody clones using CODEX multiplexed tissue imaging. We also provide the antibody clones and oligonucleotide tag sequences as a valuable resource for other researchers to recreate this reagent set for future studies of tissue immune responses to EBOV infection and other diseases.


Subject(s)
Antibodies, Viral/immunology , Ebolavirus/immunology , Hemorrhagic Fever, Ebola/immunology , Immunity , Immunohistochemistry/methods , Animals , Disease Models, Animal , Hemorrhagic Fever, Ebola/diagnostic imaging , Hemorrhagic Fever, Ebola/pathology , Hemorrhagic Fever, Ebola/virology , Leukocytes/immunology , Macaca mulatta , Microscopy, Fluorescence/methods , Single-Cell Analysis/methods
13.
Cell Rep Med ; 2(10): 100419, 2021 10 19.
Article in English | MEDLINE | ID: mdl-34755133

ABSTRACT

Immune checkpoint blockade using PD-1 inhibition is an effective approach for treating a wide variety of cancer subtypes. While lower gastrointestinal (GI) side effects are more common, upper gastrointestinal adverse events are rarely reported. Here, we present a case of nivolumab-associated autoimmune gastritis. To elucidate the immunology underlying this condition, we leverage multiplexed ion beam imaging by time-of-flight (MIBI-TOF) to identify the presence and proportion of infiltrating immune cells from a single section of biopsy specimen. Using MIBI-TOF, we analyze formalin-fixed, paraffin-embedded human gastric tissue with 28 labels simultaneously. Our analyses reveal a gastritis characterized by severe mucosal injury, interferon gamma (IFN-γ)-producing gastric epithelial cells, and mixed inflammation that includes CD8 and CD4 T cell infiltrates with reduced expression of granzyme B and FOXP3, respectively. Here, we provide a comprehensive multiplexed histopathological mapping of gastric tissue, which identifies IFN-γ-producing epithelial cells as possible contributors to the nivolumab-associated gastritis.


Subject(s)
Antineoplastic Agents, Immunological/adverse effects , Gastritis/chemically induced , Immune Checkpoint Inhibitors/adverse effects , Interferon-gamma/immunology , Nivolumab/adverse effects , Antineoplastic Agents, Immunological/administration & dosage , Biopsy , CD4-Positive T-Lymphocytes/drug effects , CD4-Positive T-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/pathology , CD8-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/pathology , Colonic Neoplasms/drug therapy , Colonic Neoplasms/genetics , Colonic Neoplasms/immunology , Colonic Neoplasms/pathology , Epithelial Cells/drug effects , Epithelial Cells/immunology , Epithelial Cells/pathology , Female , Forkhead Transcription Factors/genetics , Forkhead Transcription Factors/immunology , Gastric Mucosa/drug effects , Gastric Mucosa/immunology , Gastric Mucosa/pathology , Gastritis/genetics , Gastritis/immunology , Gastritis/pathology , Gene Expression , Granzymes/genetics , Granzymes/immunology , Humans , Immune Checkpoint Inhibitors/administration & dosage , Interferon-gamma/genetics , Middle Aged , Nivolumab/administration & dosage , Stomach/drug effects , Stomach/immunology , Stomach/pathology , Uterine Neoplasms/drug therapy , Uterine Neoplasms/genetics , Uterine Neoplasms/immunology , Uterine Neoplasms/pathology
14.
Nat Biotechnol ; 39(2): 186-197, 2021 02.
Article in English | MEDLINE | ID: mdl-32868913

ABSTRACT

Cellular metabolism regulates immune cell activation, differentiation and effector functions, but current metabolic approaches lack single-cell resolution and simultaneous characterization of cellular phenotype. In this study, we developed an approach to characterize the metabolic regulome of single cells together with their phenotypic identity. The method, termed single-cell metabolic regulome profiling (scMEP), quantifies proteins that regulate metabolic pathway activity using high-dimensional antibody-based technologies. We employed mass cytometry (cytometry by time of flight, CyTOF) to benchmark scMEP against bulk metabolic assays by reconstructing the metabolic remodeling of in vitro-activated naive and memory CD8+ T cells. We applied the approach to clinical samples and identified tissue-restricted, metabolically repressed cytotoxic T cells in human colorectal carcinoma. Combining our method with multiplexed ion beam imaging by time of flight (MIBI-TOF), we uncovered the spatial organization of metabolic programs in human tissues, which indicated exclusion of metabolically repressed immune cells from the tumor-immune boundary. Overall, our approach enables robust approximation of metabolic and functional states in individual cells.


Subject(s)
Metabolome , Single-Cell Analysis , T-Lymphocytes, Cytotoxic/cytology , T-Lymphocytes, Cytotoxic/metabolism , Colorectal Neoplasms/immunology , Colorectal Neoplasms/pathology , Humans , Lymphocyte Activation/immunology , Lymphocyte Subsets/immunology , Metabolic Flux Analysis
15.
Sci Adv ; 5(10): eaax5851, 2019 10.
Article in English | MEDLINE | ID: mdl-31633026

ABSTRACT

Understanding tissue structure and function requires tools that quantify the expression of multiple proteins while preserving spatial information. Here, we describe MIBI-TOF (multiplexed ion beam imaging by time of flight), an instrument that uses bright ion sources and orthogonal time-of-flight mass spectrometry to image metal-tagged antibodies at subcellular resolution in clinical tissue sections. We demonstrate quantitative, full periodic table coverage across a five-log dynamic range, imaging 36 labeled antibodies simultaneously with histochemical stains and endogenous elements. We image fields of view up to 800 µm × 800 µm at resolutions down to 260 nm with sensitivities approaching single-molecule detection. We leverage these properties to interrogate intrapatient heterogeneity in tumor organization in triple-negative breast cancer, revealing regional variability in tumor cell phenotypes in contrast to a structured immune response. Given its versatility and sample back-compatibility, MIBI-TOF is positioned to leverage existing annotated, archival tissue cohorts to explore emerging questions in cancer, immunology, and neurobiology.


Subject(s)
Spectrometry, Mass, Secondary Ion/methods , Antibodies/chemistry , Antibodies/immunology , Astrocytes/cytology , Astrocytes/metabolism , Glial Fibrillary Acidic Protein/chemistry , Glial Fibrillary Acidic Protein/immunology , Humans , Metals/chemistry , Microfilament Proteins/chemistry , Microfilament Proteins/immunology , Microglia/cytology , Microglia/metabolism , Palatine Tonsil/pathology , Phenotype , Triple Negative Breast Neoplasms/metabolism , Triple Negative Breast Neoplasms/pathology
16.
Cancer Cell ; 29(4): 536-547, 2016 Apr 11.
Article in English | MEDLINE | ID: mdl-27050099

ABSTRACT

MYCN amplification and overexpression are common in neuroendocrine prostate cancer (NEPC). However, the impact of aberrant N-Myc expression in prostate tumorigenesis and the cellular origin of NEPC have not been established. We define N-Myc and activated AKT1 as oncogenic components sufficient to transform human prostate epithelial cells to prostate adenocarcinoma and NEPC with phenotypic and molecular features of aggressive, late-stage human disease. We directly show that prostate adenocarcinoma and NEPC can arise from a common epithelial clone. Further, N-Myc is required for tumor maintenance, and destabilization of N-Myc through Aurora A kinase inhibition reduces tumor burden. Our findings establish N-Myc as a driver of NEPC and a target for therapeutic intervention.


Subject(s)
Adenocarcinoma/genetics , Cell Transformation, Neoplastic/genetics , Epithelial Cells/pathology , Neoplasm Proteins/physiology , Neuroendocrine Tumors/genetics , Prostatic Neoplasms/genetics , Proto-Oncogene Proteins c-myc/physiology , Adenocarcinoma/pathology , Animals , Antineoplastic Agents/therapeutic use , Aurora Kinase A/antagonists & inhibitors , Aurora Kinase A/physiology , Azepines/therapeutic use , Cell Line, Tumor , Enzyme Activation , Epithelial Cells/metabolism , Exome , Gene Expression Regulation, Neoplastic , Genes, myc , Humans , Laser Capture Microdissection , Male , Mice, Inbred NOD , Mice, SCID , Molecular Targeted Therapy , Neoplasm Invasiveness , Neoplasm Metastasis , Neoplasm Proteins/genetics , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Neuroendocrine Tumors/pathology , Orchiectomy , Phenylurea Compounds/therapeutic use , Prostatic Neoplasms/pathology , Protein Kinase Inhibitors/therapeutic use , Proto-Oncogene Proteins c-akt/physiology , Pyrimidines/therapeutic use , Recombinant Fusion Proteins/metabolism , Transduction, Genetic , Xenograft Model Antitumor Assays
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