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1.
Cell Syst ; 15(4): 307-321.e10, 2024 Apr 17.
Article in English | MEDLINE | ID: mdl-38508187

ABSTRACT

Receptor-mediated signaling plays a central role in tissue regeneration, and it is dysregulated in disease. Here, we build a signaling-response map for a model regenerative human tissue: the airway epithelium. We analyzed the effect of 17 receptor-mediated signaling pathways on organotypic cultures to determine changes in abundance and phenotype of epithelial cell types. This map recapitulates the gamut of known airway epithelial signaling responses to these pathways. It defines convergent states induced by multiple ligands and diverse, ligand-specific responses in basal cell and secretory cell metaplasia. We show that loss of canonical differentiation induced by multiple pathways is associated with cell-cycle arrest, but that arrest is not sufficient to block differentiation. Using the signaling-response map, we show that a TGFB1-mediated response underlies specific aberrant cells found in multiple lung diseases and identify interferon responses in COVID-19 patient samples. Thus, we offer a framework enabling systematic evaluation of tissue signaling responses. A record of this paper's transparent peer review process is included in the supplemental information.


Subject(s)
Epithelial Cells , Lung , Humans , Epithelium , Epithelial Cells/metabolism , Lung/metabolism , Cell Differentiation/genetics , Signal Transduction/genetics
2.
Cell ; 186(23): 5183-5199.e22, 2023 11 09.
Article in English | MEDLINE | ID: mdl-37852258

ABSTRACT

Cellular lineage histories and their molecular states encode fundamental principles of tissue development and homeostasis. Current lineage-recording mouse models have insufficient barcode diversity and single-cell lineage coverage for profiling tissues composed of millions of cells. Here, we developed DARLIN, an inducible Cas9 barcoding mouse line that utilizes terminal deoxynucleotidyl transferase (TdT) and 30 CRISPR target sites. DARLIN is inducible, generates massive lineage barcodes across tissues, and enables the detection of edited barcodes in ∼70% of profiled single cells. Using DARLIN, we examined fate bias within developing hematopoietic stem cells (HSCs) and revealed unique features of HSC migration. Additionally, we established a protocol for joint transcriptomic and epigenomic single-cell measurements with DARLIN and found that cellular clonal memory is associated with genome-wide DNA methylation rather than gene expression or chromatin accessibility. DARLIN will enable the high-resolution study of lineage relationships and their molecular signatures in diverse tissues and physiological contexts.


Subject(s)
Epigenomics , Transcriptome , Animals , Mice , Transcriptome/genetics , Cell Lineage/genetics , Gene Expression Profiling , Disease Models, Animal , DNA
3.
Science ; 381(6657): 515-524, 2023 08 04.
Article in English | MEDLINE | ID: mdl-37535729

ABSTRACT

Tumor microenvironments (TMEs) influence cancer progression but are complex and often differ between patients. Considering that microenvironment variations may reveal rules governing intratumoral cellular programs and disease outcome, we focused on tumor-to-tumor variation to examine 52 head and neck squamous cell carcinomas. We found that macrophage polarity-defined by CXCL9 and SPP1 (CS) expression but not by conventional M1 and M2 markers-had a noticeably strong prognostic association. CS macrophage polarity also identified a highly coordinated network of either pro- or antitumor variables, which involved each tumor-associated cell type and was spatially organized. We extended these findings to other cancer indications. Overall, these results suggest that, despite their complexity, TMEs coordinate coherent responses that control human cancers and for which CS macrophage polarity is a relevant yet simple variable.


Subject(s)
Cell Polarity , Chemokine CXCL9 , Head and Neck Neoplasms , Macrophages , Osteopontin , Squamous Cell Carcinoma of Head and Neck , Tumor Microenvironment , Humans , Chemokine CXCL9/analysis , Chemokine CXCL9/metabolism , Head and Neck Neoplasms/immunology , Head and Neck Neoplasms/pathology , Macrophages/immunology , Osteopontin/analysis , Osteopontin/metabolism , Prognosis , Squamous Cell Carcinoma of Head and Neck/immunology , Squamous Cell Carcinoma of Head and Neck/pathology , Cell Polarity/immunology
4.
bioRxiv ; 2023 Jul 30.
Article in English | MEDLINE | ID: mdl-37546736

ABSTRACT

As tissues develop, cells divide and differentiate concurrently. Conflicting evidence shows that cell division is either dispensable or required for formation of cell types. To determine the role of cell division in differentiation, we arrested the cell cycle in zebrafish embryos using two independent approaches and profiled them at single-cell resolution. We show that cell division is dispensable for differentiation of all embryonic tissues during initial cell type differentiation from early gastrulation to the end of segmentation. In the absence of cell division, differentiation slows down in some cell types, and cells exhibit global stress responses. While differentiation is robust to blocking cell division, the proportions of cells across cell states are not. This work simplifies our understanding of the role of cell division in development and showcases the utility of combining embryo-wide perturbations with single-cell RNA sequencing to uncover the role of common biological processes across multiple tissues.

5.
Dev Cell ; 58(17): 1534-1547.e6, 2023 09 11.
Article in English | MEDLINE | ID: mdl-37437574

ABSTRACT

The blood-brain barrier (BBB) is a unique set of properties of the brain vasculature which severely restrict its permeability to proteins and small molecules. Classic chick-quail chimera studies have shown that these properties are not intrinsic to the brain vasculature but rather are induced by surrounding neural tissue. Here, we identify Spock1 as a candidate neuronal signal for regulating BBB permeability in zebrafish and mice. Mosaic genetic analysis shows that neuronally expressed Spock1 is cell non-autonomously required for a functional BBB. Leakage in spock1 mutants is associated with altered extracellular matrix (ECM), increased endothelial transcytosis, and altered pericyte-endothelial interactions. Furthermore, a single dose of recombinant SPOCK1 partially restores BBB function in spock1 mutants by quenching gelatinase activity and restoring vascular expression of BBB genes including mcamb. These analyses support a model in which neuronally secreted Spock1 initiates BBB properties by altering the ECM, thereby regulating pericyte-endothelial interactions and downstream vascular gene expression.


Subject(s)
Blood-Brain Barrier , Proteoglycans , Zebrafish , Animals , Mice , Biological Transport , Blood-Brain Barrier/metabolism , Brain , Endothelium/metabolism , Proteoglycans/metabolism
6.
Cell ; 186(7): 1448-1464.e20, 2023 03 30.
Article in English | MEDLINE | ID: mdl-37001504

ABSTRACT

Neutrophils accumulate in solid tumors, and their abundance correlates with poor prognosis. Neutrophils are not homogeneous, however, and could play different roles in cancer therapy. Here, we investigate the role of neutrophils in immunotherapy, leading to tumor control. We show that successful therapies acutely expanded tumor neutrophil numbers. This expansion could be attributed to a Sellhi state rather than to other neutrophils that accelerate tumor progression. Therapy-elicited neutrophils acquired an interferon gene signature, also seen in human patients, and appeared essential for successful therapy, as loss of the interferon-responsive transcription factor IRF1 in neutrophils led to failure of immunotherapy. The neutrophil response depended on key components of anti-tumor immunity, including BATF3-dependent DCs, IL-12, and IFNγ. In addition, we found that a therapy-elicited systemic neutrophil response positively correlated with disease outcome in lung cancer patients. Thus, we establish a crucial role of a neutrophil state in mediating effective cancer therapy.


Subject(s)
Lung Neoplasms , Neutrophils , Humans , Lung Neoplasms/genetics , Signal Transduction/genetics , Immunotherapy , Interferons
7.
Nat Biotechnol ; 40(7): 1066-1074, 2022 07.
Article in English | MEDLINE | ID: mdl-35190690

ABSTRACT

A goal of single-cell genome-wide profiling is to reconstruct dynamic transitions during cell differentiation, disease onset and drug response. Single-cell assays have recently been integrated with lineage tracing, a set of methods that identify cells of common ancestry to establish bona fide dynamic relationships between cell states. These integrated methods have revealed unappreciated cell dynamics, but their analysis faces recurrent challenges arising from noisy, dispersed lineage data. In this study, we developed coherent, sparse optimization (CoSpar) as a robust computational approach to infer cell dynamics from single-cell transcriptomics integrated with lineage tracing. Built on assumptions of coherence and sparsity of transition maps, CoSpar is robust to severe downsampling and dispersion of lineage data, which enables simpler experimental designs and requires less calibration. In datasets representing hematopoiesis, reprogramming and directed differentiation, CoSpar identifies early fate biases not previously detected, predicting transcription factors and receptors implicated in fate choice. Documentation and detailed examples for common experimental designs are available at https://cospar.readthedocs.io/ .


Subject(s)
Single-Cell Analysis , Transcriptome , Bias , Cell Differentiation/genetics , Cell Lineage/genetics , Single-Cell Analysis/methods , Transcriptome/genetics
8.
Curr Protoc ; 2(1): e330, 2022 Jan.
Article in English | MEDLINE | ID: mdl-35030297

ABSTRACT

Three-dimensional organoid cultures enable the study of stem cell and tissue biology ex vivo, providing improved access to cells for perturbation and live imaging. Typically, organoids are grown in hydrogel domes that are simple to prepare but that lead to non-uniform tissue growth and viability. We recently developed a simple alternative culture method to embed intestinal organoids in multilayered hydrogels, called "triple-decker sandwiches," that align organoids in a common z-plane with uniform access to medium. This culture configuration improves the growth and survival of organoids over a wide working area and facilitates long-term confocal imaging and molecular perturbation. Here, we present protocols for preparing organoids in triple-decker sandwich cultures and using them for live imaging, immunostaining, and single-cell RNA sequencing. We have tested our methods on mouse and human intestinal organoids and expect them to be useful for other highly proliferative three-dimensional cell cultures. © 2022 Wiley Periodicals LLC. Basic Protocol 1: Pre-coating plates with PolyHEMA to prepare them for triple-decker sandwich culture Support Protocol 1: Preparing PolyHEMA solution to coat glass-bottom dishes Basic Protocol 2: Embedding intestinal organoids in triple-decker sandwiches Alternate Protocol 1: Seeding single cells or organoids at low density in triple-decker sandwiches Support Protocol 2: Embedding intestinal organoids in hydrogel domes Support Protocol 3: Production of Wnt3a-conditioned medium Support Protocol 4: Production of Rspo1-conditioned medium Basic Protocol 3: Live imaging of mouse intestinal organoids in triple-decker sandwich cultures Alternate Protocol 2: Live imaging of vital dye-treated mouse intestinal organoids in triple-decker sandwich cultures Basic Protocol 4: Immunofluorescence imaging of mouse organoids liberated from triple-decker sandwich cultures Alternate Protocol 3: Liberating and fixing mouse intestinal organoids from dome cultures Support Protocol 5: Measuring cell proliferation by EdU staining of mouse intestinal organoids Basic Protocol 5: Single-cell RNA sequencing and analysis of mouse intestinal organoids.


Subject(s)
Intestines , Organoids , Animals , Culture Media, Conditioned , Fluorescent Antibody Technique , Mice , Stem Cells
9.
Cancer Immunol Res ; 10(1): 40-55, 2022 01.
Article in English | MEDLINE | ID: mdl-34795032

ABSTRACT

Macrophages often abound within tumors, express colony-stimulating factor 1 receptor (CSF1R), and are linked to adverse patient survival. Drugs blocking CSF1R signaling have been used to suppress tumor-promoting macrophage responses; however, their mechanisms of action remain incompletely understood. Here, we assessed the lung tumor immune microenvironment in mice treated with BLZ945, a prototypical small-molecule CSF1R inhibitor, using single-cell RNA sequencing and mechanistic validation approaches. We showed that tumor control was not caused by CSF1R+ cell depletion; instead, CSF1R targeting reshaped the CSF1R+ cell landscape, which unlocked cross-talk between antitumoral CSF1R- cells. These cells included IFNγ-producing natural killer and T cells, and an IL12-producing dendritic cell subset, denoted as DC3, which were all necessary for CSF1R inhibitor-mediated lung tumor control. These data indicate that CSF1R targeting can activate a cardinal cross-talk between cells that are not macrophages and that are essential to mediate the effects of T cell-targeted immunotherapies and promote antitumor immunity.See related Spotlight by Burrello and de Visser, p. 4.


Subject(s)
Dendritic Cells/immunology , Immunotherapy/methods , Interferon-gamma/metabolism , Interleukin-12/metabolism , Lung Neoplasms/therapy , Animals , Benzothiazoles/pharmacology , Cell Line, Tumor , Female , Lung Neoplasms/immunology , Mice , Mice, Inbred C57BL , Picolinic Acids/pharmacology , Tumor Microenvironment/drug effects , Tumor-Associated Macrophages/drug effects , Tumor-Associated Macrophages/metabolism , Xenograft Model Antitumor Assays
10.
bioRxiv ; 2022 Dec 22.
Article in English | MEDLINE | ID: mdl-36597531

ABSTRACT

Receptor-mediated signaling plays a central role in tissue regeneration, and it is dysregulated in disease. Here, we build a signaling-response map for a model regenerative human tissue: the airway epithelium. We analyzed the effect of 17 receptor-mediated signaling pathways on organotypic cultures to determine changes in abundance and phenotype of all epithelial cell types. This map recapitulates the gamut of known airway epithelial signaling responses to these pathways. It defines convergent states induced by multiple ligands and diverse, ligand-specific responses in basal-cell and secretory-cell metaplasia. We show that loss of canonical differentiation induced by multiple pathways is associated with cell cycle arrest, but that arrest is not sufficient to block differentiation. Using the signaling-response map, we show that a TGFB1-mediated response underlies specific aberrant cells found in multiple lung diseases and identify interferon responses in COVID-19 patient samples. Thus, we offer a framework enabling systematic evaluation of tissue signaling responses.

11.
Ann N Y Acad Sci ; 1506(1): 74-97, 2021 12.
Article in English | MEDLINE | ID: mdl-34605044

ABSTRACT

Single cell biology has the potential to elucidate many critical biological processes and diseases, from development and regeneration to cancer. Single cell analyses are uncovering the molecular diversity of cells, revealing a clearer picture of the variation among and between different cell types. New techniques are beginning to unravel how differences in cell state-transcriptional, epigenetic, and other characteristics-can lead to different cell fates among genetically identical cells, which underlies complex processes such as embryonic development, drug resistance, response to injury, and cellular reprogramming. Single cell technologies also pose significant challenges relating to processing and analyzing vast amounts of data collected. To realize the potential of single cell technologies, new computational approaches are needed. On March 17-19, 2021, experts in single cell biology met virtually for the Keystone eSymposium "Single Cell Biology" to discuss advances both in single cell applications and technologies.


Subject(s)
Cell Differentiation/physiology , Cellular Reprogramming/physiology , Congresses as Topic/trends , Embryonic Development/physiology , Research Report , Single-Cell Analysis/trends , Animals , Cell Lineage/physiology , Humans , Macrophages/physiology , Single-Cell Analysis/methods
12.
Sci Immunol ; 6(61)2021 07 02.
Article in English | MEDLINE | ID: mdl-34215680

ABSTRACT

Immunotherapy is revolutionizing cancer treatment but is often restricted by toxicities. What distinguishes adverse events from concomitant antitumor reactions is poorly understood. Here, using anti-CD40 treatment in mice as a model of TH1-promoting immunotherapy, we showed that liver macrophages promoted local immune-related adverse events. Mechanistically, tissue-resident Kupffer cells mediated liver toxicity by sensing lymphocyte-derived IFN-γ and subsequently producing IL-12. Conversely, dendritic cells were dispensable for toxicity but drove tumor control. IL-12 and IFN-γ were not toxic themselves but prompted a neutrophil response that determined the severity of tissue damage. We observed activation of similar inflammatory pathways after anti-PD-1 and anti-CTLA-4 immunotherapies in mice and humans. These findings implicated macrophages and neutrophils as mediators and effectors of aberrant inflammation in TH1-promoting immunotherapy, suggesting distinct mechanisms of toxicity and antitumor immunity.


Subject(s)
Immune Checkpoint Inhibitors/adverse effects , Immunotherapy/adverse effects , Kupffer Cells/drug effects , Liver/drug effects , Neoplasms/therapy , Neutrophils/drug effects , Animals , CD40 Antigens/antagonists & inhibitors , CD40 Antigens/immunology , CTLA-4 Antigen/antagonists & inhibitors , CTLA-4 Antigen/immunology , Cytokines/immunology , Humans , Kupffer Cells/immunology , Liver/immunology , Mice, Transgenic , Neoplasms/immunology , Neutrophils/immunology , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Programmed Cell Death 1 Receptor/immunology
13.
Commun Biol ; 4(1): 370, 2021 04 14.
Article in English | MEDLINE | ID: mdl-33854168

ABSTRACT

Lung cancer is the leading cause of cancer deaths. Tumor heterogeneity, which hampers development of targeted therapies, was herein deconvoluted via single cell RNA sequencing in aggressive human adenocarcinomas (carrying Kras-mutations) and comparable murine model. We identified a tumor-specific, mutant-KRAS-associated subpopulation which is conserved in both human and murine lung cancer. We previously reported a key role for the oncogene BMI-1 in adenocarcinomas. We therefore investigated the effects of in vivo PTC596 treatment, which affects BMI-1 activity, in our murine model. Post-treatment, MRI analysis showed decreased tumor size, while single cell transcriptomics concomitantly detected near complete ablation of the mutant-KRAS-associated subpopulation, signifying the presence of a pharmacologically targetable, tumor-associated subpopulation. Our findings therefore hold promise for the development of a targeted therapy for KRAS-mutant adenocarcinomas.


Subject(s)
Benzimidazoles/pharmacology , Carcinoma, Non-Small-Cell Lung/drug therapy , Epithelial Cells/drug effects , Lung Neoplasms/drug therapy , Mutation , Proto-Oncogene Proteins p21(ras)/genetics , Pyrazines/pharmacology , A549 Cells , Animals , Antineoplastic Agents , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/metabolism , Carcinoma, Non-Small-Cell Lung/pathology , Epithelial Cells/metabolism , Epithelial Cells/pathology , Humans , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Mice, Inbred NOD , Mice, SCID , Mice, Transgenic , Molecular Targeted Therapy , Polycomb Repressive Complex 1/genetics , Polycomb Repressive Complex 1/metabolism , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins/metabolism , RNA-Seq , Single-Cell Analysis , Tumor Burden/drug effects , Xenograft Model Antitumor Assays
14.
Cell Stem Cell ; 28(9): 1516-1532.e14, 2021 09 02.
Article in English | MEDLINE | ID: mdl-33915079

ABSTRACT

How stem cells self-organize to form structured tissues is an unsolved problem. Intestinal organoids offer a model of self-organization as they generate stem cell zones (SCZs) of typical size even without a spatially structured environment. Here we examine processes governing the size of SCZs. We improve the viability and homogeneity of intestinal organoid cultures to enable long-term time-lapse imaging of multiple organoids in parallel. We find that SCZs are shaped by fission events under strong control of ion channel-mediated inflation and mechanosensitive Piezo-family channels. Fission occurs through stereotyped modes of dynamic behavior that differ in their coordination of budding and differentiation. Imaging and single-cell transcriptomics show that inflation drives acute stem cell differentiation and induces a stretch-responsive cell state characterized by large transcriptional changes, including upregulation of Piezo1. Our results reveal an intrinsic capacity of the intestinal epithelium to self-organize by modulating and then responding to its mechanical state.


Subject(s)
Intestines , Organoids , Cell Differentiation , Intestinal Mucosa , Morphogenesis , Stem Cells
15.
J Exp Med ; 218(1)2021 01 04.
Article in English | MEDLINE | ID: mdl-33601412

ABSTRACT

Dendritic cells (DCs) contribute a small fraction of the tumor microenvironment but are emerging as an essential antitumor component based on their ability to foster T cell immunity and immunotherapy responses. Here, we discuss our expanding view of DC heterogeneity in human tumors, as revealed with meta-analysis of single-cell transcriptome profiling studies. We further examine tumor-infiltrating DC states that are conserved across patients, cancer types, and species and consider the fundamental and clinical relevance of these findings. Finally, we provide an outlook on research opportunities to further explore mechanisms governing tumor-infiltrating DC behavior and functions.


Subject(s)
Dendritic Cells/immunology , Neoplasms/immunology , Tumor Microenvironment/immunology , Dendritic Cells/pathology , Gene Expression Profiling , Humans , Neoplasms/classification , Neoplasms/pathology
16.
Cell Rep ; 32(12): 108164, 2020 09 22.
Article in English | MEDLINE | ID: mdl-32966785

ABSTRACT

Myeloid cells co-expressing the markers CD11b, Ly-6G, and SiglecF can be found in large numbers in murine lung adenocarcinomas and accelerate cancer growth by fostering tumor cell invasion, angiogenesis, and immunosuppression; however, some of these cells' fundamental features remain unexplored. Here, we show that tumor-infiltrating CD11b+ Ly-6G+ SiglecFhigh cells are bona fide mature neutrophils and therefore differ from other myeloid cells, including SiglecFhigh eosinophils, SiglecFhigh macrophages, and CD11b+ Ly-6G+ myeloid-derived suppressor cells. We further show that SiglecFhigh neutrophils gradually accumulate in growing tumors, where they can live for several days; this lifespan is in marked contrast to that of their SiglecFlow counterparts and neutrophils in general, which live for several hours only. Together, these findings reveal distinct attributes for tumor-promoting SiglecFhigh neutrophils and help explain their deleterious accumulation in the tumor bed.


Subject(s)
Adenocarcinoma of Lung/metabolism , Adenocarcinoma of Lung/pathology , Antigens, Ly/metabolism , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Neutrophils/pathology , Sialic Acid Binding Immunoglobulin-like Lectins/metabolism , Animals , Cell Line, Tumor , Cell Proliferation , Lung/pathology , Male , Mice, Inbred C57BL
17.
Nature ; 583(7817): 585-589, 2020 07.
Article in English | MEDLINE | ID: mdl-32669716

ABSTRACT

Bone marrow transplantation therapy relies on the life-long regenerative capacity of haematopoietic stem cells (HSCs)1,2. HSCs present a complex variety of regenerative behaviours at the clonal level, but the mechanisms underlying this diversity are still undetermined3-11. Recent advances in single-cell RNA sequencing have revealed transcriptional differences among HSCs, providing a possible explanation for their functional heterogeneity12-17. However, the destructive nature of sequencing assays prevents simultaneous observation of stem cell state and function. To solve this challenge, we implemented expressible lentiviral barcoding, which enabled simultaneous analysis of lineages and transcriptomes from single adult HSCs and their clonal trajectories during long-term bone marrow reconstitution. Analysis of differential gene expression between clones with distinct behaviour revealed an intrinsic molecular signature that characterizes functional long-term repopulating HSCs. Probing this signature through in vivo CRISPR screening, we found the transcription factor TCF15 to be required and sufficient to drive HSC quiescence and long-term self-renewal. In situ, Tcf15 expression labels the most primitive subset of true multipotent HSCs. In conclusion, our work elucidates clone-intrinsic molecular programmes associated with functional stem cell heterogeneity and identifies a mechanism for the maintenance of the self-renewing HSC state.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/metabolism , Cell Lineage , Hematopoiesis , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/metabolism , Single-Cell Analysis , Animals , Basic Helix-Loop-Helix Transcription Factors/genetics , CRISPR-Cas Systems , Cell Self Renewal , Female , Mice
18.
Exp Hematol ; 88: 1-6, 2020 08.
Article in English | MEDLINE | ID: mdl-32653531

ABSTRACT

Blood production is essential to maintain human health, and even small perturbations in hematopoiesis can cause disease. Hematopoiesis has therefore been the focus of much research for many years. Experiments determining the lineage potentials of hematopoietic stem and progenitor cells (HSPCs) in vitro and after transplantation revealed a hierarchy of progenitor cell states, where differentiating cells undergo lineage commitment-a series of irreversible changes that progressively restrict their potential. New technologies have recently been developed that allow for a more detailed analysis of the molecular states and fates of differentiating HSPCs. Proteomic and lineage-tracing approaches, alongside single-cell transcriptomic analyses, have recently helped to reveal the biological complexity underlying lineage commitment during hematopoiesis. Recent insights from these new technologies were presented by Dr. Marjorie Brand and Dr. Allon Klein in the Summer 2019 ISEH Webinar, and are discussed in this Perspective.


Subject(s)
Cell Differentiation , Cell Lineage , Cell Tracking , Hematopoietic Stem Cells/metabolism , Proteomics , Animals , Hematopoietic Stem Cells/cytology , Humans
19.
Proc Natl Acad Sci U S A ; 117(29): 17041-17048, 2020 07 21.
Article in English | MEDLINE | ID: mdl-32632001

ABSTRACT

A central task in developmental biology is to learn the sequence of fate decisions that leads to each mature cell type in a tissue or organism. Recently, clonal labeling of cells using DNA barcodes has emerged as a powerful approach for identifying cells that share a common ancestry of fate decisions. Here we explore the idea that stochasticity of cell fate choice during tissue development could be harnessed to read out lineage relationships after a single step of clonal barcoding. By considering a generalized multitype branching process, we determine the conditions under which the final distribution of barcodes over observed cell types encodes their bona fide lineage relationships. We then propose a method for inferring the order of fate decisions. Our theory predicts a set of symmetries of barcode covariance that serves as a consistency check for the validity of the method. We show that broken symmetries may be used to detect multiple paths of differentiation to the same cell types. We provide computational tools for general use. When applied to barcoding data in hematopoiesis, these tools reconstruct the classical hematopoietic hierarchy and detect couplings between monocytes and dendritic cells and between erythrocytes and basophils that suggest multiple pathways of differentiation for these lineages.


Subject(s)
Cell Lineage , DNA Barcoding, Taxonomic/methods , Animals , Cell Lineage/genetics , Cell Lineage/physiology , Decision Trees , Dendritic Cells/cytology , Erythrocytes/cytology , Hematopoiesis/genetics , Hematopoiesis/physiology , Leukocytes/cytology , Models, Biological , Systems Biology
20.
Nat Rev Genet ; 21(7): 410-427, 2020 07.
Article in English | MEDLINE | ID: mdl-32235876

ABSTRACT

A fundamental goal of developmental and stem cell biology is to map the developmental history (ontogeny) of differentiated cell types. Recent advances in high-throughput single-cell sequencing technologies have enabled the construction of comprehensive transcriptional atlases of adult tissues and of developing embryos from measurements of up to millions of individual cells. Parallel advances in sequencing-based lineage-tracing methods now facilitate the mapping of clonal relationships onto these landscapes and enable detailed comparisons between molecular and mitotic histories. Here we review recent progress and challenges, as well as the opportunities that emerge when these two complementary representations of cellular history are synthesized into integrated models of cell differentiation.


Subject(s)
Cell Lineage/genetics , Genomics , Single-Cell Analysis/methods , Animals , Biomarkers , Cell Differentiation/genetics , Cell Tracking/methods , Genomics/methods , Genomics/standards , High-Throughput Nucleotide Sequencing , Humans , Single-Cell Analysis/standards , Stem Cells/cytology , Stem Cells/metabolism
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