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1.
Nat Aging ; 4(5): 727-744, 2024 May.
Article En | MEDLINE | ID: mdl-38622407

Skeletal muscle aging is a key contributor to age-related frailty and sarcopenia with substantial implications for global health. Here we profiled 90,902 single cells and 92,259 single nuclei from 17 donors to map the aging process in the adult human intercostal muscle, identifying cellular changes in each muscle compartment. We found that distinct subsets of muscle stem cells exhibit decreased ribosome biogenesis genes and increased CCL2 expression, causing different aging phenotypes. Our atlas also highlights an expansion of nuclei associated with the neuromuscular junction, which may reflect re-innervation, and outlines how the loss of fast-twitch myofibers is mitigated through regeneration and upregulation of fast-type markers in slow-twitch myofibers with age. Furthermore, we document the function of aging muscle microenvironment in immune cell attraction. Overall, we present a comprehensive human skeletal muscle aging resource ( https://www.muscleageingcellatlas.org/ ) together with an in-house mouse muscle atlas to study common features of muscle aging across species.


Aging , Muscle, Skeletal , Humans , Aging/physiology , Muscle, Skeletal/metabolism , Muscle, Skeletal/physiology , Animals , Mice , Adult , Aged , Sarcopenia/pathology , Sarcopenia/metabolism , Male , Neuromuscular Junction/metabolism , Middle Aged , Female
2.
Nat Microbiol ; 9(5): 1293-1311, 2024 May.
Article En | MEDLINE | ID: mdl-38622380

Children infected with SARS-CoV-2 rarely progress to respiratory failure. However, the risk of mortality in infected people over 85 years of age remains high. Here we investigate differences in the cellular landscape and function of paediatric (<12 years), adult (30-50 years) and older adult (>70 years) ex vivo cultured nasal epithelial cells in response to infection with SARS-CoV-2. We show that cell tropism of SARS-CoV-2, and expression of ACE2 and TMPRSS2 in nasal epithelial cell subtypes, differ between age groups. While ciliated cells are viral replication centres across all age groups, a distinct goblet inflammatory subtype emerges in infected paediatric cultures and shows high expression of interferon-stimulated genes and incomplete viral replication. In contrast, older adult cultures infected with SARS-CoV-2 show a proportional increase in basaloid-like cells, which facilitate viral spread and are associated with altered epithelial repair pathways. We confirm age-specific induction of these cell types by integrating data from in vivo COVID-19 studies and validate that our in vitro model recapitulates early epithelial responses to SARS-CoV-2 infection.


Angiotensin-Converting Enzyme 2 , COVID-19 , Epithelial Cells , Nasal Mucosa , SARS-CoV-2 , Serine Endopeptidases , Humans , COVID-19/virology , SARS-CoV-2/physiology , SARS-CoV-2/pathogenicity , SARS-CoV-2/genetics , Angiotensin-Converting Enzyme 2/metabolism , Angiotensin-Converting Enzyme 2/genetics , Adult , Middle Aged , Aged , Epithelial Cells/virology , Serine Endopeptidases/metabolism , Serine Endopeptidases/genetics , Nasal Mucosa/virology , Child , Age Factors , Virus Replication , Child, Preschool , Viral Tropism , Male , Female , Aged, 80 and over , Cells, Cultured , Adolescent , Infant
3.
bioRxiv ; 2024 Jan 04.
Article En | MEDLINE | ID: mdl-38260588

The immune system comprises multiple cell lineages and heterogeneous subsets found in blood and tissues throughout the body. While human immune responses differ between sites and over age, the underlying sources of variation remain unclear as most studies are limited to peripheral blood. Here, we took a systems approach to comprehensively profile RNA and surface protein expression of over 1.25 million immune cells isolated from blood, lymphoid organs, and mucosal tissues of 24 organ donors aged 20-75 years. We applied a multimodal classifier to annotate the major immune cell lineages (T cells, B cells, innate lymphoid cells, and myeloid cells) and their corresponding subsets across the body, leveraging probabilistic modeling to define bases for immune variations across donors, tissue, and age. We identified dominant tissue-specific effects on immune cell composition and function across lineages for lymphoid sites, intestines, and blood-rich tissues. Age-associated effects were intrinsic to both lineage and site as manifested by macrophages in mucosal sites, B cells in lymphoid organs, and T and NK cells in blood-rich sites. Our results reveal tissue-specific signatures of immune homeostasis throughout the body and across different ages. This information provides a basis for defining the transcriptional underpinnings of immune variation and potential associations with disease-associated immune pathologies across the human lifespan.

4.
Nature ; 2023 Dec 06.
Article En | MEDLINE | ID: mdl-38057666

Human limbs emerge during the fourth post-conception week as mesenchymal buds, which develop into fully formed limbs over the subsequent months1. This process is orchestrated by numerous temporally and spatially restricted gene expression programmes, making congenital alterations in phenotype common2. Decades of work with model organisms have defined the fundamental mechanisms underlying vertebrate limb development, but an in-depth characterization of this process in humans has yet to be performed. Here we detail human embryonic limb development across space and time using single-cell and spatial transcriptomics. We demonstrate extensive diversification of cells from a few multipotent progenitors to myriad differentiated cell states, including several novel cell populations. We uncover two waves of human muscle development, each characterized by different cell states regulated by separate gene expression programmes, and identify musculin (MSC) as a key transcriptional repressor maintaining muscle stem cell identity. Through assembly of multiple anatomically continuous spatial transcriptomic samples using VisiumStitcher, we map cells across a sagittal section of a whole fetal hindlimb. We reveal a clear anatomical segregation between genes linked to brachydactyly and polysyndactyly, and uncover transcriptionally and spatially distinct populations of the mesenchyme in the autopod. Finally, we perform single-cell RNA sequencing on mouse embryonic limbs to facilitate cross-species developmental comparison, finding substantial homology between the two species.

5.
Nature ; 619(7971): 801-810, 2023 Jul.
Article En | MEDLINE | ID: mdl-37438528

The function of a cell is defined by its intrinsic characteristics and its niche: the tissue microenvironment in which it dwells. Here we combine single-cell and spatial transcriptomics data to discover cellular niches within eight regions of the human heart. We map cells to microanatomical locations and integrate knowledge-based and unsupervised structural annotations. We also profile the cells of the human cardiac conduction system1. The results revealed their distinctive repertoire of ion channels, G-protein-coupled receptors (GPCRs) and regulatory networks, and implicated FOXP2 in the pacemaker phenotype. We show that the sinoatrial node is compartmentalized, with a core of pacemaker cells, fibroblasts and glial cells supporting glutamatergic signalling. Using a custom CellPhoneDB.org module, we identify trans-synaptic pacemaker cell interactions with glia. We introduce a druggable target prediction tool, drug2cell, which leverages single-cell profiles and drug-target interactions to provide mechanistic insights into the chronotropic effects of drugs, including GLP-1 analogues. In the epicardium, we show enrichment of both IgG+ and IgA+ plasma cells forming immune niches that may contribute to infection defence. Overall, we provide new clarity to cardiac electro-anatomy and immunology, and our suite of computational approaches can be applied to other tissues and organs.


Cellular Microenvironment , Heart , Multiomics , Myocardium , Humans , Cell Communication , Fibroblasts/cytology , Glutamic Acid/metabolism , Heart/anatomy & histology , Heart/innervation , Ion Channels/metabolism , Myocardium/cytology , Myocardium/immunology , Myocardium/metabolism , Myocytes, Cardiac/cytology , Neuroglia/cytology , Pericardium/cytology , Pericardium/immunology , Plasma Cells/immunology , Receptors, G-Protein-Coupled/metabolism , Sinoatrial Node/anatomy & histology , Sinoatrial Node/cytology , Sinoatrial Node/physiology , Heart Conduction System/anatomy & histology , Heart Conduction System/cytology , Heart Conduction System/metabolism
6.
Nat Genet ; 55(1): 66-77, 2023 01.
Article En | MEDLINE | ID: mdl-36543915

Single-cell transcriptomics has allowed unprecedented resolution of cell types/states in the human lung, but their spatial context is less well defined. To (re)define tissue architecture of lung and airways, we profiled five proximal-to-distal locations of healthy human lungs in depth using multi-omic single cell/nuclei and spatial transcriptomics (queryable at lungcellatlas.org ). Using computational data integration and analysis, we extend beyond the suspension cell paradigm and discover macro and micro-anatomical tissue compartments including previously unannotated cell types in the epithelial, vascular, stromal and nerve bundle micro-environments. We identify and implicate peribronchial fibroblasts in lung disease. Importantly, we discover and validate a survival niche for IgA plasma cells in the airway submucosal glands (SMG). We show that gland epithelial cells recruit B cells and IgA plasma cells, and promote longevity and antibody secretion locally through expression of CCL28, APRIL and IL-6. This new 'gland-associated immune niche' has implications for respiratory health.


Lung , Respiratory Mucosa , Humans , Respiratory Mucosa/metabolism , Epithelial Cells/metabolism , B-Lymphocytes , Immunoglobulin A/metabolism
7.
Cell ; 185(25): 4841-4860.e25, 2022 Dec 08.
Article En | MEDLINE | ID: mdl-36493756

We present a multiomic cell atlas of human lung development that combines single-cell RNA and ATAC sequencing, high-throughput spatial transcriptomics, and single-cell imaging. Coupling single-cell methods with spatial analysis has allowed a comprehensive cellular survey of the epithelial, mesenchymal, endothelial, and erythrocyte/leukocyte compartments from 5-22 post-conception weeks. We identify previously uncharacterized cell states in all compartments. These include developmental-specific secretory progenitors and a subtype of neuroendocrine cell related to human small cell lung cancer. Our datasets are available through our web interface (https://lungcellatlas.org). To illustrate its general utility, we use our cell atlas to generate predictions about cell-cell signaling and transcription factor hierarchies which we rigorously test using organoid models.


Fetus , Lung , Humans , Cell Differentiation , Gene Expression Profiling , Lung/cytology , Organogenesis , Organoids , Atlases as Topic , Fetus/cytology
8.
Cancer Cell ; 40(12): 1583-1599.e10, 2022 12 12.
Article En | MEDLINE | ID: mdl-36423636

Tumor behavior is intricately dependent on the oncogenic properties of cancer cells and their multi-cellular interactions. To understand these dependencies within the wider microenvironment, we studied over 270,000 single-cell transcriptomes and 100 microdissected whole exomes from 12 patients with kidney tumors, prior to validation using spatial transcriptomics. Tissues were sampled from multiple regions of the tumor core, the tumor-normal interface, normal surrounding tissues, and peripheral blood. We find that the tissue-type location of CD8+ T cell clonotypes largely defines their exhaustion state with intra-tumoral spatial heterogeneity that is not well explained by somatic heterogeneity. De novo mutation calling from single-cell RNA-sequencing data allows us to broadly infer the clonality of stromal cells and lineage-trace myeloid cell development. We report six conserved meta-programs that distinguish tumor cell function, and find an epithelial-mesenchymal transition meta-program highly enriched at the tumor-normal interface that co-localizes with IL1B-expressing macrophages, offering a potential therapeutic target.


Carcinoma, Renal Cell , Kidney Neoplasms , Humans , Transcriptome , Gene Expression Profiling , Carcinoma, Renal Cell/genetics , Kidney Neoplasms/genetics , Epithelial-Mesenchymal Transition , Tumor Microenvironment/genetics , Single-Cell Analysis
9.
Nature ; 602(7896): 321-327, 2022 02.
Article En | MEDLINE | ID: mdl-34937051

It is not fully understood why COVID-19 is typically milder in children1-3. Here, to examine the differences between children and adults in their response to SARS-CoV-2 infection, we analysed paediatric and adult patients with COVID-19 as well as healthy control individuals (total n = 93) using single-cell multi-omic profiling of matched nasal, tracheal, bronchial and blood samples. In the airways of healthy paediatric individuals, we observed cells that were already in an interferon-activated state, which after SARS-CoV-2 infection was further induced especially in airway immune cells. We postulate that higher paediatric innate interferon responses restrict viral replication and disease progression. The systemic response in children was characterized by increases in naive lymphocytes and a depletion of natural killer cells, whereas, in adults, cytotoxic T cells and interferon-stimulated subpopulations were significantly increased. We provide evidence that dendritic cells initiate interferon signalling in early infection, and identify epithelial cell states associated with COVID-19 and age. Our matching nasal and blood data show a strong interferon response in the airways with the induction of systemic interferon-stimulated populations, which were substantially reduced in paediatric patients. Together, we provide several mechanisms that explain the milder clinical syndrome observed in children.


COVID-19/blood , COVID-19/immunology , Dendritic Cells/immunology , Interferons/immunology , Killer Cells, Natural/immunology , SARS-CoV-2/immunology , T-Lymphocytes, Cytotoxic/immunology , Adult , Bronchi/immunology , Bronchi/virology , COVID-19/pathology , Chicago , Cohort Studies , Disease Progression , Epithelial Cells/cytology , Epithelial Cells/immunology , Epithelial Cells/virology , Female , Humans , Immunity, Innate , London , Male , Nasal Mucosa/immunology , Nasal Mucosa/virology , SARS-CoV-2/growth & development , Single-Cell Analysis , Trachea/virology , Young Adult
10.
Nature ; 597(7875): 250-255, 2021 09.
Article En | MEDLINE | ID: mdl-34497389

The cellular landscape of the human intestinal tract is dynamic throughout life, developing in utero and changing in response to functional requirements and environmental exposures. Here, to comprehensively map cell lineages, we use single-cell RNA sequencing and antigen receptor analysis of almost half a million cells from up to 5 anatomical regions in the developing and up to 11 distinct anatomical regions in the healthy paediatric and adult human gut. This reveals the existence of transcriptionally distinct BEST4 epithelial cells throughout the human intestinal tract. Furthermore, we implicate IgG sensing as a function of intestinal tuft cells. We describe neural cell populations in the developing enteric nervous system, and predict cell-type-specific expression of genes associated with Hirschsprung's disease. Finally, using a systems approach, we identify key cell players that drive the formation of secondary lymphoid tissue in early human development. We show that these programs are adopted in inflammatory bowel disease to recruit and retain immune cells at the site of inflammation. This catalogue of intestinal cells will provide new insights into cellular programs in development, homeostasis and disease.


Aging , Enteric Nervous System/cytology , Fetus/cytology , Health , Intestines/cytology , Intestines/growth & development , Lymph Nodes/cytology , Lymph Nodes/growth & development , Adult , Animals , Child , Crohn Disease/pathology , Datasets as Topic , Enteric Nervous System/anatomy & histology , Enteric Nervous System/embryology , Enteric Nervous System/growth & development , Epithelial Cells/cytology , Female , Fetus/anatomy & histology , Fetus/embryology , Humans , Intestines/embryology , Intestines/innervation , Lymph Nodes/embryology , Lymph Nodes/pathology , Mice , Mice, Inbred C57BL , Organogenesis , Receptors, IgG/metabolism , Signal Transduction , Spatio-Temporal Analysis , Time Factors
11.
Nat Med ; 27(3): 546-559, 2021 03.
Article En | MEDLINE | ID: mdl-33654293

Angiotensin-converting enzyme 2 (ACE2) and accessory proteases (TMPRSS2 and CTSL) are needed for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) cellular entry, and their expression may shed light on viral tropism and impact across the body. We assessed the cell-type-specific expression of ACE2, TMPRSS2 and CTSL across 107 single-cell RNA-sequencing studies from different tissues. ACE2, TMPRSS2 and CTSL are coexpressed in specific subsets of respiratory epithelial cells in the nasal passages, airways and alveoli, and in cells from other organs associated with coronavirus disease 2019 (COVID-19) transmission or pathology. We performed a meta-analysis of 31 lung single-cell RNA-sequencing studies with 1,320,896 cells from 377 nasal, airway and lung parenchyma samples from 228 individuals. This revealed cell-type-specific associations of age, sex and smoking with expression levels of ACE2, TMPRSS2 and CTSL. Expression of entry factors increased with age and in males, including in airway secretory cells and alveolar type 2 cells. Expression programs shared by ACE2+TMPRSS2+ cells in nasal, lung and gut tissues included genes that may mediate viral entry, key immune functions and epithelial-macrophage cross-talk, such as genes involved in the interleukin-6, interleukin-1, tumor necrosis factor and complement pathways. Cell-type-specific expression patterns may contribute to the pathogenesis of COVID-19, and our work highlights putative molecular pathways for therapeutic intervention.


COVID-19/epidemiology , COVID-19/genetics , Host-Pathogen Interactions/genetics , SARS-CoV-2/physiology , Sequence Analysis, RNA/statistics & numerical data , Single-Cell Analysis/statistics & numerical data , Virus Internalization , Adult , Aged , Aged, 80 and over , Alveolar Epithelial Cells/metabolism , Alveolar Epithelial Cells/virology , Angiotensin-Converting Enzyme 2/genetics , Angiotensin-Converting Enzyme 2/metabolism , COVID-19/pathology , COVID-19/virology , Cathepsin L/genetics , Cathepsin L/metabolism , Datasets as Topic/statistics & numerical data , Demography , Female , Gene Expression Profiling/statistics & numerical data , Humans , Lung/metabolism , Lung/virology , Male , Middle Aged , Organ Specificity/genetics , Respiratory System/metabolism , Respiratory System/virology , Sequence Analysis, RNA/methods , Serine Endopeptidases/genetics , Serine Endopeptidases/metabolism , Single-Cell Analysis/methods
12.
Science ; 367(6480)2020 02 21.
Article En | MEDLINE | ID: mdl-32079746

The thymus provides a nurturing environment for the differentiation and selection of T cells, a process orchestrated by their interaction with multiple thymic cell types. We used single-cell RNA sequencing to create a cell census of the human thymus across the life span and to reconstruct T cell differentiation trajectories and T cell receptor (TCR) recombination kinetics. Using this approach, we identified and located in situ CD8αα+ T cell populations, thymic fibroblast subtypes, and activated dendritic cell states. In addition, we reveal a bias in TCR recombination and selection, which is attributed to genomic position and the kinetics of lineage commitment. Taken together, our data provide a comprehensive atlas of the human thymus across the life span with new insights into human T cell development.


Atlases as Topic , CD8-Positive T-Lymphocytes/immunology , Cell Differentiation , Thymus Gland/growth & development , Thymus Gland/immunology , CD8-Positive T-Lymphocytes/cytology , Dendritic Cells/cytology , Dendritic Cells/immunology , Fibroblasts/cytology , Fibroblasts/immunology , Humans , RNA-Seq/methods , Receptors, Antigen, T-Cell/metabolism , Single-Cell Analysis/methods , Thymus Gland/cytology
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