June 2024
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355 Reads
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12 Citations
Nature Cardiovascular Research
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June 2024
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355 Reads
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12 Citations
Nature Cardiovascular Research
April 2024
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177 Reads
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99 Citations
Cell
December 2023
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334 Reads
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97 Citations
Cell
September 2023
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245 Reads
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55 Citations
Cancer mortality primarily stems from metastatic recurrence, emphasizing the urgent need for developing effective metastasis-targeted immunotherapies. To better understand the cellular and molecular events shaping metastatic niches, we used a spontaneous breast cancer lung metastasis model to create a single-cell atlas spanning different metastatic stages and regions. We found that premetastatic lungs are infiltrated by inflammatory neutrophils and monocytes, followed by the accumulation of suppressive macrophages with the emergence of metastases. Spatial profiling revealed that metastasis-associated immune cells were present in the metastasis core, with the exception of TREM2⁺ regulatory macrophages uniquely enriched at the metastatic invasive margin, consistent across both murine models and human patient samples. These regulatory macrophages (Mreg) contribute to the formation of an immune-suppressive niche, cloaking tumor cells from immune surveillance. Our study provides a compendium of immune cell dynamics across metastatic stages and niches, informing the development of metastasis-targeting immunotherapies. Significance Temporal and spatial single-cell analysis of metastasis stages revealed new players in modulating immune surveillance and suppression. Our study highlights distinct populations of TREM2 macrophages as modulators of the microenvironment in metastasis, and as the key immune determinant defining metastatic niches, pointing to myeloid checkpoints to improve therapeutic strategies. This article is featured in Selected Articles from This Issue, p. 2489
July 2023
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402 Reads
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5 Citations
Glioma contains malignant cells in diverse states. Hypoxic regions are associated with a unique histology of pseudopalisading cells, while other regions appear to have limited histological organization, reflecting the diffuse nature of glioma cells. Here, we combine spatial transcriptomics with spatial proteomics and novel computational approaches to define glioma cellular states at high granularity and uncover their organization. We find three prominent modes of cellular organization. First, cells in any given state tend to be spatially clustered, such that tumors are composed of small local environments that are each typically enriched with one major cellular state. Second, specific pairs of states preferentially reside in proximity across multiple scales. Despite the unique composition of each tumor, this pairing of states remains largely consistent across tumors. Third, the pairwise interactions that we detect collectively define a global architecture composed of five layers. Hypoxia appears to drive this 5-layered organization, as it is both associated with unique states of surrounding cells and with a long-range organization that extends from the hypoxic core to the infiltrative edge of the tumor. Accordingly, tumor regions distant from any hypoxic foci and tumors that lack hypoxia such as IDH-mutant glioma are less organized. In summary, we provide a conceptual framework for the organization of gliomas at the resolution of cellular states and highlight the role of hypoxia as a long-range tissue organizer.
April 2023
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1,664 Reads
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39 Citations
Nature Medicine
Erythropoietin (Epo) is the master regulator of erythropoiesis and oxygen homeostasis. Despite its physiological importance, the molecular and genomic contexts of the cells responsible for renal Epo production remain unclear, limiting more-effective therapies for anemia. Here, we performed single-cell RNA and transposase-accessible chromatin (ATAC) sequencing of an Epo reporter mouse to molecularly identify Epo-producing cells under hypoxic conditions. Our data indicate that a distinct population of kidney stroma, which we term Norn cells, is the major source of endocrine Epo production in mice. We use these datasets to identify the markers, signaling pathways and transcriptional circuits characteristic of Norn cells. Using single-cell RNA sequencing and RNA in situ hybridization in human kidney tissues, we further provide evidence that this cell population is conserved in humans. These preliminary findings open new avenues to functionally dissect EPO gene regulation in health and disease and may serve as groundwork to improve erythropoiesis-stimulating therapies.
August 2022
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85 Reads
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2 Citations
Life Medicine
April 2022
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581 Reads
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151 Citations
Nature Biotechnology
Most spatial transcriptomics technologies are limited by their resolution, with spot sizes larger than that of a single cell. Although joint analysis with single-cell RNA sequencing can alleviate this problem, current methods are limited to assessing discrete cell types, revealing the proportion of cell types inside each spot. To identify continuous variation of the transcriptome within cells of the same type, we developed Deconvolution of Spatial Transcriptomics profiles using Variational Inference (DestVI). Using simulations, we demonstrate that DestVI outperforms existing methods for estimating gene expression for every cell type inside every spot. Applied to a study of infected lymph nodes and of a mouse tumor model, DestVI provides high-resolution, accurate spatial characterization of the cellular organization of these tissues and identifies cell-type-specific changes in gene expression between different tissue regions or between conditions. DestVI is available as part of the open-source software package scvi-tools (https://scvi-tools.org).
April 2022
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242 Reads
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104 Citations
Cell
Systemic sclerosis (scleroderma, SSc) is an incurable autoimmune disease with high morbidity and mortality rates. Here, we conducted a population-scale single-cell genomic analysis of skin and blood samples of 56 healthy controls and 97 SSc patients at different stages of the disease. We found immune compartment dysfunction only in a specific subtype of diffuse SSc patients but global dysregulation of the stromal compartment, particularly in a previously undefined subset of LGR5⁺-scleroderma-associated fibroblasts (ScAFs). ScAFs are perturbed morphologically and molecularly in SSc patients. Single-cell multiome profiling of stromal cells revealed ScAF-specific markers, pathways, regulatory elements, and transcription factors underlining disease development. Systematic analysis of these molecular features with clinical metadata associates specific ScAF targets with disease pathogenesis and SSc clinical traits. Our high-resolution atlas of the sclerodermatous skin spectrum will enable a paradigm shift in the understanding of SSc disease and facilitate the development of biomarkers and therapeutic strategies.
March 2022
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1,065 Reads
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147 Citations
Nature Cancer
Despite their key regulatory role and therapeutic potency, the molecular signatures of interactions between T cells and antigen-presenting myeloid cells within the tumor microenvironment remain poorly characterized. Here, we systematically characterize these interactions using RNA sequencing of physically interacting cells (PIC-seq) and find that CD4+PD-1+CXCL13+ T cells are a major interacting hub with antigen-presenting cells in the tumor microenvironment of human non-small cell lung carcinoma. We define this clonally expanded, tumor-specific and conserved T-cell subset as T-helper tumor (Tht) cells. Reconstitution of Tht cells in vitro and in an ovalbumin-specific αβ TCR CD4+ T-cell mouse model, shows that the Tht program is primed in tumor-draining lymph nodes by dendritic cells presenting tumor antigens, and that their function is important for harnessing the antitumor response of anti-PD-1 treatment. Our molecular and functional findings support the modulation of Tht–dendritic cell interaction checkpoints as a major interventional strategy in immunotherapy. Amit and colleagues report that the specific interaction of a CD4+PD-1+CXCL13+ T-cell subset with antigen-presenting cells reprograms the tumor microenvironment and response to immune checkpoint inhibitors in non-small cell lung cancer.
... 78-80 EGR1, a well-known immediate-early response gene, has been implicated in various immune processes, including macrophage activation and cytokine production. [81][82][83] Its persistent activation in monocyte subsets during PR suggests that it may act as a key driver of the pro-inflammatory state that characterises this disease stage. ...
June 2024
Nature Cardiovascular Research
... Likewise, Jain et al. investigated cancer-associated fibroblasts and glioma stem cell interactions, identifying spatially relevant marker expression and cell type localizations 11 . More recently, multiple studies have examined high-grade glioblastomas by integrating single-cell RNA sequencing, spatial transcriptomics, and other multi-omic methods to better understand the relation between tissue architecture and invasion of the tumor microenvironment [12][13][14][15] . ...
April 2024
Cell
... Close interactions within FOLR2 + macrophages niches appear to be a major factor, as epithelial cells could induce necroptosis in these macrophages during cancer progression via direct contact [67]. Advanced techniques, such as spatial omics, time-resolved single-cell transcriptomics and medical imaging, serve promising strategies to track cancer evolution and depict elaborate cell communications [77,78]. Despite these advances, distinguishing FOLR2 + TAMs from FOLR2 + macrophages in the normal tissues using several markers remains challenging. ...
December 2023
Cell
... Technological advances in single-cell RNA sequencing (scRNAseq) and digital spatial profiling have deconvoluted the tumor microenvironment (TME), revealing the complex crosstalk between neoplastic cells and lung stromal components [4][5][6][7][8]. ...
September 2023
... High grade brain tumors, both primary and metastatic, pose formidable therapeutic challenges (1). In this regard, the uniqueness of the brain microenvironment and its responses to the neoplastic process have been implicated in many aspects of disease intractability and extensively studied using bulk RNA sequencing (2,3), singlecell RNA sequencing (scRNAseq) (4)(5)(6), spatial transcriptomics (7)(8)(9), mass spectrometry (10)(11)(12), immunostaining (2,3), CyToF (10,11), and other techniques. Paradigmatic in this regard is the cellular landscape of primary astrocytic brain tumors, such as glioblastoma (GBM) (7), the cellular milieu of which comprises a multiplicity of noncancer cells including vascular endothelial cells (ECs), pericytes, astrocytes, oligodendrocytes, microglia, and macrophages (13)(14)(15)(16), with notable limitation in the presence of cytotoxic immune effectors, such as natural killer (NK) and CD8α + T cells (17,18). ...
July 2023
... Another example of the successful application of single-cell multiomics to describe an underrepresented population was the characterization of erythropoietin-producing cells. Kragesteen et al. applied a single-cell multiomics approach to sorted erythropoietin-producing cells, identifying TCF21, CEBPD, and GATA6 as candidate master regulators, beyond the paradigm of HIF-2α-HIF-1β circuit in erythropoietin regulation [57]. ...
April 2023
Nature Medicine
... Microglia are innate immune cells of the central nervous system (CNS), which not only have a unique origin but also adapt to the microenvironment in specific tissues over the long term, exhibiting distinctive functional characteristics. Emerging evidence suggests that microglia originate from erythromyeloid progenitors (EMPs) in the yolk sac and migrate into the brain, where they colonize, differentiate, and mature, ultimately maintaining immune homeostasis in the CNS environment 17,18 . ...
August 2022
Life Medicine
... These models often overlook complex gene expression variation and are sensitive to incomplete or imbalanced cell type representation in the reference. Probabilistic approaches such as DestVI [18], Cell2location [19], and Redeconve [20] incorporate latent variable modeling to capture uncertainty and improve robustness, but their inference procedures can be computationally demanding and may not scale efficiently to large tissue sections. Spatially informed methods like CARD [16] and Tangram [21] introduce spatial priors or alignment strategies, yet they often depend on rigid spatial assumptions that may not generalize well across tissue types. ...
April 2022
Nature Biotechnology
... Moreover, the exacerbation of fibrosis in systemic scleroderma correlates with the loss of CXCL12 + and PI16 + steady-state fibroblasts, which is essential for maintaining tissue balance and vascularization 124 . Interestingly, recent studies have downplayed the role of LRG5 + fibroblasts previously associated with disease progression, suggesting that its complexity remains incompletely understood 123,125 . ...
April 2022
Cell
... These subsets modulate immune responses by secreting cytokines (e.g., IFN-γ, IL-4, and IL-17), indirectly exerting antitumor effects [18]. A reduction in CD4 + T cells diminishes cytokine release and B-cell-mediated antibody production, thereby weakening antitumor immunity [19]. Additionally, some CD4 + T cells differentiate into immunosuppressive Tregs and naïve T cells. ...
March 2022
Nature Cancer