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  • 1
    In: Science, American Association for the Advancement of Science (AAAS), Vol. 376, No. 6594 ( 2022-05-13)
    Abstract: Although the genome is often called the blueprint of an organism, it is perhaps more accurate to describe it as a parts list composed of the various genes that may or may not be used in the different cell types of a multicellular organism. Although nearly every cell in the body has essentially the same genome, each cell type makes different use of that genome and expresses a subset of all possible genes. This has motivated efforts to characterize the molecular composition of various cell types within humans and multiple model organisms, both by transcriptional and proteomic approaches. We created a human reference atlas comprising nearly 500,000 cells from 24 different tissues and organs, many from the same donor. This atlas enabled molecular characterization of more than 400 cell types, their distribution across tissues, and tissue-specific variation in gene expression. RATIONALE One caveat to current approaches to make cell atlases is that individual organs are often collected at different locations, collected from different donors, and processed using different protocols. Controlled comparisons of cell types between different tissues and organs are especially difficult when donors differ in genetic background, age, environmental exposure, and epigenetic effects. To address this, we developed an approach to analyzing large numbers of organs from the same individual. RESULTS We collected multiple tissues from individual human donors and performed coordinated single-cell transcriptome analyses on live cells. The donors come from a range of ethnicities, are balanced by gender, have a mean age of 51 years, and have a variety of medical backgrounds. Tissue experts used a defined cell ontology terminology to annotate cell types consistently across the different tissues, leading to a total of 475 distinct cell types with reference transcriptome profiles. The full dataset can be explored online with the cellxgene tool. Data were collected for the bladder, blood, bone marrow, eye, fat, heart, kidney, large intestine, liver, lung, lymph node, mammary, muscle, pancreas, prostate, salivary gland, skin, small intestine, spleen, thymus, tongue, trachea, uterus, and vasculature. Fifty-nine separate specimens in total were collected, processed, and analyzed, and 483,152 cells passed quality control filtering. On a per-compartment basis, the dataset includes 264,824 immune cells, 104,148 epithelial cells, 31,691 endothelial cells, and 82,478 stromal cells. Working with live cells, as opposed to isolated nuclei, ensured that the dataset includes all mRNA transcripts within the cell, including transcripts that have been processed by the cell’s splicing machinery, thereby enabling insight into variation in alternative splicing. The Tabula Sapiens also provided an opportunity to densely and directly sample the human microbiome throughout the gastrointestinal tract. The intestines from two donors were sectioned into five regions: the duodenum, jejunum, ileum, and ascending and sigmoid colon. Each section was transected, and three to nine samples were collected from each location, followed by amplification and sequencing of the 16 S ribosomal RNA gene. CONCLUSION The Tabula Sapiens has revealed discoveries relating to shared behavior and subtle, organ-specific differences across cell types. We found T cell clones shared between organs and characterized organ-dependent hypermutation rates among B cells. Endothelial cells and macrophages are shared across tissues, often showing subtle but clear differences in gene expression. We found an unexpectedly large and diverse amount of cell type–specific RNA splice variant usage and discovered and validated many previously undefined splices. The intestinal microbiome was revealed to have nonuniform species distributions down to the 3-inch (7.62-cm) length scale. These are but a few examples of how the Tabula Sapiens represents a broadly useful reference to deeply understand and explore human biology at cellular resolution. Overview of Tabula Sapiens. Molecular characterization of cell types using single-cell transcriptome sequencing is revolutionizing cell biology and enabling new insights into the physiology of human organs. We created a human reference atlas comprising nearly 500,000 cells from 24 different tissues and organs, many from the same donor. This multimodal atlas enabled molecular characterization of more than 400 cell types.
    Type of Medium: Online Resource
    ISSN: 0036-8075 , 1095-9203
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    Language: English
    Publisher: American Association for the Advancement of Science (AAAS)
    Publication Date: 2022
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  • 2
    In: Arteriosclerosis, Thrombosis, and Vascular Biology, Ovid Technologies (Wolters Kluwer Health), Vol. 42, No. Suppl_1 ( 2022-05)
    Abstract: Background: Vascular thrombosis has been described in patients actively infected with influenza and, more recently, with the coronavirus. The risk may persist during the convalescence period. The underlying mechanisms mediating these events remain unclear. Objective: To determine whether human coronary plaque T cells reactive to influenza virus are also activated by self-proteins. Methods/Results: Using single cell targetRNAseq, we mapped the T cell repertoire in 19 patients with a range of coronary artery disease severity. To determine the potential peptides activating coronary plaque T cell receptors (TCRs), we matched TCR alpha and beta identity with HLA restriction to a database of known specificities. We found that plaque TCRs were potentially activated by viral epitopes, including those from the influenza M1 protein. We used a computational algorithm to identify self-proteins in the endothelial cells and vascular smooth muscle cells that may have peptides with similar homologies to viral epitopes predicted to bind our plaque TCRs. We then introduced plaque TCRs into the Jurkat T cells, exposed these cells to T2 (HLA-2 antigen presenting cells), viral peptides (e.g., M1) and self-epitopes (e.g., TSPAN17; ZIP9), and demonstrated T cell cross reactivity in vitro ( Figure 1 ). TSPAN17 is a transmembrane protein that regulates VE-cadherin expression and promotes T cell transmigration. Zip9, in contrast, is a protein that regulates zinc homeostasis, serves as an androgen receptor on endothelial cells, and has been shown to promote endothelial proliferation. Conclusion: Taken together, our findings suggest that T cell cross reactivity may be a potential mediator of viral-induced arterial thrombosis.
    Type of Medium: Online Resource
    ISSN: 1079-5642 , 1524-4636
    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2022
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  • 3
    In: Nature Biotechnology, Springer Science and Business Media LLC, Vol. 40, No. 6 ( 2022-06), p. 974-974
    Type of Medium: Online Resource
    ISSN: 1087-0156 , 1546-1696
    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2022
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  • 4
    In: Arteriosclerosis, Thrombosis, and Vascular Biology, Ovid Technologies (Wolters Kluwer Health), Vol. 43, No. Suppl_1 ( 2023-05)
    Abstract: Introduction: Spatial transcriptomics has become a powerful tool for interrogating a disease-specific transcriptome within the context of tissue architecture. In this study, we used spatial transcriptomics to investigate the molecular mechanisms underlying COVID-19 in the lungs and heart. Methods: We performed sequencing-based spatial transcriptomics (ST), using 10X Genomics’ Visium, on 6 paired fatal COVID-19 lung and heart tissue samples and 2 control samples per organ. With the gene by spot matrix, we performed dimensional reduction, clustering (Louvain), differential expression (Wilcoxon Rank sum test), and pathway analysis (GSEA). spacexr was used to estimate the cell type composition of ST spots. Results: By histology and ST, COVID-19 tissue was defined by a loss in parenchymal cells and increased inflammation ( fig. 1E ). In both the heart and lung, we found a cluster of ST spots specific to fatal COVID-19 ( fig. 1A, B ; P 〈 0.001). Between the two organs, these clusters shared genes and pathways relating to tissue remodeling, B cell action, and complement pathway activation ( fig. 1C, D ). Response to wounding and blood vessel endothelial cell migration pathways were distinct to the heart cluster, also explaining the increased capillary cell weight in the COVID-19 heart compared to the control ( fig. 1D, E ; P=0.0167). Conclusion: Our results suggest that there is a shared spatial niche between the heart and lungs in COVID-19 infection and highlight the importance of studying multiple organs in understanding the disease. These findings provide new insights into the molecular basis of COVID-19 and have the potential to inform the development of novel therapies for this disease. Figure 1 (A) UMAP colored by (left) clusters and (right) disease. (B) Cluster proportions between COVID-19 and control tissue (C) Scatter plot of shared differentially expressed genes. (D) GSEA pathway score. (E) Spatial mapping of clusters and cell-type deconvolution.
    Type of Medium: Online Resource
    ISSN: 1079-5642 , 1524-4636
    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2023
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  • 5
    In: Arteriosclerosis, Thrombosis, and Vascular Biology, Ovid Technologies (Wolters Kluwer Health), Vol. 42, No. Suppl_1 ( 2022-05)
    Abstract: Background: Atherosclerosis is considered a chronic inflammatory disorder characterized by the presence of T cells and macrophages in the plaque. Given that T cells are the master regulators of the immune system, the possible role of T cells in mediating disease warrants further investigation. Objective: To map the T cell transcriptome in coronary artery plaque. Methods/Results: Using single cell RNAseq, we mapped the transcriptome of immune cells within the coronary atherosclerotic plaque in 12 patients with various disease stages. In addition to macrophages, we find an abundance of plaque T cells that appear to be enriched in plaque compared to blood ( Figure 1A ). Two plaque-enriched CD8 effector memory clusters (CD8 CTL Tem1 and CD8 CTL Tem2) display the highest proportion of activated cells (e.g., HLA-DRA+). These clusters are characterized by high expression of the pro-inflammatory cytokines (e.g., CCL3, CCL4, CCL5, and IFNG) and cytolytic markers (e.g.,GZMA, GZMH, GZMM, NKG7). CD8 CTL Tem1, however, has higher expression of GZMK, a cytolytic marker recently associated with inflammaging. CD8 CTL Tem2, on the other hand, has a higher expression of perforin and granulysin, two pore-forming proteins that mediate cell killing by enabling granzyme entry. Notably, CD8 CTL Tem2 appears to track with plaque progression, increasing as plaques mature from lipid-rich to more complex lesions then declining as plaques became more stable and calcified post-rupture. Specifically, this cluster displayed two-fold enrichment in complex plaques compared to other plaque phenotypes (12.1% vs. 6.9%, p=0.0069) ( Figure 1B ). This pro-inflammatory and cytolytic signature is also more apparent in the activated compared to nonactivated cells in this cluster. Conclusion: Taken together, our findings suggest that a pro-inflammatory CD8 T cell cluster characterized by a trifecta of cytolytic enzymes distinguishes complex plaque and deserves further investigation.
    Type of Medium: Online Resource
    ISSN: 1079-5642 , 1524-4636
    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2022
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  • 6
    In: Vascular Pharmacology, Elsevier BV, Vol. 154 ( 2024-03), p. 107277-
    Type of Medium: Online Resource
    ISSN: 1537-1891
    Language: English
    Publisher: Elsevier BV
    Publication Date: 2024
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  • 7
    In: Circulation Research, Ovid Technologies (Wolters Kluwer Health), Vol. 130, No. 10 ( 2022-05-13), p. 1510-1530
    Abstract: Coronary artery disease is an incurable, life-threatening disease that was once considered primarily a disorder of lipid deposition. Coronary artery disease is now also characterized by chronic inflammation‚ notable for the buildup of atherosclerotic plaques containing immune cells in various states of activation and differentiation. Understanding how these immune cells contribute to disease progression may lead to the development of novel therapeutic strategies. Methods: We used single-cell technology and in vitro assays to interrogate the immune microenvironment of human coronary atherosclerotic plaque at different stages of maturity. Results: In addition to macrophages, we found a high proportion of αβ T cells in the coronary plaques. Most of these T cells lack high expression of CCR7 and L-selectin , indicating that they are primarily antigen-experienced memory cells. Notably, nearly one-third of these cells express the HLA-DRA surface marker, signifying activation through their TCRs (T-cell receptors). Consistent with this, TCR repertoire analysis confirmed the presence of activated αβ T cells (CD4 〈 CD8), exhibiting clonal expansion of specific TCRs. Interestingly, we found that these plaque T cells had TCRs specific for influenza, coronavirus, and other viral epitopes, which share sequence homologies to proteins found on smooth muscle cells and endothelial cells, suggesting potential autoimmune-mediated T-cell activation in the absence of active infection. To better understand the potential function of these activated plaque T cells, we then interrogated their transcriptome at the single-cell level. Of the 3 T-cell phenotypic clusters with the highest expression of the activation marker HLA-DRA , 2 clusters expressed a proinflammatory and cytolytic signature characteristic of CD8 cells, while the other expressed AREG (amphiregulin), which promotes smooth muscle cell proliferation and fibrosis, and, thus, contributes to plaque progression. Conclusions: Taken together, these findings demonstrate that plaque T cells are clonally expanded potentially by antigen engagement, are potentially reactive to self-epitopes, and may interact with smooth muscle cells and macrophages in the plaque microenvironment.
    Type of Medium: Online Resource
    ISSN: 0009-7330 , 1524-4571
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    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2022
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  • 8
    Online Resource
    Online Resource
    Ovid Technologies (Wolters Kluwer Health) ; 2022
    In:  Circulation Vol. 146, No. Suppl_1 ( 2022-11-08)
    In: Circulation, Ovid Technologies (Wolters Kluwer Health), Vol. 146, No. Suppl_1 ( 2022-11-08)
    Abstract: Introduction: The clinical presentation and management of cardiovascular diseases has been shown to be sex-specific, yet, historically, cardiovascular research participants have been predominantly male. One cause for this discrepancy could be gender-based bias on the part of studies' senior investigators. Methods: We screened 749 randomly selected clinical research articles from 8 top cardiovascular research journals, published between 2015 and 2020. We predicted the gender of senior investigators by using the genderize.io gender-coding algorithm. We then used t-tests to determine the relationship between putative senior author gender and number of study participants of each sex. Results: Cardiovascular research cohorts were 39.74% female. Compared to studies senior-authored by men, cohorts of female senior-authored studies included 11.36% more female participants (p 〈 0.0001, 37.84% vs 49.44%). This difference was preserved across several study types ( Fig. 1A ). Only 15.49% of articles were written by female senior authors and the proportion of female to male senior authors did not change over time (p=0.93; Fig. 1B ). The proportion of female participants in a study did however significantly increase between 2015 and 2020 (p=0.011, Fig. 1B ). Conclusions: In cardiovascular research, the gender of the senior author of a study is predictive of the study’s sex composition: female senior authors are more likely to author studies that include higher proportions of female participants. Over time, the proportion of female to male participants in cardiovascular research studies is increasing. Figure 1. Percentage of women in study cohorts, ( A ) segregated by study type and gender of senior author and ( B, right ) segregated by senior author gender and year. ( B, left ) Percent of female seniors by year. Bars represent mean and standard error. p 〉 0.05=ns, p≤0.05=*, p≤0.01=**, p≤0.001=***, p≤0.0001=****.
    Type of Medium: Online Resource
    ISSN: 0009-7322 , 1524-4539
    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2022
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  • 9
    In: Arteriosclerosis, Thrombosis, and Vascular Biology, Ovid Technologies (Wolters Kluwer Health), Vol. 42, No. Suppl_1 ( 2022-05)
    Abstract: Background: The atherosclerotic plaque is a complex niche composed of immune cells including T cells and macrophages as well as vascular smooth muscle cells. How T cells interact with the plaque microenvironment is not well understood. Objective: To map the crosstalk between T cells, macrophages, and smooth muscle cells. Methods/Results: We performed single cell RNAseq using the 10x transcriptomics platform in coronary plaque samples from 12 patients, who underwent heart transplantation. We found a high proportion of macrophages as well as T cells, many of which display a memory phenotype that was confirmed by immunohistochemistry. Ligand-receptor computational analysis demonstrated significant cross talk between T cells, macrophages, and smooth muscle cells. One cytokine of interest is amphiregulin (AREG), which has been shown to mediate tissue healing and fibrosis. Of note, AREG expression appears to increase as coronary plaques progress from early lipid-rich stages to more advanced stages. To elucidate the effects of AREG on smooth muscle cells, we treated human coronary artery smooth muscle cells (hCASMCs) in vitro with recombinant AREG and found increased cell proliferation compared to control (P 〈 0.001). Bulk RNAseq profiling of hCASMCs showed activation of pathways that promote inflammation, proliferation, and fibrosis (Figure 1). Conclusion: Taken together, our findings suggest that cross talk between T cells and smooth muscle cells, partially through AREG production by T cells, may contribute to plaque progression.
    Type of Medium: Online Resource
    ISSN: 1079-5642 , 1524-4636
    Language: English
    Publisher: Ovid Technologies (Wolters Kluwer Health)
    Publication Date: 2022
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  • 10
    Online Resource
    Online Resource
    Frontiers Media SA ; 2021
    In:  Frontiers in Genetics Vol. 12 ( 2021-2-17)
    In: Frontiers in Genetics, Frontiers Media SA, Vol. 12 ( 2021-2-17)
    Abstract: Although it is well-known that sex and age are important factors regulating endothelial cell (EC) function, the impact of sex and age on the gene expression of ECs has not been systematically analyzed at the single cell level. In this study, we performed an integrated characterization of the EC transcriptome of five major organs (e.g., fat, heart-aorta, lung, limb muscle, and kidney) isolated from male and female C57BL/6 mice at 3 and 18 months of age. A total of 590 and 252 differentially expressed genes (DEGS) were identified between females and males in the 3- and 18-month subgroups, respectively. Within the younger and older group, there were 177 vs. 178 DEGS in fat, 305 vs. 469 DEGS in heart/aorta, 22 vs. 37 DEGS in kidney, 26 vs. 439 DEGS in limb muscle, and 880 vs. 274 DEGS in lung. Interestingly, LARS2, a mitochondrial leucyl tRNA synthase, involved in the translation of mitochondrially encoded genes was differentially expressed in all organs in males compared to females in the 3-month group while S100a8 and S100a9, which are calcium binding proteins that are increased in inflammatory and autoimmune states, were upregulated in all organs in males at 18 months. Importantly, findings from RNAseq were confirmed by qPCR and Western blot. Gene enrichment analysis found genes enriched in protein targeting, catabolism, mitochondrial electron transport, IL 1- and IL 2- signaling, and Wnt signaling in males vs. angiogenesis and chemotaxis in females at 3 months. In contrast, ECs from males and females at 18-months had up-regulation in similar pathways involved in inflammation and apoptosis. Taken together, our findings suggest that gene expression is largely similar between males and females in both age groups. Compared to younger mice, however, older mice have increased expression of genes involved in inflammation in endothelial cells, which may contribute to the development of chronic, non-communicable diseases like atherosclerosis, hypertension, and Alzheimer's disease with age.
    Type of Medium: Online Resource
    ISSN: 1664-8021
    Language: Unknown
    Publisher: Frontiers Media SA
    Publication Date: 2021
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