388 results on '"Single-Cell Analysis"'
Search Results
2. Interface-guided phenotyping of coding variants in the transcription factor RUNX1.
- Author
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Ozturk, Kivilcim, Panwala, Rebecca, Sheen, Jeanna, Ford, Kyle, Jayne, Nathan, Portell, Andrew, Zhang, Dong-Er, Hutter, Stephan, Haferlach, Torsten, Ideker, Trey, Mali, Prashant, and Carter, Hannah
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CP: Genomics ,CP: Molecular biology ,Perturb-seq ,RNA-seq ,cancer ,coding variant ,interface ,protein-protein interaction ,single-cell ,transcription factor ,Humans ,Binding Sites ,Cell Line ,Tumor ,Core Binding Factor Alpha 2 Subunit ,Mutation ,Mutation ,Missense ,Phenotype ,Single-Cell Analysis - Abstract
Single-gene missense mutations remain challenging to interpret. Here, we deploy scalable functional screening by sequencing (SEUSS), a Perturb-seq method, to generate mutations at protein interfaces of RUNX1 and quantify their effect on activities of downstream cellular programs. We evaluate single-cell RNA profiles of 115 mutations in myelogenous leukemia cells and categorize them into three functionally distinct groups, wild-type (WT)-like, loss-of-function (LoF)-like, and hypomorphic, that we validate in orthogonal assays. LoF-like variants dominate the DNA-binding site and are recurrent in cancer; however, recurrence alone does not predict functional impact. Hypomorphic variants share characteristics with LoF-like but favor protein interactions, promoting gene expression indicative of nerve growth factor (NGF) response and cytokine recruitment of neutrophils. Accessible DNA near differentially expressed genes frequently contains RUNX1-binding motifs. Finally, we reclassify 16 variants of uncertain significance and train a classifier to predict 103 more. Our work demonstrates the potential of targeting protein interactions to better define the landscape of phenotypes reachable by missense mutations.
- Published
- 2024
3. Understanding heterogeneity of human bone marrow plasma cell maturation and survival pathways by single-cell analyses.
- Author
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Duan, Meixue, Nguyen, Doan, Joyner, Chester, Saney, Celia, Tipton, Christopher, Andrews, Joel, Lonial, Sagar, Kim, Caroline, Hentenaar, Ian, Kosters, Astrid, Ghosn, Eliver, Jackson, Annette, Knechtle, Stuart, Maruthamuthu, Stalinraja, Chandran, Sindhu, Martin, Tom, Rajalingam, Raja, Vincenti, Flavio, Breeden, Cynthia, Sanz, Ignacio, Gibson, Greg, and Lee, F
- Subjects
CP: Immunology ,TNF signaling through NFKB ,heterogeneity and maturation ,human bone marrow ,long-lived plasma cell ,single-cell sequencing ,Adult ,Humans ,Plasma Cells ,Bone Marrow ,Antibody-Producing Cells ,Histocompatibility Antigens Class II ,Single-Cell Analysis ,Bone Marrow Cells - Abstract
Human bone marrow (BM) plasma cells are heterogeneous, ranging from newly arrived antibody-secreting cells (ASCs) to long-lived plasma cells (LLPCs). We provide single-cell transcriptional resolution of 17,347 BM ASCs from five healthy adults. Fifteen clusters are identified ranging from newly minted ASCs (cluster 1) expressing MKI67 and high major histocompatibility complex (MHC) class II that progress to late clusters 5-8 through intermediate clusters 2-4. Additional ASC clusters include the following: immunoglobulin (Ig) M predominant (likely of extra-follicular origin), interferon responsive, and high mitochondrial activity. Late ASCs are distinguished by G2M checkpoints, mammalian target of rapamycin (mTOR) signaling, distinct metabolic pathways, CD38 expression, utilization of tumor necrosis factor (TNF)-receptor superfamily members, and two distinct maturation pathways involving TNF signaling through nuclear factor κB (NF-κB). This study provides a single-cell atlas and molecular roadmap of LLPC maturation trajectories essential in the BM microniche. Altogether, understanding BM ASC heterogeneity in health and disease enables development of new strategies to enhance protective ASCs and to deplete pathogenic ones.
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- 2023
4. Single-cell multiome sequencing clarifies enteric glial diversity and identifies an intraganglionic population poised for neurogenesis
- Author
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Guyer, Richard A, Stavely, Rhian, Robertson, Keiramarie, Bhave, Sukhada, Mueller, Jessica L, Picard, Nicole M, Hotta, Ryo, Kaltschmidt, Julia A, and Goldstein, Allan M
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Biological Sciences ,Neurosciences ,Digestive Diseases ,Stem Cell Research ,Stem Cell Research - Nonembryonic - Non-Human ,Genetics ,Underpinning research ,1.1 Normal biological development and functioning ,Neurological ,Single-Cell Analysis ,Neuroglia ,Neurogenesis ,Chromatin ,Chromatin Assembly and Disassembly ,RNA ,Ganglia ,Multiomics ,Male ,Female ,Animals ,Mice ,Enteric Nervous System ,Single-Cell Gene Expression Analysis ,Cell Culture Techniques ,Intestine ,Small ,Weaning ,CP: Developmental biology ,CP: Molecular biology ,Enteric nervous system ,enteric glial cells ,glial cells ,neurogenesis ,single-cell ATAC sequencing ,single-cell RNA sequencing ,single-cell multiome sequencing ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
The enteric nervous system (ENS) consists of glial cells (EGCs) and neurons derived from neural crest precursors. EGCs retain capacity for large-scale neurogenesis in culture, and in vivo lineage tracing has identified neurons derived from glial cells in response to inflammation. We thus hypothesize that EGCs possess a chromatin structure poised for neurogenesis. We use single-cell multiome sequencing to simultaneously assess transcription and chromatin accessibility in EGCs undergoing spontaneous neurogenesis in culture, as well as small intestine myenteric plexus EGCs. Cultured EGCs maintain open chromatin at genomic loci accessible in neurons, and neurogenesis from EGCs involves dynamic chromatin rearrangements with a net decrease in accessible chromatin. A subset of in vivo EGCs, highly enriched within the myenteric ganglia and that persist into adulthood, have a gene expression program and chromatin state consistent with neurogenic potential. These results clarify the mechanisms underlying EGC potential for neuronal fate transition.
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- 2023
5. Single-nucleus RNA-seq reveals that MBD5, MBD6, and SILENZIO maintain silencing in the vegetative cell of developing pollen
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Ichino, Lucia, Picard, Colette L, Yun, Jaewon, Chotai, Meera, Wang, Shuya, Lin, Evan K, Papareddy, Ranjith K, Xue, Yan, and Jacobsen, Steven E
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Biochemistry and Cell Biology ,Bioinformatics and Computational Biology ,Genetics ,Biological Sciences ,Human Genome ,Underpinning research ,1.1 Normal biological development and functioning ,Generic health relevance ,RNA-Seq ,Arabidopsis ,Pollen ,DNA Transposable Elements ,Chromatin ,Transcription Factors ,DNA (Cytosine-5-)-Methyltransferases ,Arabidopsis Proteins ,DNA-Binding Proteins ,Highlights ,vegetative nuclei ,CP: Developmental biology ,CP: Plants ,DNA methylation ,MBD ,chromatin ,epigenetics ,male germline ,methyl readers ,pollen ,single-cell analysis ,transposable elements ,Medical Physiology ,Biological sciences - Abstract
Silencing of transposable elements (TEs) drives the evolution of numerous redundant mechanisms of transcriptional regulation. Arabidopsis MBD5, MBD6, and SILENZIO act as TE repressors downstream of DNA methylation. Here, we show, via single-nucleus RNA-seq of developing male gametophytes, that these repressors are critical for TE silencing in the pollen vegetative cell, a companion cell important for fertilization that undergoes chromatin decompaction. Instead, other silencing mutants (met1, ddm1, mom1, morc) show loss of silencing in all pollen nucleus types and somatic cells. We show that TEs repressed by MBD5/6 gain chromatin accessibility in wild-type vegetative nuclei despite remaining silent, suggesting that loss of DNA compaction makes them sensitive to loss of MBD5/6. Consistently, crossing mbd5/6 to histone 1 mutants, which have decondensed chromatin in leaves, reveals derepression of MBD5/6-dependent TEs in leaves. MBD5/6 and SILENZIO thus act as a silencing system particularly important when chromatin compaction is compromised.
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- 2022
6. Virally encoded connectivity transgenic overlay RNA sequencing (VECTORseq) defines projection neurons involved in sensorimotor integration
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Cheung, Victoria, Chung, Philip, Bjorni, Max, Shvareva, Varvara A, Lopez, Yesenia C, and Feinberg, Evan H
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Biological Sciences ,Biotechnology ,Neurosciences ,Genetics ,Behavioral and Social Science ,1.1 Normal biological development and functioning ,Neurological ,Animals ,Gene Expression Profiling ,Genetic Techniques ,High-Throughput Screening Assays ,Male ,Mice ,Mice ,Inbred C57BL ,Neural Pathways ,Neurons ,Optogenetics ,Sequence Analysis ,RNA ,Single-Cell Analysis ,Transgenes ,connectivity ,lateral posterior thalamus ,methodology ,neuronal cell types ,single-cell sequencing ,superior colliculus ,viral barcoding ,zona incerta ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Behavior arises from concerted activity throughout the brain. Consequently, a major focus of modern neuroscience is defining the physiology and behavioral roles of projection neurons linking different brain areas. Single-cell RNA sequencing has facilitated these efforts by revealing molecular determinants of cellular physiology and markers that enable genetically targeted perturbations such as optogenetics, but existing methods for sequencing defined projection populations are low throughput, painstaking, and costly. We developed a straightforward, multiplexed approach, virally encoded connectivity transgenic overlay RNA sequencing (VECTORseq). VECTORseq repurposes commercial retrogradely infecting viruses typically used to express functional transgenes (e.g., recombinases and fluorescent proteins) by treating viral transgene mRNA as barcodes within single-cell datasets. VECTORseq is compatible with different viral families, resolves multiple populations with different projection targets in one sequencing run, and identifies cortical and subcortical excitatory and inhibitory projection populations. Our study provides a roadmap for high-throughput identification of neuronal subtypes based on connectivity.
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- 2021
7. Single-cell transcriptomic analysis of zebrafish cranial neural crest reveals spatiotemporal regulation of lineage decisions during development
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Tatarakis, David, Cang, Zixuan, Wu, Xiaojun, Sharma, Praveer P, Karikomi, Matthew, MacLean, Adam L, Nie, Qing, and Schilling, Thomas F
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Biological Sciences ,Bioinformatics and Computational Biology ,Genetics ,Stem Cell Research - Nonembryonic - Non-Human ,Neurosciences ,Congenital Structural Anomalies ,Human Genome ,Stem Cell Research ,Pediatric ,1.1 Normal biological development and functioning ,Generic health relevance ,Animals ,Animals ,Genetically Modified ,Branchial Region ,Cell Communication ,Cell Differentiation ,Cell Lineage ,Cell Movement ,Cranial Nerves ,Embryo ,Nonmammalian ,Gene Expression Profiling ,Gene Expression Regulation ,Developmental ,Neural Crest ,RNA-Seq ,Signal Transduction ,Single-Cell Analysis ,Wnt Proteins ,Zebrafish ,Zebrafish Proteins ,Danio rerio ,Wnt ,cell fate ,neural crest ,single-cell RNA-seq ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Neural crest (NC) cells migrate throughout vertebrate embryos to give rise to a huge variety of cell types, but when and where lineages emerge and their regulation remain unclear. We have performed single-cell RNA sequencing (RNA-seq) of cranial NC cells from the first pharyngeal arch in zebrafish over several stages during migration. Computational analysis combining pseudotime and real-time data reveals that these NC cells first adopt a transitional state, becoming specified mid-migration, with the first lineage decisions being skeletal and pigment, followed by neural and glial progenitors. In addition, by computationally integrating these data with RNA-seq data from a transgenic Wnt reporter line, we identify gene cohorts with similar temporal responses to Wnts during migration and show that one, Atp6ap2, is required for melanocyte differentiation. Together, our results show that cranial NC cell lineages arise progressively and uncover a series of spatially restricted cell interactions likely to regulate such cell-fate decisions.
- Published
- 2021
8. Single-cell transcriptomics reveals opposing roles of Shp2 in Myc-driven liver tumor cells and microenvironment
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Chen, Wendy S, Liang, Yan, Zong, Min, Liu, Jacey J, Kaneko, Kota, Hanley, Kaisa L, Zhang, Kun, and Feng, Gen-Sheng
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Biochemistry and Cell Biology ,Biological Sciences ,Genetics ,Chronic Liver Disease and Cirrhosis ,Cancer ,Liver Cancer ,Digestive Diseases ,Liver Disease ,Rare Diseases ,2.1 Biological and endogenous factors ,Animals ,Biomarkers ,Tumor ,Carcinoma ,Hepatocellular ,Gene Expression Regulation ,Neoplastic ,Hepatocytes ,Liver Neoplasms ,Mice ,Mice ,Inbred C57BL ,Mice ,Knockout ,Mutation ,Protein Tyrosine Phosphatase ,Non-Receptor Type 11 ,Proto-Oncogene Proteins c-myc ,Single-Cell Analysis ,Transcriptome ,Tumor Microenvironment ,Wnt Signaling Pathway ,beta Catenin ,Shp2 ,cMyc ,hepatocellular carcinoma ,macrophages ,single cell RNA sequencing ,tumor-promoting microenvironment ,Medical Physiology ,Biological sciences - Abstract
The mechanisms of Myc-driven liver tumorigenesis are inadequately understood. Herein we show that Myc-driven hepatocellular carcinoma (HCC) is dramatically aggravated in mice with hepatocyte-specific Ptpn11/Shp2 deletion. However, Myc-induced tumors develop selectively from the rare Shp2-positive hepatocytes in Shp2-deficent liver, and Myc-driven oncogenesis depends on an intact Ras-Erk signaling promoted by Shp2 to sustain Myc stability. Despite a stringent requirement of Shp2 cell autonomously, Shp2 deletion induces an immunosuppressive environment, resulting in defective clearance of tumor-initiating cells and aggressive tumor progression. The basal Wnt/β-catenin signaling is upregulated in Shp2-deficient liver, which is further augmented by Myc transfection. Ablating Ctnnb1 suppresses Myc-induced HCC in Shp2-deficient livers, revealing an essential role of β-catenin. Consistently, Myc overexpression and CTNNB1 mutations are frequently co-detected in HCC patients with poor prognosis. These data elucidate complex mechanisms of liver tumorigenesis driven by cell-intrinsic oncogenic signaling in cooperation with a tumor-promoting microenvironment generated by disrupting the specific oncogenic pathway.
- Published
- 2021
9. Single-cell transcriptomics identifies gene expression networks driving differentiation and tumorigenesis in the human fallopian tube
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Dinh, Huy Q, Lin, Xianzhi, Abbasi, Forough, Nameki, Robbin, Haro, Marcela, Olingy, Claire E, Chang, Heidi, Hernandez, Lourdes, Gayther, Simon A, Wright, Kelly N, Aspuria, Paul-Joseph, Karlan, Beth Y, Corona, Rosario I, Li, Andrew, Rimel, BJ, Siedhoff, Matthew T, Medeiros, Fabiola, and Lawrenson, Kate
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Biochemistry and Cell Biology ,Biological Sciences ,Clinical Research ,Genetics ,Rare Diseases ,Human Genome ,Cancer ,Women's Health ,Ovarian Cancer ,2.1 Biological and endogenous factors ,Adult ,Cell Differentiation ,Cell Line ,Tumor ,Core Binding Factor Alpha 3 Subunit ,Endometriosis ,Epithelial Cells ,Epithelial-Mesenchymal Transition ,Fallopian Tubes ,Female ,Gene Expression Profiling ,Gene Expression Regulation ,Neoplastic ,Humans ,Leiomyoma ,Middle Aged ,PAX8 Transcription Factor ,SOXF Transcription Factors ,Signal Transduction ,Single-Cell Analysis ,Transcriptome ,PAX8 ,RUNX3 ,SOX17 ,ciliated epithelial cells ,fallopian tube ,microenvironment ,ovarian cancer ,scRNA-seq ,secretory epithelial cells ,transcription factor ,Medical Physiology ,Biological sciences - Abstract
The human fallopian tube harbors the cell of origin for the majority of high-grade serous "ovarian" cancers (HGSCs), but its cellular composition, particularly the epithelial component, is poorly characterized. We perform single-cell transcriptomic profiling of around 53,000 individual cells from 12 primary fallopian specimens to map their major cell types. We identify 10 epithelial subpopulations with diverse transcriptional programs. Based on transcriptional signatures, we reconstruct a trajectory whereby secretory cells differentiate into ciliated cells via a RUNX3high intermediate. Computational deconvolution of advanced HGSCs identifies the "early secretory" population as a likely precursor state for the majority of HGSCs. Its signature comprises both epithelial and mesenchymal features and is enriched in mesenchymal-type HGSCs (p = 6.7 × 10-27), a group known to have particularly poor prognoses. This cellular and molecular compendium of the human fallopian tube in cancer-free women is expected to advance our understanding of the earliest stages of fallopian epithelial neoplasia.
- Published
- 2021
10. Integrated Single-Cell Transcriptomics and Chromatin Accessibility Analysis Reveals Regulators of Mammary Epithelial Cell Identity
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Pervolarakis, Nicholas, Nguyen, Quy H, Williams, Justice, Gong, Yanwen, Gutierrez, Guadalupe, Sun, Peng, Jhutty, Darisha, Zheng, Grace XY, Nemec, Corey M, Dai, Xing, Watanabe, Kazuhide, and Kessenbrock, Kai
- Subjects
Breast Cancer ,Stem Cell Research - Nonembryonic - Non-Human ,Human Genome ,Stem Cell Research ,Genetics ,Cancer ,1.1 Normal biological development and functioning ,Underpinning research ,Animals ,Base Sequence ,Cell Differentiation ,Cell Lineage ,Cell Proliferation ,Chromatin ,Computational Biology ,Epithelial Cells ,Epithelium ,Female ,Gene Expression Profiling ,Gene Expression Regulation ,Mammary Glands ,Animal ,Mice ,Mice ,Inbred C57BL ,Mice ,Inbred Strains ,Regulatory Sequences ,Nucleic Acid ,Single-Cell Analysis ,Stem Cells ,Transcriptome ,cellular heterogeneity ,chromatin accessibility ,mammary stem cells ,single-cell genomics ,transcriptomics ,Biochemistry and Cell Biology ,Medical Physiology - Abstract
The mammary epithelial cell (MEC) system is a bilayered ductal epithelium of luminal and basal cells, maintained by a lineage of stem and progenitor populations. Here, we used integrated single-cell transcriptomics and chromatin accessibility analysis to reconstruct the cell types of the mouse MEC system and their underlying gene regulatory features in an unbiased manner. We define differentiation states within the secretory type of luminal cells, which forms a continuous spectrum of general luminal progenitor and lactation-committed progenitor cells. By integrating single-cell transcriptomics and chromatin accessibility landscapes, we identify cis- and trans-regulatory elements that are differentially activated in the specific epithelial cell types and our newly defined luminal differentiation states. Our work provides a resource to reveal cis/trans-regulatory elements associated with MEC identity and differentiation that will serve as a reference to determine how the chromatin accessibility landscape changes during breast cancer.
- Published
- 2020
11. Single-Cell and Population Transcriptomics Reveal Pan-epithelial Remodeling in Type 2-High Asthma
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Jackson, Nathan D, Everman, Jamie L, Chioccioli, Maurizio, Feriani, Luigi, Goldfarbmuren, Katherine C, Sajuthi, Satria P, Rios, Cydney L, Powell, Roger, Armstrong, Michael, Gomez, Joe, Michel, Cole, Eng, Celeste, Oh, Sam S, Rodriguez-Santana, Jose, Cicuta, Pietro, Reisdorph, Nichole, Burchard, Esteban G, and Seibold, Max A
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Biochemistry and Cell Biology ,Biological Sciences ,Human Genome ,Genetics ,Biotechnology ,Asthma ,Lung ,2.1 Biological and endogenous factors ,Respiratory ,Biological Transport ,Cellular Reprogramming ,Child ,Cilia ,Down-Regulation ,Endoplasmic Reticulum Stress ,Epithelium ,Humans ,Immunity ,Innate ,Interferons ,Interleukin-13 ,Metaplasia ,Mucus ,Single-Cell Analysis ,Transcriptome ,GALA ,RNA-seq ,air-liquid interface ,ciliary beat frequency ,disease ,lung ,proteomics ,secretome ,single cell sequencing ,type 2 inflammation ,Medical Physiology ,Biological sciences - Abstract
The type 2 cytokine-high asthma endotype (T2H) is characterized by IL-13-driven mucus obstruction of the airways. To further investigate this incompletely understood pathobiology, we characterize IL-13 effects on human airway epithelial cell cultures using single-cell RNA sequencing, finding that IL-13 generates a distinctive transcriptional state for each cell type. Specifically, we discover a mucus secretory program induced by IL-13 in all cell types which converts both mucus and defense secretory cells into a metaplastic state with emergent mucin production and secretion, while leading to ER stress and cell death in ciliated cells. The IL-13-remodeled epithelium secretes a pathologic, mucin-imbalanced, and innate immunity-depleted proteome that arrests mucociliary motion. Signatures of IL-13-induced cellular remodeling are mirrored by transcriptional signatures characteristic of the nasal airway epithelium within T2H versus T2-low asthmatic children. Our results reveal the epithelium-wide scope of T2H asthma and present candidate therapeutic targets for restoring normal epithelial function.
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- 2020
12. Cycling Stem Cells Are Radioresistant and Regenerate the Intestine
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Sheng, Xiaole, Lin, Ziguang, Lv, Cong, Shao, Chunlei, Bi, Xueyun, Deng, Min, Xu, Jiuzhi, Guerrero-Juarez, Christian F, Li, Mengzhen, Wu, Xi, Zhao, Ran, Yang, Xu, Li, Guilin, Liu, Xiaowei, Wang, Qingyu, Nie, Qing, Cui, Wei, Gao, Shan, Zhang, Hongquan, Liu, Zhihua, Cong, Yingzi, Plikus, Maksim V, Lengner, Christopher J, Andersen, Bogi, Ren, Fazheng, and Yu, Zhengquan
- Subjects
Biological Sciences ,Regenerative Medicine ,Stem Cell Research - Nonembryonic - Human ,Stem Cell Research ,Stem Cell Research - Nonembryonic - Non-Human ,Genetics ,Digestive Diseases ,2.1 Biological and endogenous factors ,Animals ,Cell Lineage ,Female ,Homeostasis ,Intestinal Mucosa ,Intestines ,Male ,Mice ,Nerve Tissue Proteins ,Paneth Cells ,RNA-Binding Proteins ,Radiation Tolerance ,Receptors ,G-Protein-Coupled ,Regeneration ,Sequence Analysis ,RNA ,Single-Cell Analysis ,Stem Cells ,DNA damage response ,Msi1 ,epithelial regeneration ,intestinal stem cells ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
A certain number of epithelial cells in intestinal crypts are DNA damage resistant and contribute to regeneration. However, the cellular mechanism underlying intestinal regeneration remains unclear. Using lineage tracing, we show that cells marked by an Msi1 reporter (Msi1+) are right above Lgr5high cells in intestinal crypts and exhibit DNA damage resistance. Single-cell RNA sequencing reveals that the Msi1+ cells are heterogeneous with the majority being intestinal stem cells (ISCs). The DNA damage-resistant subpopulation of Msi1+ cells is characterized by low-to-negative Lgr5 expression and is more rapidly cycling than Lgr5high radiosensitive crypt base columnar stem cells (CBCs). This enables an efficient repopulation of the intestinal epithelium at early stage when Lgr5high cells are not emerging. Furthermore, relative to CBCs, Msi1+ cells preferentially produce Paneth cells during homeostasis and upon radiation repair. Together, we demonstrate that the DNA damage-resistant Msi1+ cells are cycling ISCs that maintain and regenerate the intestinal epithelium.
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- 2020
13. Defining Epidermal Basal Cell States during Skin Homeostasis and Wound Healing Using Single-Cell Transcriptomics
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Haensel, Daniel, Jin, Suoqin, Sun, Peng, Cinco, Rachel, Dragan, Morgan, Nguyen, Quy, Cang, Zixuan, Gong, Yanwen, Vu, Remy, MacLean, Adam L, Kessenbrock, Kai, Gratton, Enrico, Nie, Qing, and Dai, Xing
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Biochemistry and Cell Biology ,Biological Sciences ,Wound Healing and Care ,Human Genome ,Stem Cell Research ,Genetics ,Regenerative Medicine ,Stem Cell Research - Nonembryonic - Non-Human ,1.1 Normal biological development and functioning ,Skin ,Animals ,Cell Movement ,Epidermis ,Female ,Gene Expression Profiling ,Homeostasis ,Inflammation ,Mice ,Inbred C57BL ,Mice ,Transgenic ,Single-Cell Analysis ,Up-Regulation ,Wound Healing ,FLIM ,basal cell state ,cellular transition dynamics ,epidermis ,metabolism ,plasticity ,single-cell RNA sequencing ,skin ,stem cell ,wound healing ,Medical Physiology ,Biological sciences - Abstract
Our knowledge of transcriptional heterogeneities in epithelial stem and progenitor cell compartments is limited. Epidermal basal cells sustain cutaneous tissue maintenance and drive wound healing. Previous studies have probed basal cell heterogeneity in stem and progenitor potential, but a comprehensive dissection of basal cell dynamics during differentiation is lacking. Using single-cell RNA sequencing coupled with RNAScope and fluorescence lifetime imaging, we identify three non-proliferative and one proliferative basal cell state in homeostatic skin that differ in metabolic preference and become spatially partitioned during wound re-epithelialization. Pseudotemporal trajectory and RNA velocity analyses predict a quasi-linear differentiation hierarchy where basal cells progress from Col17a1Hi/Trp63Hi state to early-response state, proliferate at the juncture of these two states, or become growth arrested before differentiating into spinous cells. Wound healing induces plasticity manifested by dynamic basal-spinous interconversions at multiple basal transcriptional states. Our study provides a systematic view of epidermal cellular dynamics, supporting a revised "hierarchical-lineage" model of homeostasis.
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- 2020
14. A Study of High-Grade Serous Ovarian Cancer Origins Implicates the SOX18 Transcription Factor in Tumor Development
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Lawrenson, Kate, Fonseca, Marcos AS, Liu, Annie Y, Dezem, Felipe Segato, Lee, Janet M, Lin, Xianzhi, Corona, Rosario I, Abbasi, Forough, Vavra, Kevin C, Dinh, Huy Q, Gill, Navjot Kaur, Seo, Ji-Heui, Coetzee, Simon, Lin, Yvonne G, Pejovic, Tanja, Mhawech-Fauceglia, Paulette, Rowat, Amy C, Drapkin, Ronny, Karlan, Beth Y, Hazelett, Dennis J, Freedman, Matthew L, Gayther, Simon A, and Noushmehr, Houtan
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Biological Sciences ,Cancer ,Ovarian Cancer ,Women's Health ,Rare Diseases ,Genetics ,Adult ,Aged ,Cell Line ,Cell Line ,Tumor ,Epithelial Cells ,Epithelial-Mesenchymal Transition ,Fallopian Tubes ,Female ,Gene Expression Regulation ,Neoplastic ,Humans ,Machine Learning ,Middle Aged ,Ovarian Neoplasms ,Ovary ,RNA-Seq ,SOXF Transcription Factors ,Single-Cell Analysis ,Transcriptome ,RNA-seq ,SOX18 ,dual origins ,fallopian tube secretory epithelial cell ,high-grade serous ovarian cancer ,machine learning ,one-class logistic regression models ,ovarian surface epithelial cell ,single-cell RNA-seq ,super enhancers ,transcription factors ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Fallopian tube secretory epithelial cells (FTSECs) are likely the main precursor cell type of high-grade serous ovarian cancers (HGSOCs), but these tumors may also arise from ovarian surface epithelial cells (OSECs). We profiled global landscapes of gene expression and active chromatin to characterize molecular similarities between OSECs (n = 114), FTSECs (n = 74), and HGSOCs (n = 394). A one-class machine learning algorithm predicts that most HGSOCs derive from FTSECs, with particularly high FTSEC scores in mesenchymal-type HGSOCs (padj < 8 × 10-4). However, a subset of HGSOCs likely derive from OSECs, particularly HGSOCs of the proliferative type (padj < 2 × 10-4), suggesting a dualistic model for HGSOC origins. Super-enhancer (SE) landscapes were also more similar between FTSECs and HGSOCs than between OSECs and HGSOCs (p < 2.2 × 10-16). The SOX18 transcription factor (TF) coincided with a HGSOC-specific SE, and ectopic overexpression of SOX18 in FTSECs caused epithelial-to-mesenchymal transition, indicating that SOX18 plays a role in establishing the mesenchymal signature of fallopian-derived HGSOCs.
- Published
- 2019
15. High-Throughput Single-Cell Transcriptome Profiling of Plant Cell Types
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Shulse, Christine N, Cole, Benjamin J, Ciobanu, Doina, Lin, Junyan, Yoshinaga, Yuko, Gouran, Mona, Turco, Gina M, Zhu, Yiwen, O’Malley, Ronan C, Brady, Siobhan M, and Dickel, Diane E
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Biological Sciences ,Bioinformatics and Computational Biology ,Genetics ,Biotechnology ,Human Genome ,Arabidopsis ,Gene Expression Profiling ,Gene Expression Regulation ,Plant ,High-Throughput Nucleotide Sequencing ,Plant Cells ,Plant Roots ,Single-Cell Analysis ,Sucrose ,Transcriptome ,development ,endodermis ,plant ,root ,single-cell RNA-seq ,sucrose ,transcriptomics ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Single-cell transcriptome profiling of heterogeneous tissues can provide high-resolution windows into developmental dynamics and environmental responses, but its application to plants has been limited. Here, we used the high-throughput Drop-seq approach to profile >12,000 cells from Arabidopsis roots. This identified numerous distinct cell types, covering all major root tissues and developmental stages, and illuminated specific marker genes for these populations. In addition, we demonstrate the utility of this approach to study the impact of environmental conditions on developmental processes. Analysis of roots grown with or without sucrose supplementation uncovers changes in the relative frequencies of cell types in response to sucrose. Finally, we characterize the transcriptome changes that occur across endodermis development and identify nearly 800 genes with dynamic expression as this tissue differentiates. Collectively, we demonstrate that single-cell RNA-seq can be used to profile developmental processes in plants and show how they can be altered by external stimuli.
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- 2019
16. The Neonatal and Adult Human Testis Defined at the Single-Cell Level.
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Sohni, Abhishek, Song, Hye-Won, Burow, Dana, de Rooij, Dirk, Hsieh, Tung-Chin, Rabah, Raja, Hammoud, Saher, Vicini, Elena, Laurent, Louise, Wilkinson, Miles, and Tan, Kun
- Subjects
Leydig cells ,Sertoli cells ,germ cells ,peritubular myoid cells ,primordial germ cells ,single-cell RNA sequencing ,spermatogenesis ,spermatogonia ,spermatogonial stem cells ,testes ,Adult ,Cell Differentiation ,Cells ,Cultured ,Humans ,Infant ,Newborn ,Male ,Single-Cell Analysis ,Spermatogonia ,Testis - Abstract
Spermatogenesis has been intensely studied in rodents but remains poorly understood in humans. Here, we used single-cell RNA sequencing to analyze human testes. Clustering analysis of neonatal testes reveals several cell subsets, including cell populations with characteristics of primordial germ cells (PGCs) and spermatogonial stem cells (SSCs). In adult testes, we identify four undifferentiated spermatogonia (SPG) clusters, each of which expresses specific marker genes. We identify protein markers for the most primitive SPG state, allowing us to purify this likely SSC-enriched cell subset. We map the timeline of male germ cell development from PGCs through fetal germ cells to differentiating adult SPG stages. We also define somatic cell subsets in both neonatal and adult testes and trace their developmental trajectories. Our data provide a blueprint of the developing human male germline and supporting somatic cells. The PGC-like and SSC markers are candidates to be used for SSC therapy to treat infertility.
- Published
- 2019
17. High-Dimensional Phenotyping Identifies Age-Emergent Cells in Human Mammary Epithelia
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Vatter, Fanny A Pelissier, Schapiro, Denis, Chang, Hang, Borowsky, Alexander D, Lee, Jonathan K, Parvin, Bahram, Stampfer, Martha R, LaBarge, Mark A, Bodenmiller, Bernd, and Lorens, James B
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Biological Sciences ,Stem Cell Research ,Bioengineering ,Cancer ,Breast Cancer ,Women's Health ,Aging ,2.1 Biological and endogenous factors ,1.1 Normal biological development and functioning ,Adolescent ,Adult ,Aged ,Aged ,80 and over ,Female ,Humans ,Mammary Glands ,Human ,Middle Aged ,aging ,breast cancer ,heterogeneity ,human mammary epithelia ,mass cytometry ,single-cell analysis ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Aging is associated with tissue-level changes in cellular composition that are correlated with increased susceptibility to disease. Aging human mammary tissue shows skewed progenitor cell potency, resulting in diminished tumor-suppressive cell types and the accumulation of defective epithelial progenitors. Quantitative characterization of these age-emergent human cell subpopulations is lacking, impeding our understanding of the relationship between age and cancer susceptibility. We conducted single-cell resolution proteomic phenotyping of healthy breast epithelia from 57 women, aged 16-91 years, using mass cytometry. Remarkable heterogeneity was quantified within the two mammary epithelial lineages. Population partitioning identified a subset of aberrant basal-like luminal cells that accumulate with age and originate from age-altered progenitors. Quantification of age-emergent phenotypes enabled robust classification of breast tissues by age in healthy women. This high-resolution mapping highlighted specific epithelial subpopulations that change with age in a manner consistent with increased susceptibility to breast cancer.
- Published
- 2018
18. High-Dimensional Phenotyping Identifies Age-Emergent Cells in Human Mammary Epithelia.
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Pelissier Vatter, Fanny A, Schapiro, Denis, Chang, Hang, Borowsky, Alexander D, Lee, Jonathan K, Parvin, Bahram, Stampfer, Martha R, LaBarge, Mark A, Bodenmiller, Bernd, and Lorens, James B
- Subjects
Mammary Glands ,Human ,Humans ,Aging ,Adolescent ,Adult ,Aged ,Aged ,80 and over ,Middle Aged ,Female ,aging ,breast cancer ,heterogeneity ,human mammary epithelia ,mass cytometry ,single-cell analysis ,Mammary Glands ,Human ,and over ,Breast Cancer ,Cancer ,Stem Cell Research ,2.1 Biological and endogenous factors ,1.1 Normal biological development and functioning ,Biochemistry and Cell Biology ,Medical Physiology - Abstract
Aging is associated with tissue-level changes in cellular composition that are correlated with increased susceptibility to disease. Aging human mammary tissue shows skewed progenitor cell potency, resulting in diminished tumor-suppressive cell types and the accumulation of defective epithelial progenitors. Quantitative characterization of these age-emergent human cell subpopulations is lacking, impeding our understanding of the relationship between age and cancer susceptibility. We conducted single-cell resolution proteomic phenotyping of healthy breast epithelia from 57 women, aged 16-91 years, using mass cytometry. Remarkable heterogeneity was quantified within the two mammary epithelial lineages. Population partitioning identified a subset of aberrant basal-like luminal cells that accumulate with age and originate from age-altered progenitors. Quantification of age-emergent phenotypes enabled robust classification of breast tissues by age in healthy women. This high-resolution mapping highlighted specific epithelial subpopulations that change with age in a manner consistent with increased susceptibility to breast cancer.
- Published
- 2018
19. The Homeobox Transcription Factor RHOX10 Drives Mouse Spermatogonial Stem Cell Establishment
- Author
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Song, Hye-Won, Bettegowda, Anilkumar, Lake, Blue B, Zhao, Adrienne H, Skarbrevik, David, Babajanian, Eric, Sukhwani, Meena, Shum, Eleen Y, Phan, Mimi H, Plank, Terra-Dawn M, Richardson, Marcy E, Ramaiah, Madhuvanthi, Sridhar, Vaishnavi, de Rooij, Dirk G, Orwig, Kyle E, Zhang, Kun, and Wilkinson, Miles F
- Subjects
Biochemistry and Cell Biology ,Bioinformatics and Computational Biology ,Biological Sciences ,Stem Cell Research ,Genetics ,Stem Cell Research - Nonembryonic - Non-Human ,Regenerative Medicine ,Contraception/Reproduction ,Biotechnology ,2.1 Biological and endogenous factors ,Adult Germline Stem Cells ,Animals ,Gene Expression Regulation ,Developmental ,Genes ,Developmental ,Genes ,X-Linked ,Homeodomain Proteins ,Male ,Mice ,Mice ,Knockout ,Multigene Family ,Protein Isoforms ,Sequence Analysis ,RNA ,Single-Cell Analysis ,Spermatogenesis ,Spermatogonia ,Rhox ,germ cell ,germ line stem cell ,gonocytes ,homeobox ,prospermatogonia ,spermatogenesis ,spermatogonia ,spermatogonial stem cells ,transcription factor ,Medical Physiology ,Biological sciences - Abstract
The developmental origins of most adult stem cells are poorly understood. Here, we report the identification of a transcription factor-RHOX10-critical for the initial establishment of spermatogonial stem cells (SSCs). Conditional loss of the entire 33-gene X-linked homeobox gene cluster that includes Rhox10 causes progressive spermatogenic decline, a phenotype indistinguishable from that caused by loss of only Rhox10. We demonstrate that this phenotype results from dramatically reduced SSC generation. By using a battery of approaches, including single-cell-RNA sequencing (scRNA-seq) analysis, we show that Rhox10 drives SSC generation by promoting pro-spermatogonia differentiation. Rhox10 also regulates batteries of migration genes and promotes the migration of pro-spermatogonia into the SSC niche. The identification of an X-linked homeobox gene that drives the initial generation of SSCs has implications for the evolution of X-linked gene clusters and sheds light on regulatory mechanisms influencing adult stem cell generation in general.
- Published
- 2016
20. The immune landscape of murine skeletal muscle regeneration and aging.
- Author
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Sousa NS, Bica M, Brás MF, Sousa AC, Antunes IB, Encarnação IA, Costa TM, Martins IB, Barbosa-Morais NL, Sousa-Victor P, and Neves J
- Subjects
- Animals, Mice, Single-Cell Analysis, Male, Muscle, Skeletal immunology, Regeneration immunology, Aging immunology, Aging physiology, Mice, Inbred C57BL
- Abstract
Age-related alterations in the immune system are starting to emerge as key contributors to impairments found in aged organs. A decline in regenerative capacity is a hallmark of tissue aging; however, the contribution of immune aging to regenerative failure is just starting to be explored. Here, we apply a strategy combining single-cell RNA sequencing with flow cytometry, histological analysis, and functional assays to perform a complete analysis of the immune environment of the aged regenerating skeletal muscle on a time course following injury with single-cell resolution. Our results reveal an unanticipated complexity and functional heterogeneity in immune populations within the skeletal muscle that have been regarded as homogeneous. Furthermore, we uncover a profound remodeling of both myeloid and lymphoid compartments in aging. These discoveries challenge established notions on immune regulation of skeletal muscle regeneration, providing a set of potential targets to improve skeletal muscle health and regenerative capacity in aging., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
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21. Molecular and spatial signatures of human and rat corpus cavernosum physiopathological processes at single-cell resolution.
- Author
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Yin Y, Chen Y, Xu J, Liu B, Zhao Y, Tan X, Xiao M, Zhou Y, Zheng X, Xu Y, Han Z, Hu H, Li Z, Ou N, Lian W, Li Y, Su Z, Dai Y, Tang Y, and Zhao L
- Subjects
- Animals, Humans, Male, Rats, Extracellular Matrix metabolism, Transcriptome genetics, Fibroblasts metabolism, Cell Differentiation, Rats, Sprague-Dawley, Penis metabolism, Single-Cell Analysis
- Abstract
The composition and cellular heterogeneity of the corpus cavernosum (CC) microenvironment have been characterized, but the spatial heterogeneity at the molecular level remains unexplored. In this study, we integrate single-cell RNA sequencing (scRNA-seq) and spatial transcriptome sequencing to comprehensively chart the spatial cellular landscape of the human and rat CC under normal and disease conditions. We observe differences in the proportions of cell subtypes and marker genes between humans and rats. Based on the analysis of the fibroblast (FB) niche, we also find that the enrichment scores of mechanical force signaling vary across different regions and correlate with the spatial distribution of FB subtypes. In vitro, the soft and hard extracellular matrix (ECM) induces the differentiation of FBs into apolipoprotein (APO)+ FBs and cartilage oligomeric matrix protein (COMP)+ FBs, respectively. In summary, our study provides a cross-species and physiopathological transcriptomic atlas of the CC, contributing to a further understanding of the molecular anatomy and regulation of penile erection., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
22. Unraveling the phenotypic states of human innate-like T cells: Comparative insights with conventional T cells and mouse models.
- Author
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Loh L, Carcy S, Krovi HS, Domenico J, Spengler A, Lin Y, Torres J, Prabakar RK, Palmer W, Norman PJ, Stone M, Brunetti T, Meyer HV, and Gapin L
- Subjects
- Humans, Animals, Mice, T-Lymphocytes immunology, T-Lymphocytes metabolism, Thymus Gland immunology, Thymus Gland cytology, Single-Cell Analysis, Cell Differentiation, Mice, Inbred C57BL, Immunity, Innate, Phenotype
- Abstract
The "innate-like" T cell compartment, known as T
inn , represents a diverse group of T cells that straddle the boundary between innate and adaptive immunity. We explore the transcriptional landscape of Tinn compared to conventional T cells (Tconv ) in the human thymus and blood using single-cell RNA sequencing (scRNA-seq) and flow cytometry. In human blood, the majority of Tinn cells share an effector program driven by specific transcription factors, distinct from those governing Tconv cells. Conversely, only a fraction of thymic Tinn cells displays an effector phenotype, while others share transcriptional features with developing Tconv cells, indicating potential divergent developmental pathways. Unlike the mouse, human Tinn cells do not differentiate into multiple effector subsets but develop a mixed type 1/type 17 effector potential. Cross-species analysis uncovers species-specific distinctions, including the absence of type 2 Tinn cells in humans, which implies distinct immune regulatory mechanisms across species., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)- Published
- 2024
- Full Text
- View/download PDF
23. In Vivo Single-Cell Detection of Metabolic Oscillations in Stem Cells
- Author
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Stringari, Chiara, Wang, Hong, Geyfman, Mikhail, Crosignani, Viera, Kumar, Vivek, Takahashi, Joseph S, Andersen, Bogi, and Gratton, Enrico
- Subjects
Biochemistry and Cell Biology ,Biological Sciences ,Sleep Research ,Stem Cell Research ,Stem Cell Research - Nonembryonic - Non-Human ,1.1 Normal biological development and functioning ,Metabolic and endocrine ,Generic health relevance ,ARNTL Transcription Factors ,Animals ,Cell Proliferation ,Circadian Clocks ,DNA Damage ,Glycolysis ,Homeostasis ,Humans ,Mice ,Oxidative Phosphorylation ,Period Circadian Proteins ,Single-Cell Analysis ,Stem Cells ,Medical Physiology ,Biological sciences - Abstract
Through the use of bulk measurements in metabolic organs, the circadian clock was shown to play roles in organismal energy homeostasis. However, the relationship between metabolic and circadian oscillations has not been studied in vivo at a single-cell level. Also, it is unknown whether the circadian clock controls metabolism in stem cells. We used a sensitive, noninvasive method to detect metabolic oscillations and circadian phase within epidermal stem cells in live mice at the single-cell level. We observe a higher NADH/NAD+ ratio, reflecting an increased glycolysis/oxidative phosphorylation ratio during the night compared to the day. Furthermore, we demonstrate that single-cell metabolic heterogeneity within the basal cell layer correlates with the circadian clock and that diurnal fluctuations in NADH/NAD+ ratio are Bmal1 dependent. Our data show that, in proliferating stem cells, the circadian clock coordinates activities of oxidative phosphorylation and glycolysis with DNA synthesis, perhaps as a protective mechanism against genotoxicity.
- Published
- 2015
24. The architecture of silk-secreting organs during the final larval stage of silkworms revealed by single-nucleus and spatial transcriptomics.
- Author
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Ma, Yan, Li, Qingjun, Tang, Yiyun, Zhang, Zhiyong, Liu, Rongpeng, Luo, Qin, Wang, Yuting, Hu, Jie, Chen, Yuqin, Li, Zhiwei, Zhao, Chen, Ran, Yiting, Mu, Yuanyuan, Li, Yinghao, Xu, Xiaoqing, Gong, Yuyan, He, Zihan, Ba, Yongbing, Guo, Kaiqi, and Dong, Keshu
- Abstract
Natural silks are renewable proteins with impressive mechanical properties and biocompatibility that are useful in various fields. However, the cellular and spatial organization of silk-secreting organs remains unclear. Here, we combined single-nucleus and spatially resolved transcriptomics to systematically map the cellular and spatial composition of the silk glands (SGs) of mulberry silkworms late in larval development. This approach allowed us to profile SG cell types and cell state dynamics and identify regulatory networks and cell-cell communication related to efficient silk protein synthesis; key markers were validated via transgenic approaches. Notably, we demonstrated the indispensable role of the ecdysone receptor (ultraspiracle) in regulating endoreplication in SG cells. Our atlas presents the results of spatiotemporal analysis of silk-secreting organ architecture late in larval development; this atlas provides a valuable reference for elucidating the mechanism of efficient silk protein synthesis and developing sustainable products made from natural silk. [Display omitted] • Cell-type distribution and spatial organization in silkworm silk glands were mapped • Spatiotemporal gene expression patterns in the silk glands of late larvae were profiled • The characteristics and roles of types of cells in silk protein synthesis were analyzed • Resources were applied to explore the cell biology of silk-secreting organs Ma et al. present a spatiotemporal transcriptomic map of silkworm silk-secreting organs. This atlas provides insights into cellular heterogeneity, dynamic changes in the cell state, regulatory networks, and endoreplication regulation in silk glands, as well as a framework for high-resolution exploration of the mechanism of efficient silk protein synthesis. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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- View/download PDF
25. Single-cell RNA sequencing reveals dynamics of gene expression for 2D elongation and 3D growth in Physcomitrium patens.
- Author
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Chen Z, Wang W, Zhou S, Ding L, Xu Z, Sun X, Huo H, and Liu L
- Subjects
- Sequence Analysis, RNA methods, Plant Proteins genetics, Plant Proteins metabolism, Indoleacetic Acids metabolism, Carbonic Anhydrases metabolism, Carbonic Anhydrases genetics, Bryopsida genetics, Bryopsida growth & development, Bryopsida metabolism, Single-Cell Analysis, Gene Expression Regulation, Plant
- Abstract
The transition from two-dimensional (2D) to 3D growth likely facilitated plants to colonize land, but its heterogeneity is not well understood. In this study, we utilized single-cell RNA sequencing to analyze the moss Physcomitrium patens, whose morphogenesis involves a transition from 2D to 3D growth. We profiled over 17,000 single cells covering all major vegetative tissues, including 2D filaments (chloronema and caulonema) and 3D structures (bud and gametophore). Pseudotime analyses revealed larger numbers of candidate genes that determine cell fates for 2D tip elongation or 3D bud differentiation. Using weighted gene co-expression network analysis, we identified a module that connects β-type carbonic anhydrases (βCAs) with auxin. We further validated the cellular expression patterns of βCAs and demonstrated their roles in 3D gametophore development. Overall, our study provides insights into cellular heterogeneity in a moss and identifies molecular signatures that underpin the 2D-to-3D growth transition at single-cell resolution., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024. Published by Elsevier Inc.)
- Published
- 2024
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- View/download PDF
26. Single-cell spatial multiomics reveals tumor microenvironment vulnerabilities in cancer resistance to immunotherapy.
- Author
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Quek C, Pratapa A, Bai X, Al-Eryani G, Pires da Silva I, Mayer A, Bartonicek N, Harvey K, Maher NG, Conway JW, Kasalo RJ, Ben Cheikh B, Braubach O, Palendira U, Saw RPM, Stretch JR, Shannon KF, Menzies AM, Scolyer RA, Long GV, Swarbrick A, and Wilmott JS
- Subjects
- Humans, Multiomics, Tumor Microenvironment immunology, Single-Cell Analysis, Immunotherapy methods, Drug Resistance, Neoplasm, Melanoma therapy, Melanoma immunology, Melanoma pathology
- Abstract
Heterogeneous resistance to immunotherapy remains a major challenge in cancer treatment, often leading to disease progression and death. Using CITE-seq and matched 40-plex PhenoCycler tissue imaging, we performed longitudinal multimodal single-cell analysis of tumors from metastatic melanoma patients with innate resistance, acquired resistance, or response to immunotherapy. We established the multimodal integration toolkit to align transcriptomic features, cellular epitopes, and spatial information to provide deeper insights into the tumors. With longitudinal analysis, we identified an "immune-striving" tumor microenvironment marked by peri-tumor lymphoid aggregates and low infiltration of T cells in the tumor and the emergence of MITF
+ SPARCL1+ and CENPF+ melanoma subclones after therapy. The enrichment of B cell-associated signatures in the molecular composition of lymphoid aggregates was associated with better survival. These findings provide further insights into the establishment of microenvironmental cell interactions and molecular composition of spatial structures that could inform therapeutic intervention., Competing Interests: Declaration of interests G.V.L. is a consultant advisor for Agenus, Amgen, Array Biopharma, AstraZeneca, Boehringer Ingelheim, Bristol Myers Squibb, Evaxion, Hexal AG (Sandoz), Highlight Therapeutics S.L., Innovent Biologics USA, Merck Sharpe & Dohme, Novartis, OncoSec, PHMR Ltd., Pierre Fabre, Provectus, Qbiotics, and Regeneron. R.A.S. has received fees for professional services from SkylineDx BV, IO Biotech ApS, MetaOptima Technology, Roche, Evaxion, Provectus Biopharmaceuticals Australia, Qbiotics, Novartis, Merck Sharp & Dohme, NeraCare, AMGEN., Bristol Myers Squibb, Myriad Genetics, and GlaxoSmithKline. I.P.d.S. is on the advisory board of Merck Sharp & Dohme; has received fees for professional services from Roche, Bristol Myers Squibb, Merck Sharp & Dohme, Novartis, and Pierre Fabre; and has had travel support from Bristol Myers Squibb and Merck Sharp & Dohme. R.P.M.S. has received honoraria for advisory board participation from Merck Sharp & Dohme, Novartis, and Qbiotics, and speaking honoraria from Bristol Myers Squibb and Novartis. A.S. has received honoraria for advisory board participation from Nanostring and Phenomic. AI and research support was provided by Nanostring and 10X Genomics., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2024
- Full Text
- View/download PDF
27. Single-cell-resolved interspecies comparison shows a shared inflammatory axis and a dominant neutrophil-endothelial program in severe COVID-19.
- Author
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Peidli S, Nouailles G, Wyler E, Adler JM, Kunder S, Voß A, Kazmierski J, Pott F, Pennitz P, Postmus D, Teixeira Alves LG, Goffinet C, Gruber AD, Blüthgen N, Witzenrath M, Trimpert J, Landthaler M, and Praktiknjo SD
- Subjects
- Animals, Humans, Cricetinae, Inflammation pathology, Mesocricetus, Disease Models, Animal, Male, Species Specificity, COVID-19 immunology, COVID-19 virology, COVID-19 pathology, Neutrophils immunology, SARS-CoV-2 immunology, Single-Cell Analysis, Lung pathology, Lung virology, Lung immunology, Endothelial Cells virology, Endothelial Cells pathology
- Abstract
A key issue for research on COVID-19 pathogenesis is the lack of biopsies from patients and of samples at the onset of infection. To overcome these hurdles, hamsters were shown to be useful models for studying this disease. Here, we further leverage the model to molecularly survey the disease progression from time-resolved single-cell RNA sequencing data collected from healthy and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)-infected Syrian and Roborovski hamster lungs. We compare our data to human COVID-19 studies, including bronchoalveolar lavage, nasal swab, and postmortem lung tissue, and identify a shared axis of inflammation dominated by macrophages, neutrophils, and endothelial cells, which we show to be transient in Syrian and terminal in Roborovski hamsters. Our data suggest that, following SARS-CoV-2 infection, commitment to a type 1- or type 3-biased immunity determines moderate versus severe COVID-19 outcomes, respectively., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
28. Molecular cascade reveals sequential milestones underlying hippocampal neural stem cell development into an adult state.
- Author
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Jimenez-Cyrus D, Adusumilli VS, Stempel MH, Maday S, Ming GL, Song H, and Bond AM
- Subjects
- Animals, Mice, Neurogenesis, Dentate Gyrus metabolism, Dentate Gyrus cytology, Dentate Gyrus growth & development, Cell Differentiation, Mice, Inbred C57BL, Reactive Oxygen Species metabolism, Adult Stem Cells metabolism, Adult Stem Cells cytology, Single-Cell Analysis, Cell Proliferation, Neural Stem Cells metabolism, Neural Stem Cells cytology, Hippocampus metabolism, Hippocampus cytology, Autophagy
- Abstract
Quiescent adult neural stem cells (NSCs) in the mammalian brain arise from proliferating NSCs during development. Beyond acquisition of quiescence, an adult NSC hallmark, little is known about the process, milestones, and mechanisms underlying the transition of developmental NSCs to an adult NSC state. Here, we performed targeted single-cell RNA-seq analysis to reveal the molecular cascade underlying NSC development in the early postnatal mouse dentate gyrus. We identified two sequential steps, first a transition to quiescence followed by further maturation, each of which involved distinct changes in metabolic gene expression. Direct metabolic analysis uncovered distinct milestones, including an autophagy burst before NSC quiescence acquisition and cellular reactive oxygen species level elevation along NSC maturation. Functionally, autophagy is important for the NSC transition to quiescence during early postnatal development. Together, our study reveals a multi-step process with defined milestones underlying establishment of the adult NSC pool in the mammalian brain., Competing Interests: Declaration of interests The authors declare no other competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
29. Lgr5-Expressing Cells Are Sufficient and Necessary for Postnatal Mammary Gland Organogenesis
- Author
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Plaks, Vicki, Brenot, Audrey, Lawson, Devon A, Linnemann, Jelena R, Van Kappel, Eline C, Wong, Karren C, de Sauvage, Frederic, Klein, Ophir D, and Werb, Zena
- Subjects
Biological Sciences ,Stem Cell Research - Nonembryonic - Non-Human ,Breast Cancer ,Regenerative Medicine ,Stem Cell Research ,Cancer ,Pediatric ,Women's Health ,1.1 Normal biological development and functioning ,5.2 Cellular and gene therapies ,Animals ,Animals ,Newborn ,CD24 Antigen ,Diphtheria Toxin ,Female ,Green Fluorescent Proteins ,Keratin-14 ,Mammary Glands ,Animal ,Mice ,Mice ,Inbred C57BL ,Organogenesis ,Receptors ,G-Protein-Coupled ,Regeneration ,Sexual Maturation ,Single-Cell Analysis ,Tamoxifen ,Biochemistry and Cell Biology ,Medical Physiology ,Biological sciences - Abstract
Mammary epithelial stem cells are vital to tissue expansion and remodeling during various phases of postnatal mammary development. Basal mammary epithelial cells are enriched in Wnt-responsive cells and can reconstitute cleared mammary fat pads upon transplantation into mice. Lgr5 is a Wnt-regulated target gene and was identified as a major stem cell marker in the small intestine, colon, stomach, and hair follicle, as well as in kidney nephrons. Here, we demonstrate the outstanding regenerative potential of a rare population of Lgr5-expressing (Lgr5(+)) mammary epithelial cells (MECs). We found that Lgr5(+) cells reside within the basal population, are superior to other basal cells in regenerating functional mammary glands (MGs), are exceptionally efficient in reconstituting MGs from single cells, and exhibit regenerative capacity in serial transplantations. Loss-of-function and depletion experiments of Lgr5(+) cells from transplanted MECs or from pubertal MGs revealed that these cells are not only sufficient but also necessary for postnatal mammary organogenesis.
- Published
- 2013
30. A Quantitative Framework for Evaluating Single-Cell Data Structure Preservation by Dimensionality Reduction Techniques
- Author
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Cody N. Heiser and Ken S. Lau
- Subjects
single-cell transcriptomics ,dimensionality reduction ,visualization ,single-cell analysis ,data analysis ,unsupervised learning ,Biology (General) ,QH301-705.5 - Abstract
Summary: High-dimensional data, such as those generated by single-cell RNA sequencing (scRNA-seq), present challenges in interpretation and visualization. Numerical and computational methods for dimensionality reduction allow for low-dimensional representation of genome-scale expression data for downstream clustering, trajectory reconstruction, and biological interpretation. However, a comprehensive and quantitative evaluation of the performance of these techniques has not been established. We present an unbiased framework that defines metrics of global and local structure preservation in dimensionality reduction transformations. Using discrete and continuous real-world and synthetic scRNA-seq datasets, we show how input cell distribution and method parameters are largely determinant of global, local, and organizational data structure preservation by 11 common dimensionality reduction methods.
- Published
- 2020
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31. Spatiotemporal analysis of mRNA-protein relationships enhances transcriptome-based developmental inference.
- Author
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Fan, Duchangjiang, Cong, Yulin, Liu, Jinyi, Zhang, Haoye, and Du, Zhuo
- Abstract
Elucidating the complex relationships between mRNA and protein expression at high spatiotemporal resolution is critical for unraveling multilevel gene regulation and enhancing mRNA-based developmental analyses. In this study, we conduct a single-cell analysis of mRNA and protein expression of transcription factors throughout C. elegans embryogenesis. Initially, cellular co-presence of mRNA and protein is low, increasing to a medium-high level (73%) upon factoring in delayed protein synthesis and long-term protein persistence. These factors substantially affect mRNA-protein concordance, leading to potential inaccuracies in mRNA-reliant gene detection and specificity characterization. Building on the learned relationship, we infer protein presence from mRNA expression and demonstrate its utility in identifying tissue-specific genes and elucidating relationships between genes and cells. This approach facilitates identifying the role of sptf-1/SP7 in neuronal lineage development. Collectively, this study provides insights into gene expression dynamics during rapid embryogenesis and approaches for improving the efficacy of transcriptome-based developmental analyses. [Display omitted] • Analyzing single-cell mRNA and protein concordance during C. elegans embryogenesis • Delayed protein synthesis and prolonged persistence diminish mRNA-protein concordance • Identifying limitations of mRNA expression in developmental gene characterization • Inferring protein expression enhances mRNA-based developmental analyses Fan et al. conduct a cell-by-cell comparison of mRNA and protein expression throughout embryogenesis, characterizing that delayed protein synthesis and long-term protein persistence compromise developmental analyses that rely solely on mRNA. They further show that inferring protein expression from mRNA data enhances developmental analyses at both gene and cell levels. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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- View/download PDF
32. Multiplexed single-cell lineage tracing of mitotic kinesin inhibitor resistance in glioblastoma.
- Author
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Cheng YL, Banu MA, Zhao W, Rosenfeld SS, Canoll P, and Sims PA
- Subjects
- Humans, Animals, Mice, Brain Neoplasms pathology, Brain Neoplasms genetics, Brain Neoplasms drug therapy, Brain Neoplasms metabolism, Cell Line, Tumor, Mitosis drug effects, Glioblastoma pathology, Glioblastoma genetics, Glioblastoma metabolism, Glioblastoma drug therapy, Kinesins metabolism, Kinesins antagonists & inhibitors, Kinesins genetics, Drug Resistance, Neoplasm drug effects, Drug Resistance, Neoplasm genetics, Single-Cell Analysis, Cell Lineage drug effects
- Abstract
Glioblastoma (GBM) is a deadly brain tumor, and the kinesin motor KIF11 is an attractive therapeutic target with roles in proliferation and invasion. Resistance to KIF11 inhibitors, which has mainly been studied in animal models, presents significant challenges. We use lineage-tracing barcodes and single-cell RNA sequencing to analyze resistance in patient-derived GBM neurospheres treated with ispinesib, a potent KIF11 inhibitor. Similar to GBM progression in patients, untreated cells lose their neural lineage identity and become mesenchymal, which is associated with poor prognosis. Conversely, cells subjected to long-term ispinesib treatment exhibit a proneural phenotype. We generate patient-derived xenografts and show that ispinesib-resistant cells form less aggressive tumors in vivo, even in the absence of drug. Moreover, treatment of human ex vivo GBM slices with ispinesib demonstrates phenotypic alignment with in vitro responses, underscoring the clinical relevance of our findings. Finally, using retrospective lineage tracing, we identify drugs that are synergistic with ispinesib., Competing Interests: Declaration of interests P.A.S. is listed as an inventor on patent applications and issued patents filed by Columbia University related to the microwell technology described here. P.A.S. receives patent royalties from Guardant Health., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
33. Dissecting gene activation and chromatin remodeling dynamics in single human cells undergoing reprogramming.
- Author
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Martinez-Sarmiento JA, Cosma MP, and Lakadamyali M
- Subjects
- Humans, Single-Cell Analysis, Transcriptional Activation, Octamer Transcription Factor-3 metabolism, Octamer Transcription Factor-3 genetics, Chromatin metabolism, Nanog Homeobox Protein metabolism, Nanog Homeobox Protein genetics, Induced Pluripotent Stem Cells metabolism, Induced Pluripotent Stem Cells cytology, Cellular Reprogramming genetics, Chromatin Assembly and Disassembly, Histones metabolism
- Abstract
During cell fate transitions, cells remodel their transcriptome, chromatin, and epigenome; however, it has been difficult to determine the temporal dynamics and cause-effect relationship between these changes at the single-cell level. Here, we employ the heterokaryon-mediated reprogramming system as a single-cell model to dissect key temporal events during early stages of pluripotency conversion using super-resolution imaging. We reveal that, following heterokaryon formation, the somatic nucleus undergoes global chromatin decompaction and removal of repressive histone modifications H3K9me3 and H3K27me3 without acquisition of active modifications H3K4me3 and H3K9ac. The pluripotency gene OCT4 (POU5F1) shows nascent and mature RNA transcription within the first 24 h after cell fusion without requiring an initial open chromatin configuration at its locus. NANOG, conversely, has significant nascent RNA transcription only at 48 h after cell fusion but, strikingly, exhibits genomic reopening early on. These findings suggest that the temporal relationship between chromatin compaction and gene activation during cellular reprogramming is gene context dependent., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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- View/download PDF
34. Single-nucleus RNA-seq identifies one galanin neuronal subtype in mouse preoptic hypothalamus activated during recovery from sleep deprivation.
- Author
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Guo X, Keenan BT, Reiner BC, Lian J, and Pack AI
- Subjects
- Animals, Mice, Male, RNA-Seq, Mice, Inbred C57BL, Sleep genetics, Sleep physiology, Single-Cell Analysis, Galanin metabolism, Galanin genetics, Neurons metabolism, Preoptic Area metabolism, Sleep Deprivation metabolism, Sleep Deprivation genetics
- Abstract
The preoptic area of the hypothalamus (POA) is essential for sleep regulation. However, the cellular makeup of the POA is heterogeneous, and the molecular identities of the sleep-promoting cells remain elusive. To address this question, this study compares mice during recovery sleep following sleep deprivation to mice allowed extended sleep. Single-nucleus RNA sequencing (single-nucleus RNA-seq) identifies one galanin inhibitory neuronal subtype that shows upregulation of rapid and delayed activity-regulated genes during recovery sleep. This cell type expresses higher levels of growth hormone receptor and lower levels of estrogen receptor compared to other galanin subtypes. single-nucleus RNA-seq also reveals cell-type-specific upregulation of purinergic receptor (P2ry14) and serotonin receptor (Htr2a) during recovery sleep in this neuronal subtype, suggesting possible mechanisms for sleep regulation. Studies with RNAscope validate the single-nucleus RNA-seq findings. Thus, the combined use of single-nucleus RNA-seq and activity-regulated genes identifies a neuronal subtype functionally involved in sleep regulation., Competing Interests: Declaration of interests B.C.R. receives funding from Novo Nordisk and Boehringer Ingelheim that was not utilized for this project., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
35. Single-cell analysis reveals insights into epithelial abnormalities in ovarian endometriosis.
- Author
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Yan J, Zhou L, Liu M, Zhu H, Zhang X, Cai E, Xu X, Chen T, Cheng H, Liu J, Wang S, Dai L, Chang X, and Tang F
- Subjects
- Female, Humans, Epithelial Cells metabolism, Epithelium metabolism, Endometrium metabolism, Single-Cell Analysis, Inflammation pathology, Endometriosis pathology
- Abstract
Ovarian endometriosis is characterized by the growth of endometrial tissue within the ovary, causing infertility and chronic pain. However, its pathophysiology remains unclear. Utilizing high-precision single-cell RNA sequencing, we profile the normal, eutopic, and ectopic endometrium from 34 individuals across proliferative and secretory phases. We observe an increased proportion of ciliated cells in both eutopic and ectopic endometrium, characterized by a diminished expression of estrogen sulfotransferase, which likely confers apoptosis resistance. After translocating to ectopic lesions, endometrial epithelium upregulates nicotinamide N-methyltransferase expression that inhibits apoptosis by promoting deacetylation and subsequent nuclear exclusion of transcription factor forkhead box protein O1, thereby leading to the downregulation of the apoptotic gene BIM. Moreover, epithelial cells in ectopic lesions elevate HLA class II complex expression, which stimulates CD4
+ T cells and consequently contributes to chronic inflammation. Altogether, our study provides a comprehensive atlas of ovarian endometriosis and highlights potential therapeutic targets for modulating apoptosis and inflammation., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2024
- Full Text
- View/download PDF
36. High-Content Quantification of Single-Cell Immune Dynamics
- Author
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Michael Junkin, Alicia J. Kaestli, Zhang Cheng, Christian Jordi, Cem Albayrak, Alexander Hoffmann, and Savaş Tay
- Subjects
single-cell analysis ,dynamics ,cytokine ,NF-κB ,microfluidic ,input ,Biology (General) ,QH301-705.5 - Abstract
Cells receive time-varying signals from the environment and generate functional responses by secreting their own signaling molecules. Characterizing dynamic input-output relationships in single cells is crucial for understanding and modeling cellular systems. We developed an automated microfluidic system that delivers precisely defined dynamical inputs to individual living cells and simultaneously measures key immune parameters dynamically. Our system combines nanoliter immunoassays, microfluidic input generation, and time-lapse microscopy, enabling study of previously untestable aspects of immunity by measuring time-dependent cytokine secretion and transcription factor activity from single cells stimulated with dynamic inflammatory inputs. Employing this system to analyze macrophage signal processing under pathogen inputs, we found that the dynamics of TNF secretion are highly heterogeneous and surprisingly uncorrelated with the dynamics of NF-κB, the transcription factor controlling TNF production. Computational modeling of the LPS/TLR4 pathway shows that post-transcriptional regulation by TRIF is a key determinant of noisy and uncorrelated TNF secretion dynamics in single macrophages.
- Published
- 2016
- Full Text
- View/download PDF
37. Macrophages in SHH subgroup medulloblastoma display dynamic heterogeneity that varies with treatment modality
- Author
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Candace L. Savonen, Tsun Ki Jerrick To, Jo Lynne Rokita, Komal S. Rathi, Patricia Young, Joshua A. Shapiro, Pichai Raman, Fernanda Abani Mafra, Li Zhai, Tom Curran, Michael Gonzalez, Mai T. Dang, Malay Haldar, Casey S. Greene, Samir Devalaraja, Zahidul Alam, Jaclyn N. Taroni, Hakon Hakonarson, Daniel Martinez, Krutika S. Gaonkar, Sherjeel Arif, and Ian W. Folkert
- Subjects
0301 basic medicine ,Genetic Markers ,Transcription, Genetic ,medicine.medical_treatment ,Biology ,CD8-Positive T-Lymphocytes ,Monocytes ,General Biochemistry, Genetics and Molecular Biology ,Transcriptome ,03 medical and health sciences ,Mice ,0302 clinical medicine ,stomatognathic system ,medicine ,Tumor Microenvironment ,Animals ,Humans ,Hedgehog Proteins ,skin and connective tissue diseases ,Cerebellar Neoplasms ,lcsh:QH301-705.5 ,Medulloblastoma ,Macrophages ,RNA ,Cancer ,medicine.disease ,Phenotype ,Hedgehog signaling pathway ,Radiation therapy ,030104 developmental biology ,lcsh:Biology (General) ,Cancer research ,Microglia ,Single-Cell Analysis ,hormones, hormone substitutes, and hormone antagonists ,030217 neurology & neurosurgery ,Function (biology) - Abstract
Summary Tumor-associated macrophages (TAMs) play an important role in tumor immunity and comprise of subsets that have distinct phenotype, function, and ontology. Transcriptomic analyses of human medulloblastoma, the most common malignant pediatric brain cancer, showed that medulloblastomas (MBs) with activated sonic hedgehog signaling (SHH-MB) have significantly more TAMs than other MB subtypes. Therefore, we examined MB-associated TAMs by single-cell RNA sequencing of autochthonous murine SHH-MB at steady state and under two distinct treatment modalities: molecular-targeted inhibitor and radiation. Our analyses reveal significant TAM heterogeneity, identify markers of ontologically distinct TAM subsets, and show the impact of brain microenvironment on the differentiation of tumor-infiltrating monocytes. TAM composition undergoes dramatic changes with treatment and differs significantly between molecular-targeted and radiation therapy. We identify an immunosuppressive monocyte-derived TAM subset that emerges with radiation therapy and demonstrate its role in regulating T cell and neutrophil infiltration in MB.
- Published
- 2023
- Full Text
- View/download PDF
38. A molecular atlas of the human postmenopausal fallopian tube and ovary from single-cell RNA and ATAC sequencing
- Author
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Ernst Lengyel, Yan Li, Melanie Weigert, Lisha Zhu, Heather Eckart, Melissa Javellana, Sarah Ackroyd, Jason Xiao, Susan Olalekan, Dianne Glass, Shilpa Iyer, Rahul Krishnan, Agnes Julia Bilecz, Ricardo Lastra, Mengjie Chen, and Anindita Basu
- Subjects
Postmenopause ,Ovary ,Humans ,RNA ,Female ,Single-Cell Analysis ,Protein Serine-Threonine Kinases ,General Biochemistry, Genetics and Molecular Biology ,Fallopian Tubes ,Chromatin - Abstract
As part of the Human Cell Atlas Initiative, our goal is to generate single-cell transcriptomics (single-cell RNA sequencing [scRNA-seq], 86,708 cells) and regulatory (single-cell assay on transposase accessible chromatin sequencing [scATAC-seq], 59,830 cells) profiles of the normal postmenopausal ovary and fallopian tube (FT). The FT contains 11 major cell types, and the ovary contains 6. The dominating cell type in the FT and ovary is the stromal cell, which expresses aging-associated genes. FT epithelial cells express multiple ovarian cancer risk-associated genes (CCDC170, RND3, TACC2, STK33, and ADGB) and show active communication between fimbrial epithelial cells and ovarian stromal cells. Integrated single-cell transcriptomics and chromatin accessibility data show that the regulatory landscape of the fimbriae is different from other anatomic regions. Cell types with similar gene expression in the FT display transcriptional profiles. These findings allow us to disentangle the cellular makeup of the postmenopausal FT and ovary, advancing our knowledge of gynecologic diseases in menopause.
- Published
- 2022
39. Single-Cell Virology: On-Chip Investigation of Viral Infection Dynamics.
- Author
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Guo, Feng, Li, Sixing, Caglar, Mehmet Umut, Mao, Zhangming, Liu, Wu, Woodman, Andrew, Arnold, Jamie J., Wilke, Claus O., Huang, Tony Jun, and Cameron, Craig E.
- Abstract
Summary We have developed a high-throughput, microfluidics-based platform to perform kinetic analysis of viral infections in individual cells. We have analyzed thousands of individual poliovirus infections while varying experimental parameters, including multiplicity of infection, cell cycle, viral genotype, and presence of a drug. We make several unexpected observations masked by population-based experiments: (1) viral and cellular factors contribute uniquely and independently to viral infection kinetics; (2) cellular factors cause wide variation in replication start times; and (3) infections frequently begin later and replication occurs faster than predicted by population measurements. We show that mutational load impairs interaction of the viral population with the host, delaying replication start times and explaining the attenuated phenotype of a mutator virus. We show that an antiviral drug can selectively extinguish the most-fit members of the viral population. Single-cell virology facilitates discovery and characterization of virulence determinants and elucidation of mechanisms of drug action eluded by population methods. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
40. Stomach encyclopedia: Combined single-cell and spatial transcriptomics reveal cell diversity and homeostatic regulation of human stomach.
- Author
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Tsubosaka A, Komura D, Kakiuchi M, Katoh H, Onoyama T, Yamamoto A, Abe H, Seto Y, Ushiku T, and Ishikawa S
- Subjects
- Humans, Gene Expression Profiling, Carcinogenesis, Single-Cell Analysis, Sequence Analysis, RNA, Transcriptome genetics, Stomach Neoplasms genetics
- Abstract
The stomach is an important digestive organ with various biological functions. However, because of the complexity of its cellular and glandular composition, its precise cellular biology has yet to be elucidated. In this study, we conducted single-cell RNA sequencing (scRNA-seq) and subcellular-level spatial transcriptomics analysis of the human stomach and constructed the largest dataset to date: a stomach encyclopedia. This dataset consists of approximately 380,000 cells from scRNA-seq and the spatial transcriptome, enabling integrated analyses of transcriptional and spatial information of gastric and metaplastic cells. This analysis identified LEFTY1 as an uncharacterized stem cell marker, which was confirmed through lineage tracing analysis. A wide variety of cell-cell interactions between epithelial and stromal cells, including PDGFRA
+ BMP4+ WNT5A+ fibroblasts, was highlighted in the developmental switch of intestinal metaplasia. Our extensive dataset will function as a fundamental resource in investigations of the stomach, including studies of development, aging, and carcinogenesis., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2023 The Author(s). Published by Elsevier Inc. All rights reserved.)- Published
- 2023
- Full Text
- View/download PDF
41. Platform Effects on Regeneration by Pulmonary Basal Cells as Evaluated by Single-Cell RNA Sequencing
- Author
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Jonas C. Schupp, Mahboobe Ghaedi, Elise Gubbins, Micha Sam Brickman Raredon, Alexander J. Engler, Yifan Yuan, Laura E. Niklason, Allison M. Greaney, Naftali Kaminski, and Taylor Adams
- Subjects
0301 basic medicine ,Male ,Population ,Cell ,Biology ,Regenerative medicine ,General Biochemistry, Genetics and Molecular Biology ,Article ,Epithelium ,Rats, Sprague-Dawley ,03 medical and health sciences ,0302 clinical medicine ,Tissue engineering ,medicine ,Animals ,Regeneration ,RNA-Seq ,Progenitor cell ,education ,Lung ,lcsh:QH301-705.5 ,education.field_of_study ,Tracheal Epithelium ,Tissue Engineering ,Regeneration (biology) ,Cell Differentiation ,Epithelial Cells ,Cell biology ,Rats ,Trachea ,030104 developmental biology ,medicine.anatomical_structure ,lcsh:Biology (General) ,Single-Cell Analysis ,Transcriptome ,030217 neurology & neurosurgery - Abstract
SUMMARY Cell-based therapies have shown promise for treating myriad chronic pulmonary diseases through direct application of epithelial progenitors or by way of engineered tissue grafts or whole organs. To elucidate environmental effects on epithelial regenerative outcomes in vitro, here, we isolate and culture a population of pharmacologically expanded basal cells (peBCs) from rat tracheas. At peak basal marker expression, we simultaneously split peBCs into four in vitro platforms: organoid, air-liquid interface (ALI), engineered trachea, and engineered lung. Following differentiation, these samples are evaluated using single-cell RNA sequencing (scRNA-seq) and computational pipelines are developed to compare samples both globally and at the population level. A sample of native rat tracheal epithelium is also evaluated by scRNA-seq as a control for engineered epithelium. Overall, this work identifies platform-specific effects that support the use of engineered models to achieve the most physiologic differential outcomes in pulmonary epithelial regenerative applications., Graphical Abstract, In Brief Greaney et al. compare pulmonary epithelial regeneration across multiple modalities in vitro, finding that decellularized scaffolds achieved the most physiologic differentiation over more artificial platforms. scRNA-seq enables high-resolution comparison between engineered and native cell populations, thereby better gauging progress toward the generation of a tissue that may function on implantation.
- Published
- 2020
42. Defining Epidermal Basal Cell States during Skin Homeostasis and Wound Healing Using Single-Cell Transcriptomics
- Author
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Yanwen Gong, Kai Kessenbrock, Quy H. Nguyen, Remy Vu, Xing Dai, Adam L. MacLean, Zixuan Cang, Suoqin Jin, Peng Sun, Daniel Haensel, Enrico Gratton, Qing Nie, Rachel Cinco, and Morgan Dragan
- Subjects
0301 basic medicine ,Medical Physiology ,Regenerative Medicine ,Inbred C57BL ,Transgenic ,Mice ,Basal (phylogenetics) ,0302 clinical medicine ,Stem Cell Research - Nonembryonic - Human ,Cell Movement ,basal cell state ,Homeostasis ,lcsh:QH301-705.5 ,integumentary system ,Cell biology ,Up-Regulation ,medicine.anatomical_structure ,Stem Cell Research - Nonembryonic - Non-Human ,Female ,Stem cell ,Single-Cell Analysis ,FLIM ,skin ,1.1 Normal biological development and functioning ,Mice, Transgenic ,Biology ,single-cell RNA sequencing ,General Biochemistry, Genetics and Molecular Biology ,Article ,03 medical and health sciences ,Underpinning research ,epidermis ,Genetics ,medicine ,Animals ,Progenitor cell ,Progenitor ,Inflammation ,Wound Healing ,Gene Expression Profiling ,RNA ,Stem Cell Research ,cellular transition dynamics ,stem cell ,Mice, Inbred C57BL ,030104 developmental biology ,lcsh:Biology (General) ,plasticity ,Biochemistry and Cell Biology ,Epidermis ,Wound healing ,metabolism ,030217 neurology & neurosurgery - Abstract
SUMMARY Our knowledge of transcriptional heterogeneities in epithelial stem and progenitor cell compartments is limited. Epidermal basal cells sustain cutaneous tissue maintenance and drive wound healing. Previous studies have probed basal cell heterogeneity in stem and progenitor potential, but a comprehensive dissection of basal cell dynamics during differentiation is lacking. Using single-cell RNA sequencing coupled with RNAScope and fluorescence lifetime imaging, we identify three non-proliferative and one proliferative basal cell state in homeostatic skin that differ in metabolic preference and become spatially partitioned during wound re-epithelialization. Pseudotemporal trajectory and RNA velocity analyses predict a quasi-linear differentiation hierarchy where basal cells progress from Col17a1Hi/Trp63Hi state to early-response state, proliferate at the juncture of these two states, or become growth arrested before differentiating into spinous cells. Wound healing induces plasticity manifested by dynamic basal-spinous interconversions at multiple basal transcriptional states. Our study provides a systematic view of epidermal cellular dynamics, supporting a revised “hierarchical-lineage” model of homeostasis., Graphical Abstract, In Brief Haensel et al. performed a comprehensive dissection of the cellular makeup of skin during homeostasis and wound healing and the molecular heterogeneity and cellular dynamics within its stem-cell-containing epidermal basal layer. Their work provides insights and stimulates further investigation into the mechanism of skin maintenance and repair.
- Published
- 2020
43. Single-cell ATAC-seq of fetal human retina and stem-cell-derived retinal organoids shows changing chromatin landscapes during cell fate acquisition
- Author
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Connor Finkbeiner, Isabel Ortuño-Lizarán, Akshayalakshmi Sridhar, Marcus Hooper, Sidnee Petter, and Thomas A. Reh
- Subjects
epigenetics ,QH301-705.5 ,Neurogenesis ,Human Embryonic Stem Cells ,Cell Differentiation ,General Biochemistry, Genetics and Molecular Biology ,Retina ,Organoids ,Fetus ,Humans ,chromatin ,RNA-Seq ,Single-Cell Analysis ,Biology (General) ,gene regulation ,development - Abstract
Summary: We previously used single-cell transcriptomic analysis to characterize human fetal retinal development and assessed the degree to which retinal organoids recapitulate normal development. We now extend the transcriptomic analyses to incorporate single-cell assay for transposase-accessible chromatin sequencing (scATAC-seq), a powerful method used to characterize potential gene regulatory networks through the changes in accessible chromatin that accompany cell-state changes. The combination of scATAC-seq and single-cell RNA sequencing (scRNA-seq) provides a view of developing human retina at an unprecedented resolution. We identify key transcription factors relevant to specific fates and the order of the transcription factor cascades that define each of the major retinal cell types. The changing chromatin landscape is largely recapitulated in retinal organoids; however, there are differences in Notch signaling and amacrine cell gene regulation. The datasets we generated constitute an excellent resource for the continued improvement of retinal organoid technology and have the potential to inform and accelerate regenerative medicine approaches to retinal diseases.
- Published
- 2022
44. A single-cell analysis of thymopoiesis and thymic iNKT cell development in pigs
- Author
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Weihong Gu, Darling Melany C. Madrid, Sebastian Joyce, and John P. Driver
- Subjects
Mice ,Thymocytes ,Swine ,Animals ,Natural Killer T-Cells ,Cell Differentiation ,Single-Cell Analysis ,General Biochemistry, Genetics and Molecular Biology - Abstract
Many aspects of the porcine immune system remain poorly characterized, which poses a barrier to improving swine health and utilizing pigs as preclinical models. Here, we employ single-cell RNA sequencing (scRNA-seq) to create a cell atlas of the early-adolescent pig thymus. Our data show conserved features as well as species-specific differences in cell states and cell types compared with human thymocytes. We also describe several unconventional T cell types with gene expression profiles associated with innate effector functions. This includes a cell census of more than 11,000 differentiating invariant natural killer T (iNKT) cells, which reveals that the functional diversity of pig iNKT cells differs substantially from the iNKT0/1/2/17 subset differentiation paradigm established in mice. Our data characterize key differentiation events in porcine thymopoiesis and iNKT cell maturation and provide important insights into pig T cell development.
- Published
- 2021
45. The onset of circulation triggers a metabolic switch required for endothelial to hematopoietic transition
- Author
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Emanuele Azzoni, Vincent Frontera, Giorgio Anselmi, Christina Rode, Chela James, Elitza M. Deltcheva, Atanasiu S. Demian, John Brown, Cristiana Barone, Arianna Patelli, Joe R. Harman, Matthew Nicholls, Simon J. Conway, Edward Morrissey, Sten Eirik W. Jacobsen, Duncan B. Sparrow, Adrian L. Harris, Tariq Enver, Marella F.T.R. de Bruijn, Azzoni, E, Frontera, V, Anselmi, G, Rode, C, James, C, Deltcheva, E, Demian, A, Brown, J, Barone, C, Patelli, A, Harman, J, Nicholls, M, Conway, S, Morrissey, E, Jacobsen, S, Sparrow, D, Harris, A, Enver, T, and de Bruijn, M
- Subjects
Mice, Knockout ,QH301-705.5 ,BIO/13 - BIOLOGIA APPLICATA ,Cell Differentiation ,hematopoiesis, embryo, development, hematopoietic stem cells, metabolism, mouse, hemogenic endothelium, circulation ,Hematopoietic Stem Cells ,Article ,Oxidative Phosphorylation ,Sodium-Calcium Exchanger ,General Biochemistry, Genetics and Molecular Biology ,Hematopoiesis ,Mice, Inbred C57BL ,Mice ,Animals ,Cell Lineage ,Female ,Endothelium, Vascular ,Single-Cell Analysis ,Biology (General) ,Transcriptome ,Glycolysis - Abstract
Summary Hematopoietic stem cells (HSCs) emerge during development from the vascular wall of the main embryonic arteries. The onset of circulation triggers several processes that provide critical external factors for HSC generation. Nevertheless, it is not fully understood how and when the onset of circulation affects HSC emergence. Here we show that in Ncx1−/− mouse embryos devoid of circulation the HSC lineage develops until the phenotypic pro-HSC stage. However, these cells reside in an abnormal microenvironment, fail to activate the hematopoietic program downstream of Runx1, and are functionally impaired. Single-cell transcriptomics shows that during the endothelial-to-hematopoietic transition, Ncx1−/− cells fail to undergo a glycolysis to oxidative phosphorylation metabolic switch present in wild-type cells. Interestingly, experimental activation of glycolysis results in decreased intraembryonic hematopoiesis. Our results suggest that the onset of circulation triggers metabolic changes that allow HSC generation to proceed., Graphical abstract, Highlights • Hemogenic endothelium (HE) and pro-HSCs emerge in Ncx1−/− embryos lacking circulation • Ncx1−/− pro-HSCs are transcriptionally and functionally impaired • The HE to pro-HSC transition involves a glycolysis to OxPhos metabolic shift • Activation of glycolysis reduces hematopoietic output of E9.5 intraembryonic precursors, Azzoni et al. report that hematopoietic stem cell precursors (pro-HSC) still emerge in the absence of circulation, but are functionally impaired and do not activate the hematopoietic program. Single-cell transcriptomics indicate that the onset of circulation induces a metabolic switch that is required for hematopoietic development.
- Published
- 2021
46. High-Content Quantification of Single-Cell Immune Dynamics.
- Author
-
Junkin, Michael, Kaestli, Alicia J., Cheng, Zhang, Jordi, Christian, Albayrak, Cem, Hoffmann, Alexander, and Tay, Savaş
- Abstract
Summary Cells receive time-varying signals from the environment and generate functional responses by secreting their own signaling molecules. Characterizing dynamic input-output relationships in single cells is crucial for understanding and modeling cellular systems. We developed an automated microfluidic system that delivers precisely defined dynamical inputs to individual living cells and simultaneously measures key immune parameters dynamically. Our system combines nanoliter immunoassays, microfluidic input generation, and time-lapse microscopy, enabling study of previously untestable aspects of immunity by measuring time-dependent cytokine secretion and transcription factor activity from single cells stimulated with dynamic inflammatory inputs. Employing this system to analyze macrophage signal processing under pathogen inputs, we found that the dynamics of TNF secretion are highly heterogeneous and surprisingly uncorrelated with the dynamics of NF-κB, the transcription factor controlling TNF production. Computational modeling of the LPS/TLR4 pathway shows that post-transcriptional regulation by TRIF is a key determinant of noisy and uncorrelated TNF secretion dynamics in single macrophages. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
47. Single-cell analysis of the human pancreas in type 2 diabetes using multi-spectral imaging mass cytometry
- Author
-
Jonathan Schug, Varun Bahl, Minghui Wu, Klaus H. Kaestner, Michelle Y.Y. Lee, Daniel Traum, Mark A. Atkinson, Guanjie Fan, and Irina Kusmartseva
- Subjects
Adult ,Male ,endocrine system ,Stromal cell ,Adolescent ,endocrine system diseases ,QH301-705.5 ,Fluorescent Antibody Technique ,Enteroendocrine cell ,imaging mass cytometry ,Biology ,CD8-Positive T-Lymphocytes ,General Biochemistry, Genetics and Molecular Biology ,Article ,Young Adult ,Immune system ,Single-cell analysis ,multiplexed imaging ,Insulin-Secreting Cells ,medicine ,Humans ,Mass cytometry ,Biology (General) ,Aged ,geography ,geography.geographical_feature_category ,Macrophages ,Type 2 Diabetes Mellitus ,nutritional and metabolic diseases ,HLA-DR Antigens ,Middle Aged ,immunolabeling ,Islet ,Flow Cytometry ,medicine.anatomical_structure ,Diabetes Mellitus, Type 2 ,Microscopy, Fluorescence ,Glucagon-Secreting Cells ,human pancreas ,Case-Control Studies ,Cancer research ,histopathology ,Female ,type 2 diabetes ,Single-Cell Analysis ,Pancreas ,Biomarkers - Abstract
SUMMARY Type 2 diabetes mellitus (T2D) is a chronic age-related disorder characterized by hyperglycemia due to the failure of pancreatic beta cells to compensate for increased insulin demand. Despite decades of research, the pathogenic mechanisms underlying T2D remain poorly defined. Here, we use imaging mass cytometry (IMC) with a panel of 34 antibodies to simultaneously quantify markers of pancreatic exocrine, islet, and immune cells and stromal components. We analyze over 2 million cells from 16 pancreata obtained from donors with T2D and 13 pancreata from age-similar non-diabetic controls. In the T2D pancreata, we observe significant alterations in islet architecture, endocrine cell composition, and immune cell constituents. Thus, both HLA-DR-positive CD8 T cells and macrophages are enriched intra-islet in the T2D pancreas. These efforts demonstrate the utility of IMC for investigating complex events at the cellular level in order to provide insights into the pathophysiology of T2D., In brief Wu et al. use an advanced imaging technique to profile two million cells within the pancreas of healthy people and those with T2D. They identify changes in tissue architecture and immune cell infiltration in the diabetic pancreas that help our understanding of this major health problem., Graphical Abstract
- Published
- 2021
48. Efficient stimulation of retinal regeneration from Müller glia in adult mice using combinations of proneural bHLH transcription factors
- Author
-
Alexandra K. Haugan, Wesley Jenkins, Thomas A. Reh, Phoebe C. Donaldson, Qiang Chen, Claire K. Wong, Connor Finkbeiner, Marcus J. Hooper, Nikolas L. Jorstad, Levi Todd, Nicholas Radulovich, and Fred Rieke
- Subjects
ATOH1 ,Male ,retina ,glia ,QH301-705.5 ,Neurogenesis ,Ependymoglial Cells ,Mice, Transgenic ,Nerve Tissue Proteins ,Biology ,Retinal ganglion ,General Biochemistry, Genetics and Molecular Biology ,Article ,medicine ,Basic Helix-Loop-Helix Transcription Factors ,Animals ,RNA-Seq ,Biology (General) ,Transcription factor ,Cells, Cultured ,Retinal regeneration ,bHLH transcription factors ,Muller glia ,Retina ,reprogramming ,Cell biology ,Nerve Regeneration ,Mice, Inbred C57BL ,ASCL1 ,medicine.anatomical_structure ,Phenotype ,Gene Expression Regulation ,nervous system ,regeneration ,biology.protein ,Female ,Single-Cell Analysis ,Signal Transduction - Abstract
Summary: Regenerative neuroscience aims to stimulate endogenous repair in the nervous system to replace neurons lost from degenerative diseases. Recently, we reported that overexpressing the transcription factor Ascl1 in Müller glia (MG) is sufficient to stimulate MG to regenerate functional neurons in the adult mouse retina. However, this process is inefficient, and only a third of the Ascl1-expressing MG generate new neurons. Here, we test whether proneural transcription factors of the Atoh1/7 class can further promote the regenerative capacity of MG. We find that the combination of Ascl1:Atoh1 is remarkably efficient at stimulating neurogenesis, even in the absence of retinal injury. Using electrophysiology and single-cell RNA sequencing (scRNA-seq), we demonstrate that Ascl1:Atoh1 generates a diversity of retinal neuron types, with the majority expressing characteristics of retinal ganglion cells. Our results provide a proof of principle that combinations of developmental transcription factors can substantially improve glial reprogramming to neurons and expand the repertoire of regenerated cell fates.
- Published
- 2021
49. Single-cell secretion analysis reveals a dual role for IL-10 in restraining and resolving the TLR4-induced inflammatory response
- Author
-
Amanda F. Alexander, Ilana Kelsey, Kathryn Miller-Jensen, and Hannah Forbes
- Subjects
Lipopolysaccharides ,QH301-705.5 ,medicine.medical_treatment ,macrophage ,General Biochemistry, Genetics and Molecular Biology ,Antibodies ,Article ,Proinflammatory cytokine ,Mice ,medicine ,Animals ,Secretion ,Receptors, Interleukin-10 ,Biology (General) ,Autocrine signalling ,Chemokine CCL5 ,Chemistry ,Tumor Necrosis Factor-alpha ,Macrophages ,single-cell measurements ,Interferon-beta ,Recombinant Proteins ,Cell biology ,Interleukin-10 ,Mice, Inbred C57BL ,Toll-Like Receptor 4 ,Interleukin 10 ,Cytokine ,IL-10 ,TLR4 ,Tumor necrosis factor alpha ,Cytokine secretion ,Female ,Single-Cell Analysis ,TLR4 signaling ,Signal Transduction - Abstract
Summary: Following Toll-like receptor 4 (TLR4) stimulation of macrophages, negative feedback mediated by the anti-inflammatory cytokine interleukin-10 (IL-10) limits the inflammatory response. However, extensive cell-to-cell variability in TLR4-stimulated cytokine secretion raises questions about how negative feedback is robustly implemented. To explore this, we characterize the TLR4-stimulated secretion program in primary murine macrophages using a single-cell microwell assay that enables evaluation of functional autocrine IL-10 signaling. High-dimensional analysis of single-cell data reveals three tiers of TLR4-induced proinflammatory activation based on levels of cytokine secretion. Surprisingly, while IL-10 inhibits TLR4-induced activation in the highest tier, it also contributes to the TLR4-induced activation threshold by regulating which cells transition from non-secreting to secreting states. This role for IL-10 in restraining TLR4 inflammatory activation is largely mediated by intermediate interferon (IFN)-β signaling, while TNF likely mediates response resolution by IL-10. Thus, cell-to-cell variability in cytokine regulatory motifs provides a means to tailor the TLR4-induced inflammatory response.
- Published
- 2021
50. Transitions in lineage specification and gene regulatory networks in hematopoietic stem/progenitor cells over human development
- Author
-
Anindita Roy, Natalina Elliott, David M. Bodine, Supat Thongjuea, Anastasios Karadimitris, Jennifer O'Sullivan, Irene Roberts, Deena Iskander, Sorcha O’Byrne, Bethan Psaila, Gemma Buck, Guanlin Wang, Adam J. Mead, Alba Rodriguez Meira, Wei Xiong Wen, Elisabeth F. Heuston, and Peng Hua
- Subjects
Resource ,QH301-705.5 ,Gene regulatory network ,Biology ,General Biochemistry, Genetics and Molecular Biology ,Transcriptome ,medicine ,Humans ,Compartment (development) ,Cell Lineage ,Gene Regulatory Networks ,Progenitor cell ,Biology (General) ,Myelofibrosis ,Gene ,stem/progenitor cells ,Sequence Analysis, RNA ,single-cell genomics ,Cell Differentiation ,Hematopoietic Stem Cells ,medicine.disease ,hematopoiesis ,Cell biology ,Haematopoiesis ,human development ,single-cell RNA sequencing analysis ,Single-Cell Analysis ,Stem cell ,Signal Transduction - Abstract
Summary Human hematopoiesis is a dynamic process that starts in utero 18–21 days post-conception. Understanding the site- and stage-specific variation in hematopoiesis is important if we are to understand the origin of hematological disorders, many of which occur at specific points in the human lifespan. To unravel how the hematopoietic stem/progenitor cell (HSPC) compartment changes during human ontogeny and the underlying gene regulatory mechanisms, we compare 57,489 HSPCs from 5 different tissues spanning 4 developmental stages through the human lifetime. Single-cell transcriptomic analysis identifies significant site- and developmental stage-specific transitions in cellular architecture and gene regulatory networks. Hematopoietic stem cells show progression from cycling to quiescence and increased inflammatory signaling during ontogeny. We demonstrate the utility of this dataset for understanding aberrant hematopoiesis through comparison to two cancers that present at distinct time points in postnatal life—juvenile myelomonocytic leukemia, a childhood cancer, and myelofibrosis, which classically presents in older adults., Graphical abstract, Highlights • Sampling of >57,000 hematopoietic cells over 4 stages of human development • Gene regulatory networks underpin changes in lineage specification through ontogeny • Stem cells show progressive changes in cell cycling and inflammatory signaling • Resource enables understanding of hematopoietic disorders presenting at specific age, Roy et al. use single-cell transcriptomics to compare lineage specification and gene regulatory networks of hematopoietic stem/progenitor cells (HSPCs) from multiple tissues over human ontogeny. Comparison to HSPCs from two blood cancers demonstrates the utility of the dataset for understanding disease processes and the emergence of age-specific blood malignancies.
- Published
- 2021
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