Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin

被引:64
作者
Apostolidis, Sokratis A. [1 ]
Stifano, Giuseppina [2 ]
Tabib, Tracy [1 ]
Rice, Lisa M. [2 ]
Morse, Christina M. [1 ]
Kahaleh, Bashar [3 ]
Lafyatis, Robert [1 ]
机构
[1] Univ Pittsburgh, Dept Med, Med Ctr, Div Rheumatol, Pittsburgh, PA 15213 USA
[2] Boston Univ, Sch Med, Boston, MA 02118 USA
[3] Univ Toledo, Dept Med, Div Rheumatol & Immunol, 2801 W Bancroft St, Toledo, OH 43606 USA
来源
FRONTIERS IN IMMUNOLOGY | 2018年 / 9卷
基金
美国国家卫生研究院;
关键词
ScRNA-seq; HSPG2; APLNR; systemic sclerosis; endothelial dysfunction; VON-WILLEBRAND-FACTOR; GROWTH-FACTOR-BETA; MESENCHYMAL TRANSITION; VASCULAR-DISEASE; TRANSCRIPTIONAL ACTIVATION; IMPAIRED ANGIOGENESIS; RAYNAUDS-PHENOMENON; DERMAL FIBROBLASTS; PROGENITOR CELLS; SCLERODERMA SKIN;
D O I
10.3389/fimmu.2018.02191
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Objective: The mechanisms that lead to endothelial cell (EC) injury and propagate the vasculopathy in Systemic Sclerosis (SSc) are not well understood. Using single cell RNA sequencing (scRNA-seq), our goal was to identify EC markers and signature pathways associated with vascular injury in SSc skin. Methods: We implemented single cell sorting and subsequent RNA sequencing of cells isolated from SSc and healthy control skin. We used t-distributed stochastic neighbor embedding (t-SNE) to identify the various cell types. We performed pathway analysis using Gene Set Enrichment Analysis (GSEA) and Ingenuity Pathway Analysis (IPA). Finally, we independently verified distinct markers using immunohistochemistry on skin biopsies and qPCR in primary ECs from SSc and healthy skin. Results: By combining the t-SNE analysis with the expression of known EC markers, we positively identified ECs among the sorted cells. Subsequently, we examined the differential expression profile between the ECs from healthy and SSc skin. Using GSEA and IPA analysis, we demonstrated that the SSc endothelial cell expression profile is enriched in processes associated with extracellular matrix generation, negative regulation of angiogenesis and epithelial-to-mesenchymal transition. Two of the top differentially expressed genes, HSPG2 and APLNR, were independently verified using immunohistochemistry staining and real-time qPCR analysis. Conclusion: ScRNA-seq, differential gene expression and pathway analysis revealed that ECs from SSc patients show a discrete pattern of gene expression associated with vascular injury and activation, extracellular matrix generation and negative regulation of angiogenesis. HSPG2 and APLNR were identified as two of the top markers of EC injury in SSc.
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页数:11
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共 65 条
  • [1] Endothelial dysfunction in systemic sclerosis
    Altorok, Nezam
    Wang, Yongqing
    Kahaleh, Bashar
    [J]. CURRENT OPINION IN RHEUMATOLOGY, 2014, 26 (06) : 615 - 620
  • [2] Andersen Charlotte U, 2011, Pulm Circ, V1, P334, DOI 10.4103/2045-8932.87299
  • [3] PRELIMINARY CRITERIA FOR THE CLASSIFICATION OF SYSTEMIC-SCLEROSIS (SCLERODERMA)
    不详
    [J]. ARTHRITIS AND RHEUMATISM, 1980, 23 (05): : 581 - 590
  • [4] [Anonymous], 2014, CURR PROTOC MOL BIOL, DOI DOI 10.1002/0471142727.MB0422S107
  • [5] Serum apelin levels: clinical association with vascular involvements in patients with systemic sclerosis
    Aozasa, N.
    Asano, Y.
    Akamata, K.
    Noda, S.
    Masui, Y.
    Yamada, D.
    Tamaki, Z.
    Tada, Y.
    Sugaya, M.
    Kadono, T.
    Sato, S.
    [J]. JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY, 2013, 27 (01) : 37 - 42
  • [6] Extracellular Matrix Molecular Remodeling in Human Liver Fibrosis Evolution
    Baiocchini, Andrea
    Montaldo, Claudia
    Conigliaro, Alice
    Grimaldi, Alessio
    Correani, Virginia
    Mura, Francesco
    Ciccosanti, Fabiola
    Rotiroti, Nicolina
    Brenna, Alessia
    Montalbano, Marzia
    D'Offizi, Gianpiero
    Capobianchi, Maria Rosaria
    Alessandro, Riccardo
    Piacentini, Mauro
    Schinina, Maria Eugenia
    Maras, Bruno
    Del Nonno, Franca
    Tripodi, Marco
    Mancone, Carmine
    [J]. PLOS ONE, 2016, 11 (03):
  • [7] Blann AD, 1997, BRIT J BIOMED SCI, V54, P5
  • [8] Thrombospondin 1 is a key mediator of transforming growth factor beta-mediated cell contractility in systemic sclerosis via a mitogen-activated protein kinase kinase (MEK)/extracellular signal-regulated kinase (ERK)-dependent mechanism
    Chen, Yunliang
    Leask, Andrew
    Abraham, David J.
    Kennedy, Laura
    Shi-wen, Xu
    Denton, Christopher P.
    Black, Carol M.
    Verjee, Liaquat S.
    Eastwood, Mark
    [J]. FIBROGENESIS & TISSUE REPAIR, 2011, 4
  • [9] ELABELA: A Hormone Essential for Heart Development Signals via the Apelin Receptor
    Chng, Serene C.
    Ho, Lena
    Tian, Jing
    Reversade, Bruno
    [J]. DEVELOPMENTAL CELL, 2013, 27 (06) : 672 - 680
  • [10] Cellular players in angiogenesis during the course of systemic sclerosis
    Cipriani, Paola
    Marrelli, Alessandra
    Liakouli, Vasiliki
    Di Benedetto, Paola
    Giacomelli, Roberto
    [J]. AUTOIMMUNITY REVIEWS, 2011, 10 (10) : 641 - 646