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

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...

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Main Authors: Sokratis A. Apostolidis, Giuseppina Stifano, Tracy Tabib, Lisa M. Rice, Christina M. Morse, Bashar Kahaleh, Robert Lafyatis
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-10-01
Series:Frontiers in Immunology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fimmu.2018.02191/full
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spelling doaj-cae8b99b309c494c887a574f013ca6ee2020-11-24T23:31:19ZengFrontiers Media S.A.Frontiers in Immunology1664-32242018-10-01910.3389/fimmu.2018.02191359069Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis SkinSokratis A. Apostolidis0Giuseppina Stifano1Tracy Tabib2Lisa M. Rice3Christina M. Morse4Bashar Kahaleh5Robert Lafyatis6Division of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, United StatesBoston University School of Medicine, Boston, MA, United StatesDivision of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, United StatesBoston University School of Medicine, Boston, MA, United StatesDivision of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, United StatesDivision of Rheumatology and Immunology, Department of Medicine, University of Toledo, Toledo, OH, United StatesDivision of Rheumatology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, United StatesObjective: 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.https://www.frontiersin.org/article/10.3389/fimmu.2018.02191/fullScRNA-seqHSPG2APLNRsystemic sclerosisendothelial dysfunction
collection DOAJ
language English
format Article
sources DOAJ
author Sokratis A. Apostolidis
Giuseppina Stifano
Tracy Tabib
Lisa M. Rice
Christina M. Morse
Bashar Kahaleh
Robert Lafyatis
spellingShingle Sokratis A. Apostolidis
Giuseppina Stifano
Tracy Tabib
Lisa M. Rice
Christina M. Morse
Bashar Kahaleh
Robert Lafyatis
Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
Frontiers in Immunology
ScRNA-seq
HSPG2
APLNR
systemic sclerosis
endothelial dysfunction
author_facet Sokratis A. Apostolidis
Giuseppina Stifano
Tracy Tabib
Lisa M. Rice
Christina M. Morse
Bashar Kahaleh
Robert Lafyatis
author_sort Sokratis A. Apostolidis
title Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
title_short Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
title_full Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
title_fullStr Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
title_full_unstemmed Single Cell RNA Sequencing Identifies HSPG2 and APLNR as Markers of Endothelial Cell Injury in Systemic Sclerosis Skin
title_sort single cell rna sequencing identifies hspg2 and aplnr as markers of endothelial cell injury in systemic sclerosis skin
publisher Frontiers Media S.A.
series Frontiers in Immunology
issn 1664-3224
publishDate 2018-10-01
description 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.
topic ScRNA-seq
HSPG2
APLNR
systemic sclerosis
endothelial dysfunction
url https://www.frontiersin.org/article/10.3389/fimmu.2018.02191/full
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