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Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues

OBJECTIVE: We conducted a comprehensive gene expression meta‐analysis in dermatomyositis (DM) muscle and skin tissues to identify shared disease‐relevant genes and pathways across tissues. METHODS: Six publicly available data sets from DM muscle and two from skin were identified. Meta‐analysis was p...

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Autores principales: Neely, Jessica, Rychkov, Dmitry, Paranjpe, Manish, Waterfield, Michael, Kim, Susan, Sirota, Marina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6917332/
https://www.ncbi.nlm.nih.gov/pubmed/31872188
http://dx.doi.org/10.1002/acr2.11081
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author Neely, Jessica
Rychkov, Dmitry
Paranjpe, Manish
Waterfield, Michael
Kim, Susan
Sirota, Marina
author_facet Neely, Jessica
Rychkov, Dmitry
Paranjpe, Manish
Waterfield, Michael
Kim, Susan
Sirota, Marina
author_sort Neely, Jessica
collection PubMed
description OBJECTIVE: We conducted a comprehensive gene expression meta‐analysis in dermatomyositis (DM) muscle and skin tissues to identify shared disease‐relevant genes and pathways across tissues. METHODS: Six publicly available data sets from DM muscle and two from skin were identified. Meta‐analysis was performed by first processing data sets individually then cross‐study normalization and merging creating tissue‐specific gene expression matrices for subsequent analysis. Complementary single‐gene and network analyses using Significance Analysis of Microarrays (SAM) and Weighted Gene Co‐expression Network Analysis (WGCNA) were conducted to identify genes significantly associated with DM. Cell‐type enrichment was performed using xCell. RESULTS: There were 544 differentially expressed genes (FC ≥ 1.3, q < 0.05) in muscle and 300 in skin. There were 94 shared upregulated genes across tissues enriched in type I and II interferon (IFN) signaling and major histocompatibility complex (MHC) class I antigen‐processing pathways. In a network analysis, we identified eight significant gene modules in muscle and seven in skin. The most highly correlated modules were enriched in pathways consistent with the single‐gene analysis. Additional pathways uncovered by WGCNA included T‐cell activation and T‐cell receptor signaling. In the cell‐type enrichment analysis, both tissues were highly enriched in activated dendritic cells and M1 macrophages. CONCLUSION: There is striking similarity in gene expression across DM target tissues with enrichment of type I and II IFN pathways, MHC class I antigen‐processing, T‐cell activation, and antigen‐presenting cells. These results suggest IFN‐γ may contribute to the global IFN signature in DM, and altered auto‐antigen presentation through the class I MHC pathway may be important in disease pathogenesis.
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spelling pubmed-69173322019-12-23 Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues Neely, Jessica Rychkov, Dmitry Paranjpe, Manish Waterfield, Michael Kim, Susan Sirota, Marina ACR Open Rheumatol Original Articles OBJECTIVE: We conducted a comprehensive gene expression meta‐analysis in dermatomyositis (DM) muscle and skin tissues to identify shared disease‐relevant genes and pathways across tissues. METHODS: Six publicly available data sets from DM muscle and two from skin were identified. Meta‐analysis was performed by first processing data sets individually then cross‐study normalization and merging creating tissue‐specific gene expression matrices for subsequent analysis. Complementary single‐gene and network analyses using Significance Analysis of Microarrays (SAM) and Weighted Gene Co‐expression Network Analysis (WGCNA) were conducted to identify genes significantly associated with DM. Cell‐type enrichment was performed using xCell. RESULTS: There were 544 differentially expressed genes (FC ≥ 1.3, q < 0.05) in muscle and 300 in skin. There were 94 shared upregulated genes across tissues enriched in type I and II interferon (IFN) signaling and major histocompatibility complex (MHC) class I antigen‐processing pathways. In a network analysis, we identified eight significant gene modules in muscle and seven in skin. The most highly correlated modules were enriched in pathways consistent with the single‐gene analysis. Additional pathways uncovered by WGCNA included T‐cell activation and T‐cell receptor signaling. In the cell‐type enrichment analysis, both tissues were highly enriched in activated dendritic cells and M1 macrophages. CONCLUSION: There is striking similarity in gene expression across DM target tissues with enrichment of type I and II IFN pathways, MHC class I antigen‐processing, T‐cell activation, and antigen‐presenting cells. These results suggest IFN‐γ may contribute to the global IFN signature in DM, and altered auto‐antigen presentation through the class I MHC pathway may be important in disease pathogenesis. John Wiley and Sons Inc. 2019-11-09 /pmc/articles/PMC6917332/ /pubmed/31872188 http://dx.doi.org/10.1002/acr2.11081 Text en © 2019 The Authors. ACR Open Rheumatology published by Wiley Periodicals, Inc. on behalf of American College of Rheumatology. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Original Articles
Neely, Jessica
Rychkov, Dmitry
Paranjpe, Manish
Waterfield, Michael
Kim, Susan
Sirota, Marina
Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title_full Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title_fullStr Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title_full_unstemmed Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title_short Gene Expression Meta‐Analysis Reveals Concordance in Gene Activation, Pathway, and Cell‐Type Enrichment in Dermatomyositis Target Tissues
title_sort gene expression meta‐analysis reveals concordance in gene activation, pathway, and cell‐type enrichment in dermatomyositis target tissues
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6917332/
https://www.ncbi.nlm.nih.gov/pubmed/31872188
http://dx.doi.org/10.1002/acr2.11081
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