Laser Capture Microscopy RNA Sequencing for Topological Mapping of Synovial Pathology During Rheumatoid Arthritis
Objective Rheumatoid arthritis (RA) is an autoimmune disease in which the joint lining or synovium becomes highly inflamed and majorly contributes to disease progression. Understanding pathogenic processes in RA synovium is critical for identifying therapeutic targets. We performed laser capture mic...
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creator | Van Espen, Benjamin Prideaux, E. Barton Wilson, Andrew R. Machado, Camilla R. L. Sendo, Sho Parker, James Seumois, Grégory Sacchetti, Cristiano Belongia, Anna C. Perumal, Narayanan B. Vijayanand, Pandurangan Linnik, Matthew D. Benschop, Robert J. Wang, Wei Bottini, Nunzio Firestein, Gary S. Stanford, Stephanie M. |
description | Objective
Rheumatoid arthritis (RA) is an autoimmune disease in which the joint lining or synovium becomes highly inflamed and majorly contributes to disease progression. Understanding pathogenic processes in RA synovium is critical for identifying therapeutic targets. We performed laser capture microscopy (LCM) followed by RNA sequencing (LCM‐RNAseq) to study regional transcriptomes throughout RA synovium.
Methods
Synovial lining, sublining, and vessel samples were captured by LCM from seven patients with RA and seven patients with osteoarthritis (OA). RNAseq was performed on RNA extracted from captured tissue. Principal component analysis was performed on the sample set by disease state. Differential expression analysis was performed between disease states based on log2 fold change and q value parameters. Pathway analysis was performed using the Reactome Pathway Database on differentially expressed genes among disease states. Significantly enriched pathways in each synovial region were selected based on the false discovery rate.
Results
RA and OA transcriptomes were distinguishable by principal component analysis. Pairwise comparisons of synovial lining, sublining, and vessel samples between RA and OA revealed substantial differences in transcriptional patterns throughout the synovium. Hierarchical clustering of pathways based on significance revealed a pattern of association between biologic function and synovial topology. Analysis of pathways uniquely enriched in each region revealed distinct phenotypic abnormalities. As examples, RA lining samples were marked by anomalous immune cell signaling, RA sublining samples were marked by aberrant cell cycle, and RA vessel samples were marked by alterations in heme scavenging.
Conclusion
LCM‐RNAseq confirms reported transcriptional differences between the RA synovium and the OA synovium and provides evidence supporting a relationship between synovial topology and molecular anomalies in RA. |
doi_str_mv | 10.1002/art.42853 |
format | Article |
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Rheumatoid arthritis (RA) is an autoimmune disease in which the joint lining or synovium becomes highly inflamed and majorly contributes to disease progression. Understanding pathogenic processes in RA synovium is critical for identifying therapeutic targets. We performed laser capture microscopy (LCM) followed by RNA sequencing (LCM‐RNAseq) to study regional transcriptomes throughout RA synovium.
Methods
Synovial lining, sublining, and vessel samples were captured by LCM from seven patients with RA and seven patients with osteoarthritis (OA). RNAseq was performed on RNA extracted from captured tissue. Principal component analysis was performed on the sample set by disease state. Differential expression analysis was performed between disease states based on log2 fold change and q value parameters. Pathway analysis was performed using the Reactome Pathway Database on differentially expressed genes among disease states. Significantly enriched pathways in each synovial region were selected based on the false discovery rate.
Results
RA and OA transcriptomes were distinguishable by principal component analysis. Pairwise comparisons of synovial lining, sublining, and vessel samples between RA and OA revealed substantial differences in transcriptional patterns throughout the synovium. Hierarchical clustering of pathways based on significance revealed a pattern of association between biologic function and synovial topology. Analysis of pathways uniquely enriched in each region revealed distinct phenotypic abnormalities. As examples, RA lining samples were marked by anomalous immune cell signaling, RA sublining samples were marked by aberrant cell cycle, and RA vessel samples were marked by alterations in heme scavenging.
Conclusion
LCM‐RNAseq confirms reported transcriptional differences between the RA synovium and the OA synovium and provides evidence supporting a relationship between synovial topology and molecular anomalies in RA.</description><identifier>ISSN: 2326-5191</identifier><identifier>ISSN: 2326-5205</identifier><identifier>EISSN: 2326-5205</identifier><identifier>DOI: 10.1002/art.42853</identifier><identifier>PMID: 38556917</identifier><language>eng</language><publisher>Boston, USA: Wiley Periodicals, Inc</publisher><subject>Abnormalities ; Aged ; Arthritis ; Arthritis, Rheumatoid - genetics ; Arthritis, Rheumatoid - pathology ; Autoimmune diseases ; Cell cycle ; Cell signaling ; Cluster analysis ; Clustering ; Female ; Gene expression ; Gene Expression Profiling ; Gene sequencing ; Humans ; Immune system ; Inflammation ; Laser Capture Microdissection ; Male ; Microscopy ; Middle Aged ; Osteoarthritis ; Osteoarthritis - genetics ; Osteoarthritis - pathology ; Pattern analysis ; Principal Component Analysis ; Principal components analysis ; Rheumatoid arthritis ; Rheumatoid synovitis ; Ribonucleic acid ; RNA ; Scavenging ; Sequence Analysis, RNA ; Synovial Membrane - metabolism ; Synovial Membrane - pathology ; Therapeutic targets ; Topology ; Transcriptome ; Transcriptomes ; Vessels</subject><ispartof>Arthritis & rheumatology (Hoboken, N.J.), 2024-08, Vol.76 (8), p.1243-1251</ispartof><rights>2024 American College of Rheumatology</rights><rights>2024 American College of Rheumatology.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3133-6bef1c9e0a70dc96b5b862bce528798e4e4b1526bde7fb75bfe31fc86e3dda6b3</cites><orcidid>0000-0002-7193-341X ; 0000-0003-3495-960X ; 0000-0001-9025-7501 ; 0000-0003-0934-5462</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fart.42853$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fart.42853$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,776,780,1411,27901,27902,45550,45551</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38556917$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Van Espen, Benjamin</creatorcontrib><creatorcontrib>Prideaux, E. Barton</creatorcontrib><creatorcontrib>Wilson, Andrew R.</creatorcontrib><creatorcontrib>Machado, Camilla R. L.</creatorcontrib><creatorcontrib>Sendo, Sho</creatorcontrib><creatorcontrib>Parker, James</creatorcontrib><creatorcontrib>Seumois, Grégory</creatorcontrib><creatorcontrib>Sacchetti, Cristiano</creatorcontrib><creatorcontrib>Belongia, Anna C.</creatorcontrib><creatorcontrib>Perumal, Narayanan B.</creatorcontrib><creatorcontrib>Vijayanand, Pandurangan</creatorcontrib><creatorcontrib>Linnik, Matthew D.</creatorcontrib><creatorcontrib>Benschop, Robert J.</creatorcontrib><creatorcontrib>Wang, Wei</creatorcontrib><creatorcontrib>Bottini, Nunzio</creatorcontrib><creatorcontrib>Firestein, Gary S.</creatorcontrib><creatorcontrib>Stanford, Stephanie M.</creatorcontrib><title>Laser Capture Microscopy RNA Sequencing for Topological Mapping of Synovial Pathology During Rheumatoid Arthritis</title><title>Arthritis & rheumatology (Hoboken, N.J.)</title><addtitle>Arthritis Rheumatol</addtitle><description>Objective
Rheumatoid arthritis (RA) is an autoimmune disease in which the joint lining or synovium becomes highly inflamed and majorly contributes to disease progression. Understanding pathogenic processes in RA synovium is critical for identifying therapeutic targets. We performed laser capture microscopy (LCM) followed by RNA sequencing (LCM‐RNAseq) to study regional transcriptomes throughout RA synovium.
Methods
Synovial lining, sublining, and vessel samples were captured by LCM from seven patients with RA and seven patients with osteoarthritis (OA). RNAseq was performed on RNA extracted from captured tissue. Principal component analysis was performed on the sample set by disease state. Differential expression analysis was performed between disease states based on log2 fold change and q value parameters. Pathway analysis was performed using the Reactome Pathway Database on differentially expressed genes among disease states. Significantly enriched pathways in each synovial region were selected based on the false discovery rate.
Results
RA and OA transcriptomes were distinguishable by principal component analysis. Pairwise comparisons of synovial lining, sublining, and vessel samples between RA and OA revealed substantial differences in transcriptional patterns throughout the synovium. Hierarchical clustering of pathways based on significance revealed a pattern of association between biologic function and synovial topology. Analysis of pathways uniquely enriched in each region revealed distinct phenotypic abnormalities. As examples, RA lining samples were marked by anomalous immune cell signaling, RA sublining samples were marked by aberrant cell cycle, and RA vessel samples were marked by alterations in heme scavenging.
Conclusion
LCM‐RNAseq confirms reported transcriptional differences between the RA synovium and the OA synovium and provides evidence supporting a relationship between synovial topology and molecular anomalies in RA.</description><subject>Abnormalities</subject><subject>Aged</subject><subject>Arthritis</subject><subject>Arthritis, Rheumatoid - genetics</subject><subject>Arthritis, Rheumatoid - pathology</subject><subject>Autoimmune diseases</subject><subject>Cell cycle</subject><subject>Cell signaling</subject><subject>Cluster analysis</subject><subject>Clustering</subject><subject>Female</subject><subject>Gene expression</subject><subject>Gene Expression Profiling</subject><subject>Gene sequencing</subject><subject>Humans</subject><subject>Immune system</subject><subject>Inflammation</subject><subject>Laser Capture Microdissection</subject><subject>Male</subject><subject>Microscopy</subject><subject>Middle Aged</subject><subject>Osteoarthritis</subject><subject>Osteoarthritis - genetics</subject><subject>Osteoarthritis - pathology</subject><subject>Pattern analysis</subject><subject>Principal Component Analysis</subject><subject>Principal components analysis</subject><subject>Rheumatoid arthritis</subject><subject>Rheumatoid synovitis</subject><subject>Ribonucleic acid</subject><subject>RNA</subject><subject>Scavenging</subject><subject>Sequence Analysis, RNA</subject><subject>Synovial Membrane - metabolism</subject><subject>Synovial Membrane - pathology</subject><subject>Therapeutic targets</subject><subject>Topology</subject><subject>Transcriptome</subject><subject>Transcriptomes</subject><subject>Vessels</subject><issn>2326-5191</issn><issn>2326-5205</issn><issn>2326-5205</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp10ctO3DAUBmCroiqIsugLVJbY0MWAL7ETL0dDuUgDVMN0HdnOCWOUiYOdtMrb4zDAAglvbB1_-mWfg9APSk4pIexMh_40Y4XgX9AB40zOBCNi7-1MFd1HRzE-krRUTiQR39A-L4SQiuYH6GmpIwS80F0_BMA3zgYfre9GvLqd43t4GqC1rn3AtQ947Tvf-AdndYNvdNdNdV_j-7H1_1yq_dH9ZgIjPh_CdLnawLDVvXcVnod-E1zv4nf0tdZNhKPX_RD9vfi9XlzNlneX14v5cmY55XwmDdTUKiA6J5VV0ghTSGYsCFbkqoAMMkMFk6aCvDa5MDVwWttCAq8qLQ0_RCe73C749IvYl1sXLTSNbsEPseSEqYJKkWWJHn-gj34IbXpdUoVQPCeKJPVrp6YWxQB12QW31WEsKSmnUZRpFOXLKJL9-Zo4mC1U7_Kt8Qmc7cB_18D4eVI5X613kc87AJQO</recordid><startdate>202408</startdate><enddate>202408</enddate><creator>Van Espen, Benjamin</creator><creator>Prideaux, E. Barton</creator><creator>Wilson, Andrew R.</creator><creator>Machado, Camilla R. L.</creator><creator>Sendo, Sho</creator><creator>Parker, James</creator><creator>Seumois, Grégory</creator><creator>Sacchetti, Cristiano</creator><creator>Belongia, Anna C.</creator><creator>Perumal, Narayanan B.</creator><creator>Vijayanand, Pandurangan</creator><creator>Linnik, Matthew D.</creator><creator>Benschop, Robert J.</creator><creator>Wang, Wei</creator><creator>Bottini, Nunzio</creator><creator>Firestein, Gary S.</creator><creator>Stanford, Stephanie M.</creator><general>Wiley Periodicals, Inc</general><general>Wiley Subscription Services, Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QL</scope><scope>7QP</scope><scope>7T5</scope><scope>7TM</scope><scope>7U7</scope><scope>C1K</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-7193-341X</orcidid><orcidid>https://orcid.org/0000-0003-3495-960X</orcidid><orcidid>https://orcid.org/0000-0001-9025-7501</orcidid><orcidid>https://orcid.org/0000-0003-0934-5462</orcidid></search><sort><creationdate>202408</creationdate><title>Laser Capture Microscopy RNA Sequencing for Topological Mapping of Synovial Pathology During Rheumatoid Arthritis</title><author>Van Espen, Benjamin ; Prideaux, E. Barton ; Wilson, Andrew R. ; Machado, Camilla R. L. ; Sendo, Sho ; Parker, James ; Seumois, Grégory ; Sacchetti, Cristiano ; Belongia, Anna C. ; Perumal, Narayanan B. ; Vijayanand, Pandurangan ; Linnik, Matthew D. ; Benschop, Robert J. ; Wang, Wei ; Bottini, Nunzio ; Firestein, Gary S. ; Stanford, Stephanie M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3133-6bef1c9e0a70dc96b5b862bce528798e4e4b1526bde7fb75bfe31fc86e3dda6b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Abnormalities</topic><topic>Aged</topic><topic>Arthritis</topic><topic>Arthritis, Rheumatoid - genetics</topic><topic>Arthritis, Rheumatoid - pathology</topic><topic>Autoimmune diseases</topic><topic>Cell cycle</topic><topic>Cell signaling</topic><topic>Cluster analysis</topic><topic>Clustering</topic><topic>Female</topic><topic>Gene expression</topic><topic>Gene Expression Profiling</topic><topic>Gene sequencing</topic><topic>Humans</topic><topic>Immune system</topic><topic>Inflammation</topic><topic>Laser Capture Microdissection</topic><topic>Male</topic><topic>Microscopy</topic><topic>Middle Aged</topic><topic>Osteoarthritis</topic><topic>Osteoarthritis - genetics</topic><topic>Osteoarthritis - pathology</topic><topic>Pattern analysis</topic><topic>Principal Component Analysis</topic><topic>Principal components analysis</topic><topic>Rheumatoid arthritis</topic><topic>Rheumatoid synovitis</topic><topic>Ribonucleic acid</topic><topic>RNA</topic><topic>Scavenging</topic><topic>Sequence Analysis, RNA</topic><topic>Synovial Membrane - metabolism</topic><topic>Synovial Membrane - pathology</topic><topic>Therapeutic targets</topic><topic>Topology</topic><topic>Transcriptome</topic><topic>Transcriptomes</topic><topic>Vessels</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Van Espen, Benjamin</creatorcontrib><creatorcontrib>Prideaux, E. Barton</creatorcontrib><creatorcontrib>Wilson, Andrew R.</creatorcontrib><creatorcontrib>Machado, Camilla R. L.</creatorcontrib><creatorcontrib>Sendo, Sho</creatorcontrib><creatorcontrib>Parker, James</creatorcontrib><creatorcontrib>Seumois, Grégory</creatorcontrib><creatorcontrib>Sacchetti, Cristiano</creatorcontrib><creatorcontrib>Belongia, Anna C.</creatorcontrib><creatorcontrib>Perumal, Narayanan B.</creatorcontrib><creatorcontrib>Vijayanand, Pandurangan</creatorcontrib><creatorcontrib>Linnik, Matthew D.</creatorcontrib><creatorcontrib>Benschop, Robert J.</creatorcontrib><creatorcontrib>Wang, Wei</creatorcontrib><creatorcontrib>Bottini, Nunzio</creatorcontrib><creatorcontrib>Firestein, Gary S.</creatorcontrib><creatorcontrib>Stanford, Stephanie M.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Immunology Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Arthritis & rheumatology (Hoboken, N.J.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Van Espen, Benjamin</au><au>Prideaux, E. Barton</au><au>Wilson, Andrew R.</au><au>Machado, Camilla R. L.</au><au>Sendo, Sho</au><au>Parker, James</au><au>Seumois, Grégory</au><au>Sacchetti, Cristiano</au><au>Belongia, Anna C.</au><au>Perumal, Narayanan B.</au><au>Vijayanand, Pandurangan</au><au>Linnik, Matthew D.</au><au>Benschop, Robert J.</au><au>Wang, Wei</au><au>Bottini, Nunzio</au><au>Firestein, Gary S.</au><au>Stanford, Stephanie M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Laser Capture Microscopy RNA Sequencing for Topological Mapping of Synovial Pathology During Rheumatoid Arthritis</atitle><jtitle>Arthritis & rheumatology (Hoboken, N.J.)</jtitle><addtitle>Arthritis Rheumatol</addtitle><date>2024-08</date><risdate>2024</risdate><volume>76</volume><issue>8</issue><spage>1243</spage><epage>1251</epage><pages>1243-1251</pages><issn>2326-5191</issn><issn>2326-5205</issn><eissn>2326-5205</eissn><abstract>Objective
Rheumatoid arthritis (RA) is an autoimmune disease in which the joint lining or synovium becomes highly inflamed and majorly contributes to disease progression. Understanding pathogenic processes in RA synovium is critical for identifying therapeutic targets. We performed laser capture microscopy (LCM) followed by RNA sequencing (LCM‐RNAseq) to study regional transcriptomes throughout RA synovium.
Methods
Synovial lining, sublining, and vessel samples were captured by LCM from seven patients with RA and seven patients with osteoarthritis (OA). RNAseq was performed on RNA extracted from captured tissue. Principal component analysis was performed on the sample set by disease state. Differential expression analysis was performed between disease states based on log2 fold change and q value parameters. Pathway analysis was performed using the Reactome Pathway Database on differentially expressed genes among disease states. Significantly enriched pathways in each synovial region were selected based on the false discovery rate.
Results
RA and OA transcriptomes were distinguishable by principal component analysis. Pairwise comparisons of synovial lining, sublining, and vessel samples between RA and OA revealed substantial differences in transcriptional patterns throughout the synovium. Hierarchical clustering of pathways based on significance revealed a pattern of association between biologic function and synovial topology. Analysis of pathways uniquely enriched in each region revealed distinct phenotypic abnormalities. As examples, RA lining samples were marked by anomalous immune cell signaling, RA sublining samples were marked by aberrant cell cycle, and RA vessel samples were marked by alterations in heme scavenging.
Conclusion
LCM‐RNAseq confirms reported transcriptional differences between the RA synovium and the OA synovium and provides evidence supporting a relationship between synovial topology and molecular anomalies in RA.</abstract><cop>Boston, USA</cop><pub>Wiley Periodicals, Inc</pub><pmid>38556917</pmid><doi>10.1002/art.42853</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-7193-341X</orcidid><orcidid>https://orcid.org/0000-0003-3495-960X</orcidid><orcidid>https://orcid.org/0000-0001-9025-7501</orcidid><orcidid>https://orcid.org/0000-0003-0934-5462</orcidid></addata></record> |
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subjects | Abnormalities Aged Arthritis Arthritis, Rheumatoid - genetics Arthritis, Rheumatoid - pathology Autoimmune diseases Cell cycle Cell signaling Cluster analysis Clustering Female Gene expression Gene Expression Profiling Gene sequencing Humans Immune system Inflammation Laser Capture Microdissection Male Microscopy Middle Aged Osteoarthritis Osteoarthritis - genetics Osteoarthritis - pathology Pattern analysis Principal Component Analysis Principal components analysis Rheumatoid arthritis Rheumatoid synovitis Ribonucleic acid RNA Scavenging Sequence Analysis, RNA Synovial Membrane - metabolism Synovial Membrane - pathology Therapeutic targets Topology Transcriptome Transcriptomes Vessels |
title | Laser Capture Microscopy RNA Sequencing for Topological Mapping of Synovial Pathology During Rheumatoid Arthritis |
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