Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis

Background: Antibodies and upregulated cytokines and chemokines predate the onset of rheumatoid arthritis (RA) symptoms. We aimed to identify the pathways related to the early processes leading to RA development, as well as potential novel biomarkers, using multiple protein analyses. Methods: A case...

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Published in:Arthritis Research & Therapy
Main Authors: Brink, Mikael, Lundquist, Anders, Alexeyenko, Andrey, Lejon, Kristina, Rantapää-Dahlqvist, Solbritt
Format: Article in Journal/Newspaper
Language:English
Published: Umeå universitet, Reumatologi 2019
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-168174
https://doi.org/10.1186/s13075-019-2066-9
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spelling ftumeauniv:oai:DiVA.org:umu-168174 2023-10-09T21:54:36+02:00 Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis Brink, Mikael Lundquist, Anders Alexeyenko, Andrey Lejon, Kristina Rantapää-Dahlqvist, Solbritt 2019 application/pdf http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-168174 https://doi.org/10.1186/s13075-019-2066-9 eng eng Umeå universitet, Reumatologi Umeå universitet, Immunologi/immunkemi Arthritis Research & Therapy, 1478-6354, 2019, 21:1, orcid:0000-0001-7675-3488 orcid:0000-0003-1524-0851 orcid:0000-0001-5025-6539 orcid:0000-0001-8259-3863 http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-168174 doi:10.1186/s13075-019-2066-9 PMID 31842970 ISI:000509121200002 Scopus 2-s2.0-85076694539 info:eu-repo/semantics/openAccess Rheumatoid arthritis Pre-symptomatic stage Protein levels Plasma biomarkers Rheumatology and Autoimmunity Reumatologi och inflammation Article in journal info:eu-repo/semantics/article text 2019 ftumeauniv https://doi.org/10.1186/s13075-019-2066-9 2023-09-22T13:58:18Z Background: Antibodies and upregulated cytokines and chemokines predate the onset of rheumatoid arthritis (RA) symptoms. We aimed to identify the pathways related to the early processes leading to RA development, as well as potential novel biomarkers, using multiple protein analyses. Methods: A case-control study was conducted within the Biobank of northern Sweden. The plasma samples from 118 pre-symptomatic individuals (207 samples; median predating time 4.1 years), 79 early RA patients, and 74 matched controls were analyzed. The levels of 122 unique proteins with an acknowledged relationship to autoimmunity were analyzed using 153 antibodies and a bead-based multiplex system (FlexMap3D; Luminex Corp.). The data were analyzed using multifactorial linear regression model, random forest, and network enrichment analysis (NEA) based on the 10 most significantly differentially expressed proteins for each two-by-two group comparison, using the MSigDB collection of hallmarks. Results: There was a high agreement between the different statistical methods to identify the most significant proteins. The adipogenesis and interferon alpha response hallmarks differentiated pre-symptomatic individuals from controls. These two hallmarks included proteins involved in innate immunity. Between pre-symptomatic individuals and RA patients, three hallmarks were identified as follows: apical junction, epithelial mesenchymal transition, and TGF-beta signaling, including proteins suggestive of cell interaction, remodulation, and fibrosis. The adipogenesis and heme metabolism hallmarks differentiated RA patients from controls. Conclusions: We confirm the importance of interferon alpha signaling and lipids in the early phases of RA development. Network enrichment analysis provides a tool for a deeper understanding of molecules involved at different phases of the disease progression. Article in Journal/Newspaper Northern Sweden Umeå University: Publications (DiVA) Arthritis Research & Therapy 21 1
institution Open Polar
collection Umeå University: Publications (DiVA)
op_collection_id ftumeauniv
language English
topic Rheumatoid arthritis
Pre-symptomatic stage
Protein levels
Plasma biomarkers
Rheumatology and Autoimmunity
Reumatologi och inflammation
spellingShingle Rheumatoid arthritis
Pre-symptomatic stage
Protein levels
Plasma biomarkers
Rheumatology and Autoimmunity
Reumatologi och inflammation
Brink, Mikael
Lundquist, Anders
Alexeyenko, Andrey
Lejon, Kristina
Rantapää-Dahlqvist, Solbritt
Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
topic_facet Rheumatoid arthritis
Pre-symptomatic stage
Protein levels
Plasma biomarkers
Rheumatology and Autoimmunity
Reumatologi och inflammation
description Background: Antibodies and upregulated cytokines and chemokines predate the onset of rheumatoid arthritis (RA) symptoms. We aimed to identify the pathways related to the early processes leading to RA development, as well as potential novel biomarkers, using multiple protein analyses. Methods: A case-control study was conducted within the Biobank of northern Sweden. The plasma samples from 118 pre-symptomatic individuals (207 samples; median predating time 4.1 years), 79 early RA patients, and 74 matched controls were analyzed. The levels of 122 unique proteins with an acknowledged relationship to autoimmunity were analyzed using 153 antibodies and a bead-based multiplex system (FlexMap3D; Luminex Corp.). The data were analyzed using multifactorial linear regression model, random forest, and network enrichment analysis (NEA) based on the 10 most significantly differentially expressed proteins for each two-by-two group comparison, using the MSigDB collection of hallmarks. Results: There was a high agreement between the different statistical methods to identify the most significant proteins. The adipogenesis and interferon alpha response hallmarks differentiated pre-symptomatic individuals from controls. These two hallmarks included proteins involved in innate immunity. Between pre-symptomatic individuals and RA patients, three hallmarks were identified as follows: apical junction, epithelial mesenchymal transition, and TGF-beta signaling, including proteins suggestive of cell interaction, remodulation, and fibrosis. The adipogenesis and heme metabolism hallmarks differentiated RA patients from controls. Conclusions: We confirm the importance of interferon alpha signaling and lipids in the early phases of RA development. Network enrichment analysis provides a tool for a deeper understanding of molecules involved at different phases of the disease progression.
format Article in Journal/Newspaper
author Brink, Mikael
Lundquist, Anders
Alexeyenko, Andrey
Lejon, Kristina
Rantapää-Dahlqvist, Solbritt
author_facet Brink, Mikael
Lundquist, Anders
Alexeyenko, Andrey
Lejon, Kristina
Rantapää-Dahlqvist, Solbritt
author_sort Brink, Mikael
title Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
title_short Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
title_full Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
title_fullStr Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
title_full_unstemmed Protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
title_sort protein profiling and network enrichment analysis in individuals before and after the onset of rheumatoid arthritis
publisher Umeå universitet, Reumatologi
publishDate 2019
url http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-168174
https://doi.org/10.1186/s13075-019-2066-9
genre Northern Sweden
genre_facet Northern Sweden
op_relation Arthritis Research & Therapy, 1478-6354, 2019, 21:1,
orcid:0000-0001-7675-3488
orcid:0000-0003-1524-0851
orcid:0000-0001-5025-6539
orcid:0000-0001-8259-3863
http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-168174
doi:10.1186/s13075-019-2066-9
PMID 31842970
ISI:000509121200002
Scopus 2-s2.0-85076694539
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1186/s13075-019-2066-9
container_title Arthritis Research & Therapy
container_volume 21
container_issue 1
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