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Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy
BACKGROUND: No reliable biomarkers to predict response to TNF inhibitors (TNFi) in RA patients currently exist. The aims of this study were to replicate changes in gene co-expression modules that were previously reported in response to TNFi therapy in RA; to test if changes in module expression are...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9707314/ https://www.ncbi.nlm.nih.gov/pubmed/35377444 http://dx.doi.org/10.1093/rheumatology/keac204 |
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author | Sutcliffe, Megan Nair, Nisha Oliver, James Morgan, Ann W Isaacs, John D Wilson, Anthony G Verstappen, Suzanne M M Viatte, Sebastien Hyrich, Kimme L Morris, Andrew P Barton, Anne Plant, Darren |
author_facet | Sutcliffe, Megan Nair, Nisha Oliver, James Morgan, Ann W Isaacs, John D Wilson, Anthony G Verstappen, Suzanne M M Viatte, Sebastien Hyrich, Kimme L Morris, Andrew P Barton, Anne Plant, Darren |
author_sort | Sutcliffe, Megan |
collection | PubMed |
description | BACKGROUND: No reliable biomarkers to predict response to TNF inhibitors (TNFi) in RA patients currently exist. The aims of this study were to replicate changes in gene co-expression modules that were previously reported in response to TNFi therapy in RA; to test if changes in module expression are specific to TNFi therapy; and to determine whether module expression transitions towards a disease-free state in responding patients. METHOD: Published transcriptomic data from the whole blood of disease-free controls (n = 10) and RA patients, treated with the TNFi adalimumab (n = 70) or methotrexate (n = 85), were studied. Treatment response was assessed using the EULAR response criteria following 3 or 6 months of treatment. Change in transcript expression between pre- and post-treatment was recorded for previously defined modules. Linear mixed models tested whether modular expression after treatment transitioned towards a disease-free state. RESULTS: For 25 of the 27 modules, change in expression between pre- and post-treatment in the adalimumab cohort replicated published findings. Of these 25 modules, six transitioned towards a disease-free state by 3 months (P < 0.05), irrespective of clinical response. One module (M3.2), related to inflammation and TNF biology, significantly correlated with response to adalimumab. Similar patterns of modular expression, with reduced magnitude, were observed in the methotrexate cohort. CONCLUSION: This study provides independent validation of changes in module expression in response to therapy in RA. However, these effects are not specific to TNFi. Further studies are required to determine whether specific modules could assist molecular classification of therapeutic response. |
format | Online Article Text |
id | pubmed-9707314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-97073142022-11-30 Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy Sutcliffe, Megan Nair, Nisha Oliver, James Morgan, Ann W Isaacs, John D Wilson, Anthony G Verstappen, Suzanne M M Viatte, Sebastien Hyrich, Kimme L Morris, Andrew P Barton, Anne Plant, Darren Rheumatology (Oxford) Basic Science BACKGROUND: No reliable biomarkers to predict response to TNF inhibitors (TNFi) in RA patients currently exist. The aims of this study were to replicate changes in gene co-expression modules that were previously reported in response to TNFi therapy in RA; to test if changes in module expression are specific to TNFi therapy; and to determine whether module expression transitions towards a disease-free state in responding patients. METHOD: Published transcriptomic data from the whole blood of disease-free controls (n = 10) and RA patients, treated with the TNFi adalimumab (n = 70) or methotrexate (n = 85), were studied. Treatment response was assessed using the EULAR response criteria following 3 or 6 months of treatment. Change in transcript expression between pre- and post-treatment was recorded for previously defined modules. Linear mixed models tested whether modular expression after treatment transitioned towards a disease-free state. RESULTS: For 25 of the 27 modules, change in expression between pre- and post-treatment in the adalimumab cohort replicated published findings. Of these 25 modules, six transitioned towards a disease-free state by 3 months (P < 0.05), irrespective of clinical response. One module (M3.2), related to inflammation and TNF biology, significantly correlated with response to adalimumab. Similar patterns of modular expression, with reduced magnitude, were observed in the methotrexate cohort. CONCLUSION: This study provides independent validation of changes in module expression in response to therapy in RA. However, these effects are not specific to TNFi. Further studies are required to determine whether specific modules could assist molecular classification of therapeutic response. Oxford University Press 2022-04-04 /pmc/articles/PMC9707314/ /pubmed/35377444 http://dx.doi.org/10.1093/rheumatology/keac204 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the British Society for Rheumatology. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Basic Science Sutcliffe, Megan Nair, Nisha Oliver, James Morgan, Ann W Isaacs, John D Wilson, Anthony G Verstappen, Suzanne M M Viatte, Sebastien Hyrich, Kimme L Morris, Andrew P Barton, Anne Plant, Darren Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title | Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title_full | Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title_fullStr | Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title_full_unstemmed | Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title_short | Pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-TNF therapy |
title_sort | pre-defined gene co-expression modules in rheumatoid arthritis transition towards molecular health following anti-tnf therapy |
topic | Basic Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9707314/ https://www.ncbi.nlm.nih.gov/pubmed/35377444 http://dx.doi.org/10.1093/rheumatology/keac204 |
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