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Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial
Patients with rheumatoid arthritis (RA) receive highly targeted biologic therapies without previous knowledge of target expression levels in the diseased tissue. Approximately 40% of patients do not respond to individual biologic therapies and 5–20% are refractory to all. In a biopsy-based, precisio...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9205785/ https://www.ncbi.nlm.nih.gov/pubmed/35589854 http://dx.doi.org/10.1038/s41591-022-01789-0 |
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author | Rivellese, Felice Surace, Anna E. A. Goldmann, Katriona Sciacca, Elisabetta Çubuk, Cankut Giorli, Giovanni John, Christopher R. Nerviani, Alessandra Fossati-Jimack, Liliane Thorborn, Georgina Ahmed, Manzoor Prediletto, Edoardo Church, Sarah E. Hudson, Briana M. Warren, Sarah E. McKeigue, Paul M. Humby, Frances Bombardieri, Michele Barnes, Michael R. Lewis, Myles J. Pitzalis, Costantino |
author_facet | Rivellese, Felice Surace, Anna E. A. Goldmann, Katriona Sciacca, Elisabetta Çubuk, Cankut Giorli, Giovanni John, Christopher R. Nerviani, Alessandra Fossati-Jimack, Liliane Thorborn, Georgina Ahmed, Manzoor Prediletto, Edoardo Church, Sarah E. Hudson, Briana M. Warren, Sarah E. McKeigue, Paul M. Humby, Frances Bombardieri, Michele Barnes, Michael R. Lewis, Myles J. Pitzalis, Costantino |
author_sort | Rivellese, Felice |
collection | PubMed |
description | Patients with rheumatoid arthritis (RA) receive highly targeted biologic therapies without previous knowledge of target expression levels in the diseased tissue. Approximately 40% of patients do not respond to individual biologic therapies and 5–20% are refractory to all. In a biopsy-based, precision-medicine, randomized clinical trial in RA (R4RA; n = 164), patients with low/absent synovial B cell molecular signature had a lower response to rituximab (anti-CD20 monoclonal antibody) compared with that to tocilizumab (anti-IL6R monoclonal antibody) although the exact mechanisms of response/nonresponse remain to be established. Here, in-depth histological/molecular analyses of R4RA synovial biopsies identify humoral immune response gene signatures associated with response to rituximab and tocilizumab, and a stromal/fibroblast signature in patients refractory to all medications. Post-treatment changes in synovial gene expression and cell infiltration highlighted divergent effects of rituximab and tocilizumab relating to differing response/nonresponse mechanisms. Using ten-by-tenfold nested cross-validation, we developed machine learning algorithms predictive of response to rituximab (area under the curve (AUC) = 0.74), tocilizumab (AUC = 0.68) and, notably, multidrug resistance (AUC = 0.69). This study supports the notion that disease endotypes, driven by diverse molecular pathology pathways in the diseased tissue, determine diverse clinical and treatment–response phenotypes. It also highlights the importance of integration of molecular pathology signatures into clinical algorithms to optimize the future use of existing medications and inform the development of new drugs for refractory patients. |
format | Online Article Text |
id | pubmed-9205785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group US |
record_format | MEDLINE/PubMed |
spelling | pubmed-92057852022-06-19 Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial Rivellese, Felice Surace, Anna E. A. Goldmann, Katriona Sciacca, Elisabetta Çubuk, Cankut Giorli, Giovanni John, Christopher R. Nerviani, Alessandra Fossati-Jimack, Liliane Thorborn, Georgina Ahmed, Manzoor Prediletto, Edoardo Church, Sarah E. Hudson, Briana M. Warren, Sarah E. McKeigue, Paul M. Humby, Frances Bombardieri, Michele Barnes, Michael R. Lewis, Myles J. Pitzalis, Costantino Nat Med Article Patients with rheumatoid arthritis (RA) receive highly targeted biologic therapies without previous knowledge of target expression levels in the diseased tissue. Approximately 40% of patients do not respond to individual biologic therapies and 5–20% are refractory to all. In a biopsy-based, precision-medicine, randomized clinical trial in RA (R4RA; n = 164), patients with low/absent synovial B cell molecular signature had a lower response to rituximab (anti-CD20 monoclonal antibody) compared with that to tocilizumab (anti-IL6R monoclonal antibody) although the exact mechanisms of response/nonresponse remain to be established. Here, in-depth histological/molecular analyses of R4RA synovial biopsies identify humoral immune response gene signatures associated with response to rituximab and tocilizumab, and a stromal/fibroblast signature in patients refractory to all medications. Post-treatment changes in synovial gene expression and cell infiltration highlighted divergent effects of rituximab and tocilizumab relating to differing response/nonresponse mechanisms. Using ten-by-tenfold nested cross-validation, we developed machine learning algorithms predictive of response to rituximab (area under the curve (AUC) = 0.74), tocilizumab (AUC = 0.68) and, notably, multidrug resistance (AUC = 0.69). This study supports the notion that disease endotypes, driven by diverse molecular pathology pathways in the diseased tissue, determine diverse clinical and treatment–response phenotypes. It also highlights the importance of integration of molecular pathology signatures into clinical algorithms to optimize the future use of existing medications and inform the development of new drugs for refractory patients. Nature Publishing Group US 2022-05-19 2022 /pmc/articles/PMC9205785/ /pubmed/35589854 http://dx.doi.org/10.1038/s41591-022-01789-0 Text en © Crown 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Rivellese, Felice Surace, Anna E. A. Goldmann, Katriona Sciacca, Elisabetta Çubuk, Cankut Giorli, Giovanni John, Christopher R. Nerviani, Alessandra Fossati-Jimack, Liliane Thorborn, Georgina Ahmed, Manzoor Prediletto, Edoardo Church, Sarah E. Hudson, Briana M. Warren, Sarah E. McKeigue, Paul M. Humby, Frances Bombardieri, Michele Barnes, Michael R. Lewis, Myles J. Pitzalis, Costantino Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title | Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title_full | Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title_fullStr | Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title_full_unstemmed | Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title_short | Rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 R4RA randomized trial |
title_sort | rituximab versus tocilizumab in rheumatoid arthritis: synovial biopsy-based biomarker analysis of the phase 4 r4ra randomized trial |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9205785/ https://www.ncbi.nlm.nih.gov/pubmed/35589854 http://dx.doi.org/10.1038/s41591-022-01789-0 |
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