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Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis
OBJECTIVE: To jointly estimate American College of Rheumatology (ACR50) response (a more commonly reported outcome) and remission (a more clinically relevant outcome) for methotrexate (MTX)‐based treatment options in rheumatoid arthritis (RA). METHODS: We conducted a bivariate network meta‐analysis...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6858043/ https://www.ncbi.nlm.nih.gov/pubmed/31777827 http://dx.doi.org/10.1002/acr2.11052 |
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author | Pokharel, Gyanendra Deardon, Rob Barnabe, Cheryl Bykerk, Vivian Bartlett, Susan J Bessette, Louis Boire, Gilles Hitchon, Carol A Keystone, Edward Pope, Janet Schieir, Orit Tin, Diane Thorne, Carter Hazlewood, Glen S Baron, Murray Bessette, Louis Boire, Gilles Bykerk, Vivian Colmegna, Ines Fallavollita, Sabrina Haaland, Derek Haraoui, Paul Hazlewood, Glen Hitchon, Carol Jamal, Shahin Joshi, Raman Keystone, Ed Nair, Bindu Panopoulos, Peter Penney, Christopher Pope, Janet Rubin, Laurence Thorne, Carter Villeneuve, Edith Zummer, Michel |
author_facet | Pokharel, Gyanendra Deardon, Rob Barnabe, Cheryl Bykerk, Vivian Bartlett, Susan J Bessette, Louis Boire, Gilles Hitchon, Carol A Keystone, Edward Pope, Janet Schieir, Orit Tin, Diane Thorne, Carter Hazlewood, Glen S Baron, Murray Bessette, Louis Boire, Gilles Bykerk, Vivian Colmegna, Ines Fallavollita, Sabrina Haaland, Derek Haraoui, Paul Hazlewood, Glen Hitchon, Carol Jamal, Shahin Joshi, Raman Keystone, Ed Nair, Bindu Panopoulos, Peter Penney, Christopher Pope, Janet Rubin, Laurence Thorne, Carter Villeneuve, Edith Zummer, Michel |
author_sort | Pokharel, Gyanendra |
collection | PubMed |
description | OBJECTIVE: To jointly estimate American College of Rheumatology (ACR50) response (a more commonly reported outcome) and remission (a more clinically relevant outcome) for methotrexate (MTX)‐based treatment options in rheumatoid arthritis (RA). METHODS: We conducted a bivariate network meta‐analysis (NMA) to compare MTX monotherapy and MTX‐based conventional and biologic disease‐modifying antirheumatic drug (DMARD) combinations for RA. The correlation between the outcomes was derived from an incident RA cohort study, whereas the treatment effects were derived from randomized trials in the network of evidence. The analyses were conducted separately for MTX‐naïve and MTX–inadequate response (IR) populations in a Bayesian framework with uninformative priors. RESULTS: From the cohort study, the correlation between ACR50 response and Disease Activity Score 28 remission at 6 months was moderate (Pearson correlation coefficient = 0.58). In the bivariate NMA for MTX‐naïve populations, most combinations of MTX with either biologic or tofacitinib were statistically superior to MTX alone for both ACR50 response and remission. Triple therapy (MTX + sulfasalazine + hydroxychloroquine) was the only nonbiologic DMARD statistically superior to MTX for either ACR50 response (odds ratio [OR] 95% credible interval: 2.1 [1.0, 4.3]) or remission (OR: 2.5 [1.0, 5.8]). In the MTX‐IR analysis, all treatments except MTX + sulfasalazine were statistically superior to MTX alone. Compared to analyzing the outcomes separately, the bivariate model often resulted in more precise estimates and allowed remission to be estimated for all treatments. CONCLUSION: Borrowing the strength of correlation between outcomes allowed us to demonstrate a statistically significant benefit for remission across most MTX‐based DMARD combinations, including triple therapy. |
format | Online Article Text |
id | pubmed-6858043 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-68580432019-11-27 Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis Pokharel, Gyanendra Deardon, Rob Barnabe, Cheryl Bykerk, Vivian Bartlett, Susan J Bessette, Louis Boire, Gilles Hitchon, Carol A Keystone, Edward Pope, Janet Schieir, Orit Tin, Diane Thorne, Carter Hazlewood, Glen S Baron, Murray Bessette, Louis Boire, Gilles Bykerk, Vivian Colmegna, Ines Fallavollita, Sabrina Haaland, Derek Haraoui, Paul Hazlewood, Glen Hitchon, Carol Jamal, Shahin Joshi, Raman Keystone, Ed Nair, Bindu Panopoulos, Peter Penney, Christopher Pope, Janet Rubin, Laurence Thorne, Carter Villeneuve, Edith Zummer, Michel ACR Open Rheumatol Original Article OBJECTIVE: To jointly estimate American College of Rheumatology (ACR50) response (a more commonly reported outcome) and remission (a more clinically relevant outcome) for methotrexate (MTX)‐based treatment options in rheumatoid arthritis (RA). METHODS: We conducted a bivariate network meta‐analysis (NMA) to compare MTX monotherapy and MTX‐based conventional and biologic disease‐modifying antirheumatic drug (DMARD) combinations for RA. The correlation between the outcomes was derived from an incident RA cohort study, whereas the treatment effects were derived from randomized trials in the network of evidence. The analyses were conducted separately for MTX‐naïve and MTX–inadequate response (IR) populations in a Bayesian framework with uninformative priors. RESULTS: From the cohort study, the correlation between ACR50 response and Disease Activity Score 28 remission at 6 months was moderate (Pearson correlation coefficient = 0.58). In the bivariate NMA for MTX‐naïve populations, most combinations of MTX with either biologic or tofacitinib were statistically superior to MTX alone for both ACR50 response and remission. Triple therapy (MTX + sulfasalazine + hydroxychloroquine) was the only nonbiologic DMARD statistically superior to MTX for either ACR50 response (odds ratio [OR] 95% credible interval: 2.1 [1.0, 4.3]) or remission (OR: 2.5 [1.0, 5.8]). In the MTX‐IR analysis, all treatments except MTX + sulfasalazine were statistically superior to MTX alone. Compared to analyzing the outcomes separately, the bivariate model often resulted in more precise estimates and allowed remission to be estimated for all treatments. CONCLUSION: Borrowing the strength of correlation between outcomes allowed us to demonstrate a statistically significant benefit for remission across most MTX‐based DMARD combinations, including triple therapy. John Wiley and Sons Inc. 2019-08-08 /pmc/articles/PMC6858043/ /pubmed/31777827 http://dx.doi.org/10.1002/acr2.11052 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-nd/4.0/ License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Article Pokharel, Gyanendra Deardon, Rob Barnabe, Cheryl Bykerk, Vivian Bartlett, Susan J Bessette, Louis Boire, Gilles Hitchon, Carol A Keystone, Edward Pope, Janet Schieir, Orit Tin, Diane Thorne, Carter Hazlewood, Glen S Baron, Murray Bessette, Louis Boire, Gilles Bykerk, Vivian Colmegna, Ines Fallavollita, Sabrina Haaland, Derek Haraoui, Paul Hazlewood, Glen Hitchon, Carol Jamal, Shahin Joshi, Raman Keystone, Ed Nair, Bindu Panopoulos, Peter Penney, Christopher Pope, Janet Rubin, Laurence Thorne, Carter Villeneuve, Edith Zummer, Michel Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title | Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title_full | Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title_fullStr | Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title_full_unstemmed | Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title_short | Joint Estimation of Remission and Response for Methotrexate‐Based DMARD Options in Rheumatoid Arthritis: A Bivariate Network Meta‐Analysis |
title_sort | joint estimation of remission and response for methotrexate‐based dmard options in rheumatoid arthritis: a bivariate network meta‐analysis |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6858043/ https://www.ncbi.nlm.nih.gov/pubmed/31777827 http://dx.doi.org/10.1002/acr2.11052 |
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