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Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment
Therapeutic advance in progressive multiple sclerosis (MS) has been very slow. Based on the transformative role magnetic resonance imaging (MRI) contrast-enhancing lesions had on drug development for relapsing-remitting MS, we consider the lack of sensitive outcomes to be the greatest barrier for de...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4983704/ https://www.ncbi.nlm.nih.gov/pubmed/27574516 http://dx.doi.org/10.3389/fneur.2016.00131 |
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author | Kosa, Peter Ghazali, Danish Tanigawa, Makoto Barbour, Chris Cortese, Irene Kelley, William Snyder, Blake Ohayon, Joan Fenton, Kaylan Lehky, Tanya Wu, Tianxia Greenwood, Mark Nair, Govind Bielekova, Bibiana |
author_facet | Kosa, Peter Ghazali, Danish Tanigawa, Makoto Barbour, Chris Cortese, Irene Kelley, William Snyder, Blake Ohayon, Joan Fenton, Kaylan Lehky, Tanya Wu, Tianxia Greenwood, Mark Nair, Govind Bielekova, Bibiana |
author_sort | Kosa, Peter |
collection | PubMed |
description | Therapeutic advance in progressive multiple sclerosis (MS) has been very slow. Based on the transformative role magnetic resonance imaging (MRI) contrast-enhancing lesions had on drug development for relapsing-remitting MS, we consider the lack of sensitive outcomes to be the greatest barrier for developing new treatments for progressive MS. The purpose of this study was to compare 58 prospectively acquired candidate outcomes in the real-world situation of progressive MS trials to select and validate the best-performing outcome. The 1-year pre-treatment period of adaptively designed IPPoMS (ClinicalTrials.gov #NCT00950248) and RIVITaLISe (ClinicalTrials.gov #NCT01212094) Phase II trials served to determine the primary outcome for the subsequent blinded treatment phase by comparing 8 clinical, 1 electrophysiological, 1 optical coherence tomography, 7 MRI volumetric, 9 quantitative T1 MRI, and 32 diffusion tensor imaging MRI outcomes. Fifteen outcomes demonstrated significant progression over 1 year (Δ) in the predetermined analysis and seven out of these were validated in two independent cohorts. Validated MRI outcomes had limited correlations with clinical scales, relatively poor signal-to-noise ratios (SNR) and recorded overlapping values between healthy subjects and MS patients with moderate-severe disability. Clinical measures correlated better, even though each reflects a somewhat different disability domain. Therefore, using machine-learning techniques, we developed a combinatorial weight-adjusted disability score (CombiWISE) that integrates four clinical scales: expanded disability status scale (EDSS), Scripps neurological rating scale, 25 foot walk and 9 hole peg test. CombiWISE outperformed all clinical scales (Δ = 9.10%; p = 0.0003) and all MRI outcomes. CombiWISE recorded no overlapping values between healthy subjects and disabled MS patients, had high SNR, and predicted changes in EDSS in a longitudinal assessment of 98 progressive MS patients and in a cross-sectional cohort of 303 untreated subjects. One point change in EDSS corresponds on average to 7.50 point change in CombiWISE with a standard error of 0.10. The novel validated clinical outcome, CombiWISE, outperforms the current broadly utilized MRI brain atrophy outcome and more than doubles sensitivity in detecting clinical deterioration in progressive MS in comparison to the scale traditionally used for regulatory approval, EDSS. |
format | Online Article Text |
id | pubmed-4983704 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-49837042016-08-29 Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment Kosa, Peter Ghazali, Danish Tanigawa, Makoto Barbour, Chris Cortese, Irene Kelley, William Snyder, Blake Ohayon, Joan Fenton, Kaylan Lehky, Tanya Wu, Tianxia Greenwood, Mark Nair, Govind Bielekova, Bibiana Front Neurol Neuroscience Therapeutic advance in progressive multiple sclerosis (MS) has been very slow. Based on the transformative role magnetic resonance imaging (MRI) contrast-enhancing lesions had on drug development for relapsing-remitting MS, we consider the lack of sensitive outcomes to be the greatest barrier for developing new treatments for progressive MS. The purpose of this study was to compare 58 prospectively acquired candidate outcomes in the real-world situation of progressive MS trials to select and validate the best-performing outcome. The 1-year pre-treatment period of adaptively designed IPPoMS (ClinicalTrials.gov #NCT00950248) and RIVITaLISe (ClinicalTrials.gov #NCT01212094) Phase II trials served to determine the primary outcome for the subsequent blinded treatment phase by comparing 8 clinical, 1 electrophysiological, 1 optical coherence tomography, 7 MRI volumetric, 9 quantitative T1 MRI, and 32 diffusion tensor imaging MRI outcomes. Fifteen outcomes demonstrated significant progression over 1 year (Δ) in the predetermined analysis and seven out of these were validated in two independent cohorts. Validated MRI outcomes had limited correlations with clinical scales, relatively poor signal-to-noise ratios (SNR) and recorded overlapping values between healthy subjects and MS patients with moderate-severe disability. Clinical measures correlated better, even though each reflects a somewhat different disability domain. Therefore, using machine-learning techniques, we developed a combinatorial weight-adjusted disability score (CombiWISE) that integrates four clinical scales: expanded disability status scale (EDSS), Scripps neurological rating scale, 25 foot walk and 9 hole peg test. CombiWISE outperformed all clinical scales (Δ = 9.10%; p = 0.0003) and all MRI outcomes. CombiWISE recorded no overlapping values between healthy subjects and disabled MS patients, had high SNR, and predicted changes in EDSS in a longitudinal assessment of 98 progressive MS patients and in a cross-sectional cohort of 303 untreated subjects. One point change in EDSS corresponds on average to 7.50 point change in CombiWISE with a standard error of 0.10. The novel validated clinical outcome, CombiWISE, outperforms the current broadly utilized MRI brain atrophy outcome and more than doubles sensitivity in detecting clinical deterioration in progressive MS in comparison to the scale traditionally used for regulatory approval, EDSS. Frontiers Media S.A. 2016-08-15 /pmc/articles/PMC4983704/ /pubmed/27574516 http://dx.doi.org/10.3389/fneur.2016.00131 Text en Copyright © 2016 Kosa, Ghazali, Tanigawa, Barbour, Cortese, Kelley, Snyder, Ohayon, Fenton, Lehky, Wu, Greenwood, Nair and Bielekova. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Kosa, Peter Ghazali, Danish Tanigawa, Makoto Barbour, Chris Cortese, Irene Kelley, William Snyder, Blake Ohayon, Joan Fenton, Kaylan Lehky, Tanya Wu, Tianxia Greenwood, Mark Nair, Govind Bielekova, Bibiana Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title | Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title_full | Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title_fullStr | Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title_full_unstemmed | Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title_short | Development of a Sensitive Outcome for Economical Drug Screening for Progressive Multiple Sclerosis Treatment |
title_sort | development of a sensitive outcome for economical drug screening for progressive multiple sclerosis treatment |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4983704/ https://www.ncbi.nlm.nih.gov/pubmed/27574516 http://dx.doi.org/10.3389/fneur.2016.00131 |
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