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Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy
BACKGROUND: Duchenne muscular dystrophy (DMD) exhibits substantial variability in rates of disease progression and response to treatment. This has hindered treatment development and complicated interpretation of drug effects in clinical trials. OBJECTIVE: We hypothesized that a multivariate combinat...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOS Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10200136/ https://www.ncbi.nlm.nih.gov/pubmed/36806514 http://dx.doi.org/10.3233/JND-221527 |
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author | Fang, Yuan McDonald, Craig M. Clemens, Paula R. Gordish, Heather-Dressman Illei, Kate Hoffman, Eric P. Dang, Utkarsh J. |
author_facet | Fang, Yuan McDonald, Craig M. Clemens, Paula R. Gordish, Heather-Dressman Illei, Kate Hoffman, Eric P. Dang, Utkarsh J. |
author_sort | Fang, Yuan |
collection | PubMed |
description | BACKGROUND: Duchenne muscular dystrophy (DMD) exhibits substantial variability in rates of disease progression and response to treatment. This has hindered treatment development and complicated interpretation of drug effects in clinical trials. OBJECTIVE: We hypothesized that a multivariate combination of early-age clinical outcome measurements can explain differential disease progression. METHODS: Data on boys with DMD (ages 4–<10 years), both treated with steroidal anti-inflammatories and untreated, were obtained from CINRG Duchenne Natural History Study (n = 209) and vamorolone VBP15-002/003/LTE (n = 46) studies. Velocities from three timed function tests (TFTs; stand from supine, run/walk 10 meters, and climb 4 stairs) were simultaneously modeled in a longitudinal latent class analysis. RESULTS: Three classes of differentially progressing early age DMD motor trajectories were identified. Quicker decline/progression was associated with lower baseline TFT velocities, earlier loss of ability to finish a TFT, and lower predicted velocities. Earlier substantial steroid exposure was associated with greater TFT velocities while the moderate progression class was observed to have the largest difference in performance between boys treated early with steroids vs. not. Sample size calculations with the class showing the largest treatment response showed a large reduction in required sample size as compared to using summaries from all participants. Gene mutations were also investigated in post-hoc analyses, with mutations near the beginning of the DMD gene (Dp427 absent and Dp140/Dp71 present) found to be enriched in the slowest progressing class. CONCLUSIONS: This study provides insight into the variation in DMD progression through a latent class analysis. Our findings show class-related trajectories of motor outcomes and pharmacological response to corticosteroids, and suggest that enrichment strategies and/or subgroup analyses could be considered further in design of therapeutic interventions in DMD. |
format | Online Article Text |
id | pubmed-10200136 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOS Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102001362023-05-22 Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy Fang, Yuan McDonald, Craig M. Clemens, Paula R. Gordish, Heather-Dressman Illei, Kate Hoffman, Eric P. Dang, Utkarsh J. J Neuromuscul Dis Research Report BACKGROUND: Duchenne muscular dystrophy (DMD) exhibits substantial variability in rates of disease progression and response to treatment. This has hindered treatment development and complicated interpretation of drug effects in clinical trials. OBJECTIVE: We hypothesized that a multivariate combination of early-age clinical outcome measurements can explain differential disease progression. METHODS: Data on boys with DMD (ages 4–<10 years), both treated with steroidal anti-inflammatories and untreated, were obtained from CINRG Duchenne Natural History Study (n = 209) and vamorolone VBP15-002/003/LTE (n = 46) studies. Velocities from three timed function tests (TFTs; stand from supine, run/walk 10 meters, and climb 4 stairs) were simultaneously modeled in a longitudinal latent class analysis. RESULTS: Three classes of differentially progressing early age DMD motor trajectories were identified. Quicker decline/progression was associated with lower baseline TFT velocities, earlier loss of ability to finish a TFT, and lower predicted velocities. Earlier substantial steroid exposure was associated with greater TFT velocities while the moderate progression class was observed to have the largest difference in performance between boys treated early with steroids vs. not. Sample size calculations with the class showing the largest treatment response showed a large reduction in required sample size as compared to using summaries from all participants. Gene mutations were also investigated in post-hoc analyses, with mutations near the beginning of the DMD gene (Dp427 absent and Dp140/Dp71 present) found to be enriched in the slowest progressing class. CONCLUSIONS: This study provides insight into the variation in DMD progression through a latent class analysis. Our findings show class-related trajectories of motor outcomes and pharmacological response to corticosteroids, and suggest that enrichment strategies and/or subgroup analyses could be considered further in design of therapeutic interventions in DMD. IOS Press 2023-05-02 /pmc/articles/PMC10200136/ /pubmed/36806514 http://dx.doi.org/10.3233/JND-221527 Text en © 2023 – The authors. Published by IOS Press https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Non-Commercial (CC BY-NC 4.0) License (https://creativecommons.org/licenses/by-nc/4.0/) , which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Report Fang, Yuan McDonald, Craig M. Clemens, Paula R. Gordish, Heather-Dressman Illei, Kate Hoffman, Eric P. Dang, Utkarsh J. Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title | Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title_full | Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title_fullStr | Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title_full_unstemmed | Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title_short | Modeling Early Heterogeneous Rates of Progression in Boys with Duchenne Muscular Dystrophy |
title_sort | modeling early heterogeneous rates of progression in boys with duchenne muscular dystrophy |
topic | Research Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10200136/ https://www.ncbi.nlm.nih.gov/pubmed/36806514 http://dx.doi.org/10.3233/JND-221527 |
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