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Five multivariate Duchenne muscular dystrophy progression models bridging six-minute walk distance and MRI relaxometry of leg muscles.
- Source :
-
Journal of pharmacokinetics and pharmacodynamics [J Pharmacokinet Pharmacodyn] 2024 Dec; Vol. 51 (6), pp. 671-683. Date of Electronic Publication: 2024 Apr 12. - Publication Year :
- 2024
-
Abstract
- The study aimed to provide quantitative information on the utilization of MRI transverse relaxation time constant (MRI-T <subscript>2</subscript> ) of leg muscles in DMD clinical trials by developing multivariate disease progression models of Duchenne muscular dystrophy (DMD) using 6-min walk distance (6MWD) and MRI-T <subscript>2</subscript> . Clinical data were collected from the prospective and longitudinal ImagingNMD study. Disease progression models were developed by a nonlinear mixed-effect modeling approach. Univariate models of 6MWD and MRI-T <subscript>2</subscript> of five muscles were developed separately. Age at assessment was the time metric. Multivariate models were developed by estimating the correlation of 6MWD and MRI-T <subscript>2</subscript> model variables. Full model estimation approach for covariate analysis and five-fold cross validation were conducted. Simulations were performed to compare the models and predict the covariate effects on the trajectories of 6MWD and MRI-T <subscript>2</subscript> . Sigmoid I <subscript>max</subscript> and E <subscript>max</subscript> models best captured the profiles of 6MWD and MRI-T <subscript>2</subscript> over age. Steroid use, baseline 6MWD, and baseline MRI-T <subscript>2</subscript> were significant covariates. The median age at which 6MWD is half of its maximum decrease in the five models was similar, while the median age at which MRI-T <subscript>2</subscript> is half of its maximum increase varied depending on the type of muscle. The models connecting 6MWD and MRI-T <subscript>2</subscript> successfully quantified how individual characteristics alter disease trajectories. The models demonstrate a plausible correlation between 6MWD and MRI-T <subscript>2</subscript> , supporting the use of MRI-T <subscript>2</subscript> . The developed models will guide drug developers in using the MRI-T <subscript>2</subscript> to most efficient use in DMD clinical trials.<br />Competing Interests: Declarations. Conflict of interests: The authors declared no competing interests for this work.<br /> (© 2024. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.)
- Subjects :
- Humans
Child
Male
Adolescent
Prospective Studies
Walking physiology
Longitudinal Studies
Walk Test methods
Models, Biological
Muscular Dystrophy, Duchenne diagnostic imaging
Muscular Dystrophy, Duchenne physiopathology
Muscular Dystrophy, Duchenne pathology
Magnetic Resonance Imaging methods
Disease Progression
Muscle, Skeletal diagnostic imaging
Leg
Subjects
Details
- Language :
- English
- ISSN :
- 1573-8744
- Volume :
- 51
- Issue :
- 6
- Database :
- MEDLINE
- Journal :
- Journal of pharmacokinetics and pharmacodynamics
- Publication Type :
- Academic Journal
- Accession number :
- 38609673
- Full Text :
- https://doi.org/10.1007/s10928-024-09910-1