Five multivariate Duchenne muscular dystrophy progression models bridging six-minute walk distance and MRI relaxometry of leg muscles

The study aimed to provide quantitative information on the utilization of MRI transverse relaxation time constant (MRI-T 2 ) 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 2 ....

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Veröffentlicht in:Journal of pharmacokinetics and pharmacodynamics 2024-12, Vol.51 (6), p.671-683
Hauptverfasser: Yoon, Deok Yong, Daniels, Michael J., Willcocks, Rebecca J., Triplett, William T., Morales, Juan Francisco, Walter, Glenn A., Rooney, William D., Vandenborne, Krista, Kim, Sarah
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Sprache:eng
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Zusammenfassung:The study aimed to provide quantitative information on the utilization of MRI transverse relaxation time constant (MRI-T 2 ) 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 2 . 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 2 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 2 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 2 . Sigmoid I max and E max models best captured the profiles of 6MWD and MRI-T 2 over age. Steroid use, baseline 6MWD, and baseline MRI-T 2 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 2 is half of its maximum increase varied depending on the type of muscle. The models connecting 6MWD and MRI-T 2 successfully quantified how individual characteristics alter disease trajectories. The models demonstrate a plausible correlation between 6MWD and MRI-T 2 , supporting the use of MRI-T 2 . The developed models will guide drug developers in using the MRI-T 2 to most efficient use in DMD clinical trials.
ISSN:1567-567X
1573-8744
1573-8744
DOI:10.1007/s10928-024-09910-1