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 |
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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. |
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ISSN: | 1567-567X 1573-8744 1573-8744 |
DOI: | 10.1007/s10928-024-09910-1 |