Individualized Prediction of Changes in 6-Minute Walk Distance for Patients with Duchenne Muscular Dystrophy

被引:39
作者
Goemans, Nathalie [1 ]
vanden Hauwe, Marleen [1 ]
Signorovitch, James [2 ,3 ]
Swallow, Elyse [2 ]
Song, Jinlin [2 ]
机构
[1] Univ Hosp Leuven, Child Neurol, Leuven, Belgium
[2] Anal Grp Inc, 111 Huntington Ave,14th Floor, Boston, MA USA
[3] Trajectory Anal Project TAP Collaborat, One Broadway,14th Floor, Cambridge, MA USA
关键词
CLINICAL-TRIALS; NATURAL-HISTORY; CORTICOSTEROID TREATMENT; DISEASE PROGRESSION; AMBULATION; BOYS; MANAGEMENT;
D O I
10.1371/journal.pone.0164684
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Background Deficits in ambulatory function progress at heterogeneous rates among individuals with Duchenne muscular dystrophy (DMD). The resulting inherent variability in ambulatory outcomes has complicated the design of drug efficacy trials and clouded the interpretation of trial results. We developed a prediction model for 1-year change in the six minute walk distance (6MWD) among DMD patients, and compared its predictive value to that of commonly used prognostic factors (age, baseline 6MWD, and steroid use). Methods Natural history data were collected from DMD patients at routine follow up visits approximately every 6 months over the course of 2-5 years. Assessments included ambulatory function and steroid use. The annualized change in 6MWD (Delta 6MWD) was studied between all pairs of visits separated by 8-16 months. Prediction models were developed using multi-variable regression for repeated measures, and evaluated using cross-validation. Results Among n = 191 follow-up intervals (n = 39 boys), mean starting age was 9.4 years, mean starting 6MWD was 351.8 meters, and 75% had received steroids for at least one year. Over the subsequent 8-16 months, mean Delta 6MWD was -37.0 meters with a standard deviation (SD) of 93.7 meters. Predictions based on a composite of age, baseline 6MWD, and steroid use explained 28% of variation in Delta 6MWD (R-2 = 0.28, residual SD = 79.4 meters). A broadened prognostic model, adding timed 10-meter walk/run, 4-stair climb, and rise from supine, as well as height and weight, significantly improved prediction, explaining 59% of variation in Delta 6MWD after cross-validation (R-2 = 0.59, residual SD = 59.7 meters). Conclusions A prognostic model incorporating timed function tests significantly improved prediction of 1-year changes in 6MWD. Explained variation was more than doubled compared to predictions based only on age, baseline 6MWD, and steroid use. There is significant potential for composite prognostic models to inform DMD clinical trials and clinical practice.
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页数:15
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