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杜氏肌营养不良症北美之星门诊评估疾病进展建模。

Disease progression modeling of the North Star Ambulatory Assessment for Duchenne Muscular Dystrophy.

机构信息

Global Product Development, Pfizer Inc., La Jolla, California, USA.

Global Product Development, Pfizer Inc., Cambridge, Massachusetts, USA.

出版信息

CPT Pharmacometrics Syst Pharmacol. 2023 Mar;12(3):375-386. doi: 10.1002/psp4.12921. Epub 2023 Feb 14.

DOI:10.1002/psp4.12921
PMID:36718719
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10014057/
Abstract

Duchenne muscular dystrophy (DMD) is a rare genetic disorder caused by decreased or absent dystrophin gene leading to progressive muscle degeneration and weakness in young boys. Disease progression models for the North Star Ambulatory Assessment (NSAA), a functional measurement widely used to assess outcomes in clinical trials, were developed using a longitudinal population modeling approach. The relationship between NSAA total score over time, loss of ambulation, and potential covariates that may influence disease progression were evaluated. Data included individual participant observations from an internal placebo-controlled phase II clinical trial and from the external natural history database for male patients with DMD obtained through the Cooperative International Neuromuscular Research Group (CINRG). A modified indirect response model for NSAA joined to a loss of ambulation (LOA) time-to-event model described the data well. Age was used as the independent variable because ambulatory function is known to vary with age. The NSAA and LOA models were linked using the dissipation rate constant parameter from the NSAA model by including the parameter as a covariate on the hazard equation for LOA. No covariates were identified. The model was then used as a simulation tool to explore various clinical trial design scenarios. This model contributes to the quantitative understanding of disease progression in DMD and may guide model-informed drug development decisions for ongoing and future DMD clinical trials.

摘要

杜氏肌营养不良症(DMD)是一种罕见的遗传性疾病,由肌营养不良蛋白基因的减少或缺失引起,导致年轻男孩的肌肉进行性退化和无力。北星门诊评估(NSAA)的疾病进展模型是使用纵向人群建模方法开发的,该模型是一种广泛用于评估临床试验结果的功能测量方法。评估了 NSAA 总分随时间的变化、丧失步行能力以及可能影响疾病进展的潜在协变量之间的关系。数据包括来自内部安慰剂对照 II 期临床试验的个体参与者观察结果,以及通过合作国际神经肌肉研究组(CINRG)从 DMD 男性患者的外部自然史数据库中获得的数据。改良的间接反应模型与 LOA 时间事件模型相结合,很好地描述了 NSAA 的数据。年龄被用作自变量,因为众所周知,步行功能会随年龄而变化。NSAA 和 LOA 模型通过将参数作为 LOA 危险方程的协变量包含在内,使用 NSAA 模型的耗散速率常数参数进行链接。未确定协变量。该模型随后被用作模拟工具来探索各种临床试验设计方案。该模型有助于定量了解 DMD 的疾病进展,并可能为正在进行和未来的 DMD 临床试验中的基于模型的药物开发决策提供指导。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/1f4615b32a4e/PSP4-12-375-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/2b60a6595805/PSP4-12-375-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/0e0742687de2/PSP4-12-375-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/de1fe31d7024/PSP4-12-375-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/038d99b42d32/PSP4-12-375-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/3580a22d4e85/PSP4-12-375-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/1f4615b32a4e/PSP4-12-375-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/2b60a6595805/PSP4-12-375-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/0e0742687de2/PSP4-12-375-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/de1fe31d7024/PSP4-12-375-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/038d99b42d32/PSP4-12-375-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/3580a22d4e85/PSP4-12-375-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2588/10014057/1f4615b32a4e/PSP4-12-375-g006.jpg

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Dev Med Child Neurol. 2022 Aug;64(8):979-988. doi: 10.1111/dmcn.15176. Epub 2022 Feb 14.
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Development of a model-based clinical trial simulation platform to optimize the design of clinical trials for Duchenne muscular dystrophy.开发基于模型的临床试验模拟平台以优化杜氏肌营养不良症临床试验设计。
CPT Pharmacometrics Syst Pharmacol. 2022 Mar;11(3):318-332. doi: 10.1002/psp4.12753. Epub 2022 Jan 3.
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Natural History of Steroid-Treated Young Boys With Duchenne Muscular Dystrophy Using the NSAA, 100m, and Timed Functional Tests.
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Pediatr Neurol. 2020 Dec;113:15-20. doi: 10.1016/j.pediatrneurol.2020.08.013. Epub 2020 Aug 27.
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Latent process model of the 6-minute walk test in Duchenne muscular dystrophy : A Bayesian approach to quantifying rare disease progression.Duchenne 肌营养不良症 6 分钟步行试验的潜在过程模型:一种量化罕见疾病进展的贝叶斯方法。
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Categorising trajectories and individual item changes of the North Star Ambulatory Assessment in patients with Duchenne muscular dystrophy.对杜氏肌营养不良症患者的北极星动态评估的轨迹和单项变化进行分类。
PLoS One. 2019 Sep 3;14(9):e0221097. doi: 10.1371/journal.pone.0221097. eCollection 2019.
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Long-term effects of glucocorticoids on function, quality of life, and survival in patients with Duchenne muscular dystrophy: a prospective cohort study.糖皮质激素对杜氏肌营养不良症患者功能、生活质量和生存的长期影响:一项前瞻性队列研究。
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