医学
药效学
西那卡塞特
临床试验
背景(考古学)
药物开发
临床终点
继发性甲状旁腺功能亢进
人口
贝叶斯概率
药品
重症监护医学
药代动力学
内科学
药理学
甲状旁腺激素
计算机科学
生物
人工智能
古生物学
钙
环境卫生
作者
Cynthia Basu,Xiaoye Ma,May Mo,H. Amy Xia,Richard C. Brundage,Mahmoud Al‐Kofahi,Bradley P. Carlin
摘要
In most drug development settings, the regulatory approval process is accompanied by extensive studies performed to understand the drug's pharmacokinetic (PK) and pharmacodynamic (PD) properties. In this article, we attempt to utilize the rich PK/PD data to inform the borrowing of information from adults during pediatric drug development. In pediatric settings, it is especially crucial that we are parsimonious with the patients recruited for experimentation. We illustrate our approaches in the context of clinical trials of cinacalcet for treating secondary hyperparathyroidism in pediatric and adult patients with chronic kidney disease, where we model both parathyroid hormone (efficacy endpoint) and corrected calcium levels (safety endpoint). We use population PK/PD modeling of the cinacalcet data to quantitatively assess the similarity between adults and children, and use this information in various hierarchical Bayesian adult borrowing rules whose statistical properties can then be evaluated. In particular, we simulate the bias and mean square error performance of our approaches in settings where borrowing is and is not warranted to inform guidelines for the future use of our methods.
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