Thall Peter F, Nguyen Hoang Q, Zohar Sarah, Maton Pierre
Dept. of Biostatistics, M.D. Anderson Cancer Center, Houston, Texas, USA.
INSERM, Centre de Recherche des Cordeliers, Universite Paris, Paris, France.
J Am Stat Assoc. 2014 Sep 1;109(507):931-943. doi: 10.1080/01621459.2014.904789.
The Intubation-Surfactant-Extubation (INSURE) procedure is used worldwide to treat pre-term newborn infants suffering from respiratory distress syndrome, which is caused by an insufficient amount of the chemical surfactant in the lungs. With INSURE, the infant is intubated, surfactant is administered via the tube to the trachea, and at completion the infant is extubated. This improves the infant's ability to breathe and thus decreases the risk of long term neurological or motor disabilities. To perform the intubation safely, the newborn infant first must be sedated. Despite extensive experience with INSURE, there is no consensus on what sedative dose is best. This paper describes a Bayesian sequentially adaptive design for a multi-institution clinical trial to optimize the sedative dose given to pre-term infants undergoing the INSURE procedure. The design is based on three clinical outcomes, two efficacy and one adverse, using elicited numerical utilities of the eight possible elementary outcomes. A flexible Bayesian parametric trivariate dose-outcome model is assumed, with the prior derived from elicited mean outcome probabilities. Doses are chosen adaptively for successive cohorts of infants using posterior mean utilities, subject to safety and efficacy constraints. A computer simulation study of the design is presented.
气管插管-表面活性剂-拔管(INSURE)程序在全球范围内用于治疗患有呼吸窘迫综合征的早产新生儿,该综合征由肺部化学表面活性剂含量不足引起。采用INSURE程序时,先给婴儿插管,然后通过导管将表面活性剂注入气管,完成后将导管拔出。这提高了婴儿的呼吸能力,从而降低了长期神经或运动残疾的风险。为了安全地进行插管,首先必须对新生儿进行镇静。尽管在INSURE程序方面有丰富经验,但对于最佳镇静剂量尚无共识。本文描述了一种用于多机构临床试验的贝叶斯序贯自适应设计,以优化接受INSURE程序的早产儿的镇静剂量。该设计基于三种临床结果,两种为疗效结果,一种为不良结果,使用了八种可能的基本结果的数值效用。假设采用灵活的贝叶斯参数三变量剂量-结果模型,其先验来自于效用结果概率的均值。根据安全性和有效性约束,使用后验均值效用为连续的婴儿队列自适应选择剂量。本文给出了该设计的计算机模拟研究。