Optimizing Sedative Dose in Preterm Infants Undergoing Treatment for Respiratory Distress Syndrome

被引:23
|
作者
Thall, Peter F. [1 ]
Nguyen, Hoang Q. [1 ]
Zohar, Sarah [2 ,3 ]
Maton, Pierre [4 ]
机构
[1] MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77230 USA
[2] Univ Paris 05, INSERM, UMR 1138, Ctr Rech Cordeliers, Paris, France
[3] Univ Paris 06, Paris, France
[4] CHC St Vincent, Serv Neonatal, Rocourt, Belgium
关键词
Clinical trial; Adaptive design; Phase I-II trial; Utility; Surfactant; Neonatal; Decision theory; Bayesian design; Dose-finding; CONTINUAL REASSESSMENT METHOD; DECISION-THEORETIC DESIGNS; SAMPLE-SIZE DETERMINATION; II CLINICAL-TRIALS; EFFICACY; PROPOFOL; THERAPY; BOLUS;
D O I
10.1080/01621459.2014.904789
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The intubation-surfactant-extubation (INSURE) procedure is used worldwide to treat preterm 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 article describes a Bayesian sequentially adaptive design for a multi-institution clinical trial to optimize the sedative dose given to preterm 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. Supplementary materials for this article are available online.
引用
收藏
页码:931 / 943
页数:13
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