Department of Pediatrics, University of Utah, Salt Lake City, UT.
Department of Pediatrics, Division of Critical Care Medicine, Nationwide Children's Hospital, Columbus, OH.
Pediatr Crit Care Med. 2023 Dec 1;24(12):e635-e646. doi: 10.1097/PCC.0000000000003332. Epub 2023 Jul 27.
Describe the statistical design of the Personalized Immunomodulation in Sepsis-induced Multiple Organ Dysfunction Syndrome (MODS) (PRECISE) study.
Children with sepsis-induced MODS undergo real-time immune testing followed by assignment to an immunophenotype-specific study cohort. Interventional cohorts include the granulocyte macrophage-colony stimulating factor (GM-CSF) for the Reversal of Immunoparalysis in Pediatric Sepsis-induced MODS (GRACE)-2 trial, which uses the drug GM-CSF (or placebo) to reverse immunoparalysis; and the Targeted Reversal of Inflammation in Pediatric Sepsis-induced MODS (TRIPS) trial, which uses the drug anakinra (or placebo) to reverse systemic inflammation. Both trials have adaptive components and use a statistical framework in which frequent data monitoring assesses futility and efficacy, allowing potentially earlier stopping than traditional approaches. Prespecified simulation-based stopping boundaries are customized to each trial to preserve an overall one-sided type I error rate. The TRIPS trial also uses response-adaptive randomization, updating randomization allocation proportions to favor active arms that appear more efficacious based on accumulating data.
Twenty-four U.S. academic PICUs.
Septic children with specific immunologic derangements during ongoing dysfunction of at least two organs.
The GRACE-2 trial compares GM-CSF and placebo in children with immunoparalysis. The TRIPS trial compares four different doses of anakinra to placebo in children with moderate to severe systemic inflammation.
Both trials assess primary efficacy using the sum of the daily pediatric logistic organ dysfunction-2 score over 28 days. Ranked summed scores, with mortality assigned the worst possible value, are compared between arms using the Wilcoxon Rank Sum test (GRACE-2) and a dose-response curve (TRIPS). We present simulation-based operating characteristics under several scenarios to demonstrate the behavior of the adaptive design.
The adaptive design incorporates innovative statistical features that allow for multiple active arms to be compared with placebo based on a child's personal immunophenotype. The design increases power and provides optimal operating characteristics compared with traditional conservative methods.
描述个性化免疫调节在脓毒症诱导的多器官功能障碍综合征(MODS)(精准)研究中的统计设计。
脓毒症诱导的 MODS 患儿进行实时免疫检测,然后分配到免疫表型特异性研究队列。干预队列包括粒细胞巨噬细胞集落刺激因子(GM-CSF)治疗儿科脓毒症诱导的 MODS 免疫麻痹逆转(GRACE)-2 试验,该试验使用 GM-CSF(或安慰剂)逆转免疫麻痹;以及靶向儿科脓毒症诱导的 MODS 炎症逆转(TRIPS)试验,该试验使用药物阿那白滞素(或安慰剂)逆转全身炎症。这两项试验都有适应性成分,并使用统计框架,该框架通过频繁的数据监测评估无效性和疗效,允许比传统方法更早地停止试验。预定义的基于模拟的停止边界针对每个试验进行定制,以保持总体单侧 I 型错误率。TRIPS 试验还使用反应适应性随机化,根据累积数据更新随机分组比例,有利于根据数据积累显示更有效的活性药物。
美国 24 个儿科重症监护病房(PICU)。
脓毒症患儿在至少两个器官持续功能障碍期间存在特定的免疫紊乱。
GRACE-2 试验比较 GM-CSF 和安慰剂在免疫麻痹患儿中的疗效。TRIPS 试验比较阿那白滞素四种不同剂量与安慰剂在中度至重度全身炎症患儿中的疗效。
两项试验均使用 28 天内每日儿科逻辑器官功能障碍-2 评分总和评估主要疗效。使用 Wilcoxon 秩和检验(GRACE-2)和剂量反应曲线(TRIPS)比较手臂之间的排序总和评分,将死亡率分配给最差可能值。我们根据几种情况呈现基于模拟的操作特征,以展示适应性设计的行为。
适应性设计采用了创新的统计特征,可根据患儿的个人免疫表型,将多个活性药物与安慰剂进行比较。与传统的保守方法相比,该设计提高了功效,并提供了最佳的操作特征。