Department of Critical Care Medicine, Queen's University, Kingston, ON, Canada.
Department of Medicine, Queen's University, Kingston, ON, Canada.
Crit Care Med. 2019 Dec;47(12):e941-e947. doi: 10.1097/CCM.0000000000003693.
Randomized controlled trials in the ICU often fail to show differences in endpoints between groups. We sought to explore reasons for this at a molecular level by analyzing transcriptomic data from a recent negative trial. Our objectives were to determine if randomization successfully balanced transcriptomic features between groups, to assess transcriptomic heterogeneity among the study subjects included, and to determine if the study drug had any effect at the gene expression level.
Bioinformatics analysis of transcriptomic and clinical data collected in the course of a randomized controlled trial.
Tertiary academic mixed medical-surgical ICU.
Adult, critically ill patients expected to require invasive mechanical ventilation more than 48 hours.
Lactoferrin or placebo delivered enterally and via an oral swab for up to 28 days.
We found no major imbalances in transcriptomic features between groups. Unsupervised analysis did not reveal distinct clusters among patients at the time of enrollment. There were marked differences in gene expression between early and later time points. Patients in the lactoferrin group showed changes in the expression of genes associated with immune pathways known to be associated with lactoferrin.
In this clinical trial, transcriptomic data provided a useful complement to clinical data, suggesting that the reasons for the negative result were less likely related to the biological efficacy of the study drug, and may instead have been related to poor sensitivity of the clinical outcomes. In larger studies, transcriptomics may also prove useful in predicting response to treatment.
重症监护病房(ICU)中的随机对照试验常常未能显示组间终点的差异。我们试图通过分析最近一项阴性试验的转录组数据,从分子水平上探讨原因。我们的目标是确定随机分组是否成功地平衡了组间的转录组特征,评估研究对象中的转录组异质性,并确定研究药物是否对基因表达水平有任何影响。
对随机对照试验中收集的转录组和临床数据进行生物信息学分析。
三级学术混合内科-外科 ICU。
预计需要侵入性机械通气超过 48 小时的成年危重症患者。
乳铁蛋白或安慰剂经口和口腔拭子给予,持续 28 天。
我们发现组间转录组特征没有明显失衡。无监督分析在入组时未发现患者之间存在明显的聚类。早期和晚期时间点的基因表达存在显著差异。乳铁蛋白组的患者表现出与乳铁蛋白相关的免疫途径相关基因表达的变化。
在这项临床试验中,转录组数据为临床数据提供了有用的补充,表明阴性结果的原因不太可能与研究药物的生物学疗效有关,而可能与临床结局的敏感性较差有关。在更大的研究中,转录组学也可能有助于预测对治疗的反应。