Developmental Lung Biology and Cardiovascular Pulmonary Research Laboratories, Departments of Pediatrics and Medicine, University of Colorado, Anschutz Medical Campus, Aurora, CO, USA.
Division of Pediatric Critical Care, Department of Pediatrics, University of Colorado, Anschutz Medical Campus, Aurora, CO, USA.
Sci Rep. 2022 Aug 26;12(1):14560. doi: 10.1038/s41598-022-15476-0.
Acute respiratory distress syndrome is a heterogeneous pathophysiological process responsible for significant morbidity and mortality in pediatric intensive care patients. Diagnosis is defined by clinical characteristics that identify the syndrome after development. Subphenotyping patients at risk of progression to ARDS could provide the opportunity for therapeutic intervention. microRNAs, non-coding RNAs stable in circulation, are a promising biomarker candidate. We conducted a single-center prospective cohort study to evaluate random forest classification of microarray-quantified circulating microRNAs in critically ill pediatric patients. We additionally selected a sub-cohort for parallel metabolomics profiling as a pilot study for concurrent use of miRNAs and metabolites as circulating biomarkers. In 35 patients (n = 21 acute respiratory distress, n = 14 control) 15 microRNAs were differentially expressed. Unsupervised random forest classification accurately grouped ARDS and control patients with an area under the curve of 0.762, which was improved to 0.839 when subset to only patients with bacterial infection. Nine metabolites were differentially abundant between acute respiratory distress and control patients (n = 4, both groups) and abundance was highly correlated with miRNA expression. Random forest classification of microRNAs differentiated critically ill pediatric patients who developed acute respiratory distress relative to those who do not. The differential expression of microRNAs and metabolites provides a strong foundation for further work to validate their use as a prognostic biomarker.
急性呼吸窘迫综合征是一种异质性的病理生理过程,导致儿科重症监护患者发病率和死亡率显著增加。其诊断是通过临床特征来确定的,这些特征在疾病发展后才能识别出该综合征。对有进展为急性呼吸窘迫综合征风险的患者进行亚表型分型,可能为治疗干预提供机会。microRNAs 是一种非编码 RNA,在循环中稳定存在,是一种很有前途的生物标志物候选物。我们进行了一项单中心前瞻性队列研究,评估了危重症儿科患者中基于微阵列定量的循环 microRNAs 的随机森林分类。我们还选择了一个亚队列进行平行代谢组学分析,作为同时使用 microRNAs 和代谢物作为循环生物标志物的初步研究。在 35 名患者(n=21 例急性呼吸窘迫,n=14 例对照组)中,有 15 个 microRNAs 表达差异。无监督随机森林分类能够准确地区分急性呼吸窘迫和对照组患者,曲线下面积为 0.762,当仅对细菌感染患者进行亚组分析时,该面积提高至 0.839。在急性呼吸窘迫和对照组患者(n=4,两组均有)之间有 9 种代谢物差异丰富,其丰度与 microRNA 表达高度相关。microRNAs 的随机森林分类能够区分发生急性呼吸窘迫和不发生急性呼吸窘迫的危重症儿科患者。microRNAs 和代谢物的差异表达为进一步验证其作为预后生物标志物的用途提供了坚实的基础。