Croitor-Sava Anca, Beck Veronika, Sandaite Inga, Van Huffel Sabine, Dresselaers Tom, Claus Filip, Himmelreich Uwe, Deprest Jan
Department of Electrical Engineering (ESAT) - STADIUS, University of Leuven , Kasteelpark Arenberg 10, 3001 Leuven, Belgium.
iMinds, Medical Information Technologies Department, University of Leuven , Kasteelpark Arenberg 10, 3001 Leuven, Belgium.
J Proteome Res. 2015 Nov 6;14(11):4502-10. doi: 10.1021/acs.jproteome.5b00131. Epub 2015 Sep 25.
Lung hypoplasia in congenital diaphragmatic hernia (CDH) is a life-threatening birth defect. Severe cases can be offered tracheal occlusion to boost prenatal lung development, although defining those to benefit remains challenging. Metabonomics of (1)H NMR spectra collected from amniotic fluid (AF) can identify general changes in diseased versus healthy fetuses. AF embodies lung secretions and hence might contain pulmonary next to general markers of disease in CDH fetuses. AF from 81 healthy and 22 CDH fetuses was collected. NMR spectroscopy was performed at 400 MHz to compare AF from fetuses with CDH against controls. Several advanced feature extraction methods based on statistical tests that explore spectral variability, similarity, and dissimilarity were applied and compared. This resulted in the identification of 30 spectral regions, which accounted for 80% variability between CDH and controls. Combination with automated classification discriminates AF from CDH versus healthy fetuses with up to 92% accuracy. Within the identified spectral regions, isoleucine, leucine, valine, pyruvate, GABA, glutamate, glutamine, citrate, creatine, creatinine, taurine, and glucose were the most concentrated metabolites. As the metabolite pattern of AF changes with fetal development, we have excluded metabolites with a high age-related variability and repeated the analysis with 12 spectral regions, which has resulted in similar classification accuracy. From this analysis, it was possible to distinguish between AF from CDH fetuses versus healthy controls independent of gestational age.
先天性膈疝(CDH)中的肺发育不全是一种危及生命的出生缺陷。严重病例可采用气管阻塞术来促进产前肺发育,尽管确定哪些病例能从中受益仍具有挑战性。从羊水(AF)中收集的¹H NMR光谱的代谢组学可以识别患病胎儿与健康胎儿的一般变化。羊水包含肺分泌物,因此在CDH胎儿中,除了疾病的一般标志物外,可能还含有肺部标志物。收集了81例健康胎儿和22例CDH胎儿的羊水。在400 MHz下进行核磁共振光谱分析,以比较CDH胎儿与对照胎儿的羊水。应用并比较了几种基于统计测试的先进特征提取方法,这些方法探索光谱的变异性、相似性和差异性。这导致识别出30个光谱区域,这些区域占CDH与对照之间80%的变异性。与自动分类相结合,区分CDH胎儿与健康胎儿羊水的准确率高达92%。在识别出的光谱区域内,异亮氨酸、亮氨酸、缬氨酸、丙酮酸、γ-氨基丁酸、谷氨酸、谷氨酰胺、柠檬酸、肌酸、肌酐、牛磺酸和葡萄糖是最浓缩的代谢物。由于羊水的代谢物模式随胎儿发育而变化,我们排除了与年龄相关变异性高的代谢物,并对12个光谱区域重复了分析,结果分类准确率相似。通过该分析,可以独立于胎龄区分CDH胎儿与健康对照的羊水。