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早产中的代谢组学:一种识别早产风险患者的新方法。

Metabolomics in premature labor: a novel approach to identify patients at risk for preterm delivery.

作者信息

Romero Roberto, Mazaki-Tovi Shali, Vaisbuch Edi, Kusanovic Juan Pedro, Chaiworapongsa Tinnakorn, Gomez Ricardo, Nien Jyh Kae, Yoon Bo Hyun, Mazor Moshe, Luo Jingqin, Banks David, Ryals John, Beecher Chris

机构信息

Perinatology Research Branch, NICHD/NIH/DHHS, Bethesda, Maryland, USA.

出版信息

J Matern Fetal Neonatal Med. 2010 Dec;23(12):1344-59. doi: 10.3109/14767058.2010.482618. Epub 2010 May 26.

Abstract

OBJECTIVE

Biomarkers for preterm labor (PTL) and delivery can be discovered through the analysis of the transcriptome (transcriptomics) and protein composition (proteomics). Characterization of the global changes in low-molecular weight compounds which constitute the 'metabolic network' of cells (metabolome) is now possible by using a 'metabolomics' approach. Metabolomic profiling has special advantages over transcriptomics and proteomics since the metabolic network is downstream from gene expression and protein synthesis, and thus more closely reflects cell activity at a functional level. This study was conducted to determine if metabolomic profiling of the amniotic fluid can identify women with spontaneous PTL at risk for preterm delivery, regardless of the presence or absence of intraamniotic infection/inflammation (IAI).

STUDY DESIGN

Two retrospective cross-sectional studies were conducted, including three groups of pregnant women with spontaneous PTL and intact membranes: (1) PTL who delivered at term; (2) PTL without IAI who delivered preterm; and (3) PTL with IAI who delivered preterm. The first was an exploratory study that included 16, 19, and 20 patients in groups 1, 2, and 3, respectively. The second study included 40, 33, and 40 patients in groups 1, 2, and 3, respectively. Amniotic fluid metabolic profiling was performed by combining chemical separation (with gas and liquid chromatography) and mass spectrometry. Compounds were identified using authentic standards. The data were analyzed using discriminant analysis for the first study and Random Forest for the second.

RESULTS

(1) In the first study, metabolomic profiling of the amniotic fluid was able to identify patients as belonging to the correct clinical group with an overall 96.3% (53/55) accuracy; 15 of 16 patients with PTL who delivered at term were correctly classified; all patients with PTL without IAI who delivered preterm neonates were correctly identified as such (19/19), while 19/20 patients with PTL and IAI were correctly classified. (2) In the second study, metabolomic profiling was able to identify patients as belonging to the correct clinical group with an accuracy of 88.5% (100/113); 39 of 40 patients with PTL who delivered at term were correctly classified; 29 of 33 patients with PTL without IAI who delivered preterm neonates were correctly classified. Among patients with PTL and IAI, 32/40 were correctly classified. The metabolites responsible for the classification of patients in different clinical groups were identified. A preliminary draft of the human amniotic fluid metabolome was generated and found to contain products of the intermediate metabolism of mammalian cells and xenobiotic compounds (e.g. bacterial products and Salicylamide).

CONCLUSION

Among patients with spontaneous PTL with intact membranes, metabolic profiling of the amniotic fluid can be used to assess the risk of preterm delivery in the presence or absence of infection/inflammation.

摘要

目的

通过转录组(转录组学)和蛋白质组成(蛋白质组学)分析可发现早产(PTL)和分娩的生物标志物。目前,利用“代谢组学”方法能够对构成细胞“代谢网络”的低分子量化合物的整体变化进行表征。代谢组学分析比转录组学和蛋白质组学具有特殊优势,因为代谢网络位于基因表达和蛋白质合成的下游,因此能在功能水平上更密切地反映细胞活性。本研究旨在确定羊水代谢组学分析能否识别有自发PTL且有早产风险的妇女,无论是否存在羊膜腔内感染/炎症(IAI)。

研究设计

进行了两项回顾性横断面研究,包括三组胎膜完整的自发PTL孕妇:(1)足月分娩的PTL孕妇;(2)无IAI且早产的PTL孕妇;(3)有IAI且早产的PTL孕妇。第一项是探索性研究,第1、2、3组分别纳入16、19和20例患者。第二项研究中,第1、2、3组分别纳入40、33和40例患者。通过化学分离(气相色谱和液相色谱)与质谱联用进行羊水代谢组学分析。使用标准品鉴定化合物。第一项研究的数据采用判别分析,第二项研究采用随机森林进行分析。

结果

(1)在第一项研究中,羊水代谢组学分析能够将患者正确分类到相应临床组,总体准确率为96.3%(53/55);16例足月分娩的PTL患者中有15例被正确分类;所有无IAI且早产的PTL患者均被正确识别(19/19),而20例有IAI的PTL患者中有19例被正确分类。(2)在第二项研究中,代谢组学分析能够将患者正确分类到相应临床组。准确率为88.5%(100/113);40例足月分娩的PTL患者中有39例被正确分类;33例无IAI且早产的PTL患者中有29例被正确分类。在有IAI的PTL患者中,40例中有32例被正确分类。确定了不同临床组患者分类所涉及的代谢物。生成了人类羊水代谢组的初步草图,发现其中包含哺乳动物细胞中间代谢产物和外源性化合物(如细菌产物和水杨酰胺)。

结论

在胎膜完整的自发PTL患者中,羊水代谢组学分析可用于评估有无感染/炎症情况下的早产风险。

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