GigaScienceGenetic & Genomic MedicinePeer-reviewed journal article
Maternal plasma lipids are involved in the pathogenesis of preterm birth
Yile Chen, Bing HeiD, Yu LiuiD, Max T. AungiD, Zaira Y. Rosario-Pabón, Carmen M. Vélez-VegaiD, Akram N. AlshawabkehiD, José F. CorderoiD, John D. MeekeriD, Lana Xia GarmireiD
Abstract
BackgroundPreterm birth is defined by the onset of labor at a gestational age shorter than 37 weeks and it can lead to premature birth and impose a threat to newborns health. The Puerto Rico PROTECT cohort is a well-characterized prospective birth cohort that was designed to investigate environmental and social contributors to preterm birth in Puerto Rico, where preterm birth rates have been elevated in recent decades. To elucidate possible relationships between metabolites and preterm birth in this cohort, we conducted a nested case-control study to conduct untargeted metabolomic characterization of maternal plasma of 31 preterm birth women and 69 full-term labor controls at 24-28 gestational weeks. ResultsA total of 333 metabolites were identified and annotated with liquid chromatography/mass spectrometry. Subsequent weighted gene correlation network analysis shows the fatty acid and carene enriched module has a significant positive association (p-value=8e-04) with preterm birth. After controlling for potential clinical confounders, a total of 38 metabolites demonstrated significant changes uniquely associated with preterm birth, where 17 of them were preterm biomarkers. Among seven machine-learning classifiers, application of random forest achieved the highly accurate and specific prediction (AUC = 0.92) for preterm birth in testing data, demonstrating their strong potential as biomarkers for preterm births. The 17 preterm biomarkers are involved in cell signaling, lipid metabolism, and lipid peroxidation functions. Further causality analysis infers that suberic acid upregulates several fatty acids to promote preterm birth. ConclusionsAltogether, this study demonstrates the involvement of lipids, particularly fatty acids, in the pathogenesis of preterm birth.
- organism: human
- assay: metabolomics
- research focus: differential expression
- approach: statistical model
- approach: machine learning (classical)
- Citations
- 29
- FWCI
- 2.04
- Field percentile
- top 12%
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