Metabolic Dynamics and Prediction of Gestational Age and Time to Delivery in Pregnant Women

被引:191
|
作者
Liang, Liang [1 ]
Rasmussen, Marie-Louise Hee [2 ]
Piening, Brian [1 ,9 ]
Shen, Xiaotao [1 ]
Chen, Songjie [1 ]
Rost, Hannes [1 ,10 ]
Snyder, John K. [3 ,4 ]
Tibshirani, Robert [5 ]
Skotte, Line [2 ]
Lee, Norman Cy [3 ,4 ]
Contrepois, Kevin [1 ]
Feenstra, Bjarke [2 ]
Zackriah, Hanyah [6 ]
Snyder, Michael [1 ]
Melbye, Mads [2 ,7 ,8 ]
机构
[1] Stanford Univ, Dept Genet, Sch Med, Stanford, CA 94305 USA
[2] Statens Serum Inst, Dept Epidemiol Res, DK-2300 Copenhagen, Denmark
[3] Boston Univ, Dept Chem, Boston, MA 02215 USA
[4] Boston Univ, Chem Instrumentat Ctr, Boston, MA 02215 USA
[5] Stanford Univ, Dept Stat & Biomed Data Sci, Stanford, CA 94305 USA
[6] Univ Calif Berkeley, Dept Mol & Cell Biol, Berkeley, CA 94720 USA
[7] Univ Copenhagen, Dept Clin Med, DK-2200 Copenhagen, Denmark
[8] Stanford Univ, Dept Med, Sch Med, Stanford, CA 94305 USA
[9] Providence Portland Med Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
[10] Univ Toronto, Donnelly Ctr Cellular & Biomol Res, Toronto, ON M5S 3E1, Canada
基金
比尔及梅琳达.盖茨基金会;
关键词
SYSTEMATIC ANALYSIS; GENE-EXPRESSION; PLASMA; PREECLAMPSIA; MORTALITY; PLACENTA; ESTRIOL; TRENDS; ACID; RISK;
D O I
10.1016/j.cell.2020.05.002
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Metabolism during pregnancy is a dynamic and precisely programmed process, the failure of which can bring devastating consequences to the mother and fetus. To define a high-resolution temporal profile of metabolites during healthy pregnancy, we analyzed the untargeted metabolome of 784 weekly blood samples from 30 pregnant women. Broad changes and a highly choreographed profile were revealed: 4,995 metabolic features (of 9,651 total), 460 annotated compounds (of 687 total), and 34 human metabolic pathways (of 48 total) were significantly changed during pregnancy. Using linear models, we built a metabolic clock with five metabolites that time gestational age in high accordance with ultrasound (R = 0.92). Furthermore, two to three metabolites can identify when labor occurs (time to delivery within two, four, and eight weeks, AUROC >= 0.85). Our study represents a weekly characterization of the human pregnancy metabolome, providing a high-resolution landscape for understanding pregnancy with potential clinical utilities.
引用
收藏
页码:1680 / +
页数:28
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