Table 2

Subgroup analysis of included studies according to which metabolomics technique was applied

Authors, yearMetabolomics techniqueMaternal sample/storage temperaturePrediction model*Targeted compoundsCoefficient of variation/limits of quantitationPredictive compoundsSensitivity
/Specificity
AUC
Nuclear magnetic resonance
Luthra et al, 201838 1H-NMR 1D NOESY with presaturation and homonuclear 2D J-resolved at 300 K Bruker 600 MHz Advance III HD spectrometerUrine/−80°CTargetedTyrosine, acetate, formate, trimethylamineNANone
Gas chromatography coupled to mass spectrometry
Costet et al, 201231 GC-MS
Simple headspace SPME-capillary GC
Urine/−20°CTargetedTrichloroacetic acid<5%/0.01 mg/LNone0.1/0.93
Sulek et al, 201418 GC-MS
Thermo Trace GC Ultra system coupled to ISQ mass selective detector
Capillary GC column: Phenomenex ZB-1701 (30 m × 250 µm id × 0.15 µm with 5 m guard column)
Hair/−20°CUntargetedNANA↓ Lactate
↓ Levulinate
↑2-methyloctadecanoate
↑Tyrosine
↓ Margarate
0.998
Delplancke et al, 201828 GC-MS
Agilent 7890B gas chromatograph, capillary column
ZB-1701 (30 m × 250 µm id × 0.15 µm with 5 m guard column)
5977A mass spectrometer, electron impact ionisation
Hair/−20°CUntargetedNANA↑ Margaric acid
↑ Pentadecanoic acid
↑ Myristic acid‡
0.72
0.73
0.73
Liquid chromatography coupled to mass spectrometry
Grandone et al, 200633 LC-MS/MS triple quadrupole Applera API 3000, TurboIonSpray ionisationAmniotic fluid/−80°CTargetedHomocysteineUnclear↑Homocysteine (1.29 µM; 1.05–1.51 µM)
Horgan et al, 201117 UPLC-MS/MS
Thermo Fisher LTQ Orbitrap, ESI
Plasma/−80°CUntargetedNANAHexacosanedioic acid, diglyceride, lyso-phosphocholine, sphinganine 1-phosphate, sphingosine 1-phosphate§0.90
Ertl et al, 201232 HPLC-MS/MS
Shimadzu Prominence HPLC system with a column Phenomenex Luna C8 3×50 mm;
AbSciex API-5000 triple quadrupole, ESI
Serum/−80°CTargeted25(OH)D2; 25(OH)D3 6.3%*, 6.6%† (D2); 6.5%*, 7.3%† (D3)/unclear↓25,OH,vitamin D (12.16 ng/mL; 8.09–20.54 ng/mL)0.72/0.45
Gernand et al, 201340 LC-MS/MSSerum/−20°CTargeted25(OH)D2; 25(OH)D3 8.2%* (D2) 5.9%* (D3)/<1 ng/mLNone0.39/0.66
Choi et al, 201634 HPLC-MS/MS
Waters HPLC system,
Applied Biosystems API-4000 MS/MS mass spectrometer
Serum/−20°CTargetedMethylmalonic acid; homocysteine<10%*; <10%†/unclearNone
Kiely et al, 201635 UPLC-MS/MS
Waters Acquity UPLC system,
Waters Triple Quadrupole TQD mass spectrometer
Serum/−80°CTargeted25(OH)D2; 25(OH)D3; 3-epi-25(OH)D3 <6%*; <5%†/0.57 ng/mL (D2); 0.26 ng/mL (D3), 0.41 ng/mL (epi-D3)None
Ong et al, 201637 LC-MS/MS
Applied Biosystems
Thermo Hypersil BDS C8 reverse-phase column
Plasma/unclearTargeted25(OH)D2; 25(OH)D3 ≤10.3%*,†/<1.6 ng/mLNone0.12/0.87
Wang et al, 201636 LC-MS
Agilent HPLC system,
Applied Biosystems Sciex API-4000 triple quadrupole mass spectrometer
Serum/unclearTargetedPFOA; long-chain PFCA0.83–7.94%*; 1.57–24.7%†/0.07–0.45 ng/mL¶PFDeA (OR 3.14; 95% CI 1.07 to 9.19), PFUnDA (OR 1.83; 95% CI 1.01 to 3.32)**
Gong et al,
201841
LC-MS/MS
Shimadzu UK Limited UPLC system, ACE Excel 2 C18-PFP LC-column, Thermo Fisher Scientific Exactive Orbitrap mass spectrometer
Serum/unclearUntargetedNA↑N1,N12-diacetylspermine**
Morillon et al, 201842 UPLC-MS/MS
Waters Acquity UPLC system,
Waters Synapt G2-S mass spectrometer
Urine/−80°CUntargetedNANone
Others
van Eijsden et al, 200839 GC-FID
Solid phase extraction SPE, capillary GC
Plasma/−80°CSemitargeted, lipid extractionElaidic, linoleic, alfa-linolenic, eicosatetraenoic,
EPA, DPA, DHA
DGLA, AA, adrenic, and Osbond acids
≤2%–22%†/unclear↓ Eicosatetraenoic acid (OR 1.5; 95% CI 1.07 to 2.11),
↓DPA (OR 1.49; 95% CI 1.06 to 2.1)
  • *Intra-assay coefficients of variation.

  • †Interassay coefficients of variation.

  • ‡These metabolites were found in second-trimester hair segments.

  • §And more 14 metabolites that could not be identified certain based on chromatographic peak and mass: phenylacetylglutamine or formyl-N-acetyl-5-methroxykynurenamine; leucyl-leucyl-norleucine or sphingosine 1-phosphate; cervonyl carnitine and/or 1-alpha,25-dihydroxy-18-oxocholecalciferol; (15Z)-tetracosenoic acid or 10,13-dimethyl-11-docosyne-10,13-diol or trans-selacholeic acid; pencosenoic acid or cyclohexyl acetate or octanoic acid or methyl-heptenoic acid or 4-hydroxy-2-octenal or DL-2-aminooctanoic acid or 3-amino-octanoic acid; hydroxybutyrate or hydroxy-methylpropanoate or methyl methoxyacetate; lysophosphocoline and phosphocoline (more than 10 hits); phosphocoline (more than 20 hits); phosphocoline or ubiquinone-8; acetylleucil-leucil-norleucinal or oleoylglycerone phosphate or LPA(0:0/18:2(9Z,12Z)) or 1-16:1lysoPE or phosphocoline(O-11:1(10E)/2:0) or (3 s)−3,4-Di-N-hexanoyloxybutyl-1-phosphocoline or N-(3-hydroxy-propyl) arachidonoyl amine or N-methyl N-(2-hydroxy-ethyl) arachidonoyl amine or similar; lysophosphocholine (16:1) or cervonyl carnitine; preganediol-3-glucuronide or 3-alpha,20-alpha-dihydroxy-5-beta-pregnane-3-glucuronide; 6-hydroxyshingosine or (4OH,8Z,t18:1) sphingosine or 15-methyl-15-prostaglandin D2 or 15-R-prostaglandin E2 methyl ester.

  • ¶Values for all studied metabolites.

  • **Predictive compounds only for female babies.

  • AA, arachidonic acid;AUC, area under the receiver operating characteristic curve; DGLA, dihomo-gamma-linolenic acid; DHA, docosahexaenoic acid; DPA, docosapentaenoic acid; EPA, eicosapentaenoic acid; ESI, electrospray ionisation; FID, flame ionisation detection; GC-MS, gas chromatography coupled to mass spectrometry;1H-NMR, hydrogen nuclear magnetic resonance; HPLC, high performance liquid chromatography; LC-MS, liquid chromatography coupled to mass spectrometry; NA, not applicable; NOESY, nuclear Overhauser effect spectroscopy; PFCA, perfluorocarboxylic acid; PFDeA, perfluorodecanoic acid; PFOA, perfluorooctanoic acid; PFUnDA, perfluoroundecanoic acid; SPME, solid phase microextraction; UPLC, ultra-performance liquid chromatography.