Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus

Due to many adverse effects of gestational diabetes mellitus (GDM) on the mother and fetus, its diagnosis is crucial. The presence of GDM can be confirmed by an abnormal fasting plasma glucose level (aFPG) and/or oral glucose tolerance test (OGTT) performed mostly between 24 and 28 gestational week....

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Autores principales: Beata A. Raczkowska, Patrycja Mojsak, David Rojo, Beata Telejko, Magdalena Paczkowska–Abdulsalam, Justyna Hryniewicka, Anna Zielinska–Maciulewska, Malgorzata Szelachowska, Maria Gorska, Coral Barbas, Adam Kretowski, Michal Ciborowski
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Publicado: Frontiers Media S.A. 2021
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spelling oai:doaj.org-article:9c885234089a4233a3b4fdf3210e662f2021-11-19T07:18:01ZGas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus1663-981210.3389/fphar.2021.770240https://doaj.org/article/9c885234089a4233a3b4fdf3210e662f2021-11-01T00:00:00Zhttps://www.frontiersin.org/articles/10.3389/fphar.2021.770240/fullhttps://doaj.org/toc/1663-9812Due to many adverse effects of gestational diabetes mellitus (GDM) on the mother and fetus, its diagnosis is crucial. The presence of GDM can be confirmed by an abnormal fasting plasma glucose level (aFPG) and/or oral glucose tolerance test (OGTT) performed mostly between 24 and 28 gestational week. Both aFPG and abnormal glucose tolerance (aGT) are used to diagnose GDM. In comparison to measurement of FPG, OGTT is time-consuming, usually inconvenient for the patient, and very often needs to be repeated. Therefore, it is necessary to seek tests that will be helpful and convenient to diagnose GDM. For this reason, we investigated the differences in fasting serum metabolites between GDM women with abnGM and normal FPG (aGT-GDM group), with aFPG and normal glucose metabolism (aFPG-GDM group) as well as pregnant women with normal glucose tolerance (NGT) being a control group. Serum metabolites were measured by an untargeted approach using gas chromatography–mass spectrometry (GC–MS). In the discovery phase, fasting serum samples collected from 79 pregnant women (aFPG-GDM, n = 24; aGT-GDM, n = 26; NGT, n = 29) between 24 and 28 weeks of gestation (gwk) were fingerprinted. A set of metabolites (α–hydroxybutyric acid (α–HB), β–hydroxybutyric acid (β–HB), and several fatty acids) significant in aGT-GDM vs NGT but not significant in aFPG-GDM vs NGT comparison in the discovery phase was selected for validation. These metabolites were quantified by a targeted GC–MS method in a validation cohort consisted of 163 pregnant women (aFPG-GDM, n = 51; aGT-GDM, n = 44; and NGT, n = 68). Targeted analyses were also performed on the serum collected from 92 healthy women in the first trimester (8–14 gwk) who were NGT at this time, but in the second trimester (24–28 gwk) they were diagnosed with GDM. It was found that α–HB, β–HB, and several fatty acids were associated with aGT-GDM. A combination of α–HB, β–HB, and myristic acid was found highly specific and sensitive for the diagnosis of GDM manifested by aGT-GDM (AUC = 0.828) or to select women at a risk of aGT-GDM in the first trimester (AUC = 0.791). Our findings provide new potential markers of GDM and may have implications for its early diagnosis.Beata A. RaczkowskaPatrycja MojsakDavid RojoBeata TelejkoMagdalena Paczkowska–AbdulsalamJustyna HryniewickaAnna Zielinska–MaciulewskaMalgorzata SzelachowskaMaria GorskaCoral BarbasAdam KretowskiAdam KretowskiMichal CiborowskiFrontiers Media S.A.articlegestational diabetes mellitusbiomarkersmetabolomicsserumquantitative analysisgas chromatographyTherapeutics. PharmacologyRM1-950ENFrontiers in Pharmacology, Vol 12 (2021)
institution DOAJ
collection DOAJ
language EN
topic gestational diabetes mellitus
biomarkers
metabolomics
serum
quantitative analysis
gas chromatography
Therapeutics. Pharmacology
RM1-950
spellingShingle gestational diabetes mellitus
biomarkers
metabolomics
serum
quantitative analysis
gas chromatography
Therapeutics. Pharmacology
RM1-950
Beata A. Raczkowska
Patrycja Mojsak
David Rojo
Beata Telejko
Magdalena Paczkowska–Abdulsalam
Justyna Hryniewicka
Anna Zielinska–Maciulewska
Malgorzata Szelachowska
Maria Gorska
Coral Barbas
Adam Kretowski
Adam Kretowski
Michal Ciborowski
Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
description Due to many adverse effects of gestational diabetes mellitus (GDM) on the mother and fetus, its diagnosis is crucial. The presence of GDM can be confirmed by an abnormal fasting plasma glucose level (aFPG) and/or oral glucose tolerance test (OGTT) performed mostly between 24 and 28 gestational week. Both aFPG and abnormal glucose tolerance (aGT) are used to diagnose GDM. In comparison to measurement of FPG, OGTT is time-consuming, usually inconvenient for the patient, and very often needs to be repeated. Therefore, it is necessary to seek tests that will be helpful and convenient to diagnose GDM. For this reason, we investigated the differences in fasting serum metabolites between GDM women with abnGM and normal FPG (aGT-GDM group), with aFPG and normal glucose metabolism (aFPG-GDM group) as well as pregnant women with normal glucose tolerance (NGT) being a control group. Serum metabolites were measured by an untargeted approach using gas chromatography–mass spectrometry (GC–MS). In the discovery phase, fasting serum samples collected from 79 pregnant women (aFPG-GDM, n = 24; aGT-GDM, n = 26; NGT, n = 29) between 24 and 28 weeks of gestation (gwk) were fingerprinted. A set of metabolites (α–hydroxybutyric acid (α–HB), β–hydroxybutyric acid (β–HB), and several fatty acids) significant in aGT-GDM vs NGT but not significant in aFPG-GDM vs NGT comparison in the discovery phase was selected for validation. These metabolites were quantified by a targeted GC–MS method in a validation cohort consisted of 163 pregnant women (aFPG-GDM, n = 51; aGT-GDM, n = 44; and NGT, n = 68). Targeted analyses were also performed on the serum collected from 92 healthy women in the first trimester (8–14 gwk) who were NGT at this time, but in the second trimester (24–28 gwk) they were diagnosed with GDM. It was found that α–HB, β–HB, and several fatty acids were associated with aGT-GDM. A combination of α–HB, β–HB, and myristic acid was found highly specific and sensitive for the diagnosis of GDM manifested by aGT-GDM (AUC = 0.828) or to select women at a risk of aGT-GDM in the first trimester (AUC = 0.791). Our findings provide new potential markers of GDM and may have implications for its early diagnosis.
format article
author Beata A. Raczkowska
Patrycja Mojsak
David Rojo
Beata Telejko
Magdalena Paczkowska–Abdulsalam
Justyna Hryniewicka
Anna Zielinska–Maciulewska
Malgorzata Szelachowska
Maria Gorska
Coral Barbas
Adam Kretowski
Adam Kretowski
Michal Ciborowski
author_facet Beata A. Raczkowska
Patrycja Mojsak
David Rojo
Beata Telejko
Magdalena Paczkowska–Abdulsalam
Justyna Hryniewicka
Anna Zielinska–Maciulewska
Malgorzata Szelachowska
Maria Gorska
Coral Barbas
Adam Kretowski
Adam Kretowski
Michal Ciborowski
author_sort Beata A. Raczkowska
title Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
title_short Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
title_full Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
title_fullStr Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
title_full_unstemmed Gas Chromatography–Mass Spectroscopy-Based Metabolomics Analysis Reveals Potential Biochemical Markers for Diagnosis of Gestational Diabetes Mellitus
title_sort gas chromatography–mass spectroscopy-based metabolomics analysis reveals potential biochemical markers for diagnosis of gestational diabetes mellitus
publisher Frontiers Media S.A.
publishDate 2021
url https://doaj.org/article/9c885234089a4233a3b4fdf3210e662f
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