Abstract
Purpose: To develop a first trimester prediction model for gestational diabetes mellitus (GDM) using obesity, placental, and inflammatory biomarkers. Methods: We used a first trimester dataset of the ASPRE study to evaluate clinical and biochemical biomarkers. All biomarkers levels (except insulin) were transformed to gestational week-specific medians (MoMs), adjusted for maternal body mass index (BMI), maternal age, and parity. The MoM values of each biomarker in the GDM and normal groups were compared and used for the development of a prediction model assessed by area under the curve (AUC). Results: The study included 185 normal and 20 GDM cases. In the GDM group, compared to the normal group BMI and insulin (P = 0.003) were higher (both P < 0.003). The MoM values of uterine artery pulsatility index (UtA-PI) and soluble (s)CD163 were higher (both P < 0.01) while pregnancy associated plasma protein A (PAPP-A), placental protein 13 (PP13), and tumor-necrosis factor alpha (TNFα) were lower (all P < 0.005). There was no significant difference between the groups in placental growth factor, interleukin 6, leptin, peptide YY, or soluble mannose receptor (sMR/CD206). In screening for GDM in obese women the combination of high BMI, insulin, sCD163, and TNFα yielded an AUC of 0.95, with detection rate of 89% at 10% false positive rate (FPR). In non-obese women, the combination of sCD163, TNFα, PP13 and PAPP-A yielded an AUC of 0.94 with detection rate of 83% at 10% FPR. Conclusion: A new model for first trimester prediction of the risk to develop GDM was developed that warrants further validation.
Original language | English |
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Pages (from-to) | 80-89 |
Number of pages | 10 |
Journal | Placenta |
Volume | 101 |
DOIs | |
State | Published - Nov 2020 |
Bibliographical note
Publisher Copyright:© 2020 The Authors
Funding
Partial support was obtained from the European Union 7th R&D Framework, ASPRE project FP7 # 601852 grant (KN, HM), The Rabin Medical Center Helen Schneider Hospital for Women's Health, Petah Tikva, Israel (K.T-G., E.H., D.D., L.R), and Aarhus University Hospital. Aarhus, Denmark (H.G., H.J-M., I.V.). None of the funding organizations and institutes influenced the content of the manuscript or data analysis.
Funders | Funder number |
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European Union 7th R&D Framework | |
Petah Tikva, Israel | |
Rabin Medical Center Helen Schneider Hospital for Women's Health | |
Aarhus Universitetshospital | |
Seventh Framework Programme | 601852 |
Keywords
- Gestational diabetes
- Insulin
- Leptin
- MAP
- Maternal serum biomarkers
- Obesity
- PAPP-A
- PP13
- PPY
- Singleton pregnancy
- TNFα
- UtA-PI
- sCD163