Implementation of the International Association of Diabetes and Pregnancy Study Groups (IADPSG) and the World Health Organization 2013 (WHO 2013) recommendations leads to an increased prevalence of gestational diabetes mellitus (GDM) due to more stringent criteria and early screening of women at high risk for diabetes in pregnancy (DIP) (1,2). IADPSG members now recommend that their GDM criteria should not be used in early pregnancy but have not provided alternative criteria (3). We have compared the characteristics of overweight/obese women early in pregnancy, with and without GDM using the new criteria, to assess whether those testing positive are metabolically distinct.

Pregnant women with a BMI ≥29.0 kg/m2 underwent a 75-g oral glucose tolerance test in early pregnancy as part of enrollment into the DALI (Vitamin D And Lifestyle Intervention for GDM prevention) pilot and lifestyle Pan-European multicenter trials (4). GDM and DIP were diagnosed using WHO 2013 criteria.

A high rate of GDM (237/1,035 or 22.9%: DIP 0.5%; total hyperglycemia in early pregnancy 23.4%) was found at a mean of 15.2 ± 3.0 gestational weeks (interquartile range 13.4–16.8). A fasting glucose alone identified 190/242 (78.5%) women. The other 52 women (21.5%) were diagnosed with elevated 1-h and/or 2-h glucose levels. Obese women with DIP were less likely to be of European ancestry than women with early GDM (20.0% vs. 86.7%, P = 0.002).

Women with early GDM had significantly greater insulin resistance and higher BMI, waist circumference, systolic and diastolic blood pressures, triglycerides, free fatty acids, 3-β-hydroxybutyrate, and heart rate at screening (Table 1). Significant differences in insulin secretion and disposition index were also found. Differences persisted after adjustment for age, pregestational BMI, gestational week, and fetal sex.

Table 1

Descriptive analysis, surrogate parameters of insulin sensitivity, insulin secretion, and metabolic parameters of DALI pilot and lifestyle study population in early pregnancy

NGT (total N = 793)Early GDM (total N = 237)DIP (total N = 5)P (NGT vs. GDM)
nMean ± SD or %nMean ± SD or %nMean ± SD or %
Age (years) 780 31.9 ± 5.3 230 32.8 ± 5.1 31.7 ± 3.7 0.04 
Height (cm) 778 165.5 ± 6.8 227 165.7 ± 6.2 163.1 ± 1.2 0.75 
Prepregnancy weight (kg) 780 92.4 ± 13.8 228 96.9 ± 16.1 93.3 ± 15.4 <0.001 
Prepregnancy BMI (kg/m2777 33.7 ± 4.3 222 35.2 ± 5.3 35.0 ± 5.3 <0.001 
BMI at screening (kg/m2778 34.4 ± 4.3 226 36.1 ± 5.6 35.6 ± 4.9 <0.001 
Weight gain until first visit (kg)* 778 2.0 ± 4.4 221 2.5 ± 7.8 1.7 ± 4.1 0.25 
Gestational age (weeks) 779 15.2 ± 3.1 228 15.0 ± 2.4 13.4 ± 4.3 0.36 
Waist circumference (cm) 764 107.2 ± 10.4 219 110.3 ± 11.6 109.4 ± 9.7 <0.001 
Sum of skinfolds (mm) 763 107.6 ± 28.1 217 114.8 ± 30.7 104.6 ± 11.9 0.001 
European descent 674/778 86.6% 195/225 86.7% 1/5 20.0% 1.00 
Higher education 431/777 55.5% 121/223 54.3% 3/5 60.0% 0.81 
Lives with partner 730/777 94.0% 203/221 91.9% 4/5 80.0% 0.28 
Smoking 132/781 16.9% 34/237 14.3% 0/5 0% 0.37 
Alcohol consumption 46/781 5.9% 7/237 3.0% 0/5 0% 0.09 
Multiparity 389/777 50.1% 110/224 49.1% 1/5 20% 0.82 
Diabetes in family 185/781 23.7% 64/237 27.0% 3/5 60.0% 0.30 
History of GDM 38/483 7.9% 22/137 16.1% 1/2 50.0% 0.01 
Previous stillbirth 49/480 10.2% 19/140 13.6% 1/2 50.0% 0.28 
Previous macrosomia 86/480 17.9% 44/138 31.9% 0/2 0% 0.001 
Previous congenital malformation 16/482 3.3% 9/139 6.5% 0/2 0% 0.14 
Previous chronic hypertension 99/772 12.8% 31/222 14.0% 0/5 0% 0.74 
Systolic blood pressure (mmHg) 778 116.4 ± 11.1 225 118.3 ± 10.1 123.6 ± 7.0 0.02 
Diastolic blood pressure (mmHg) 778 72.8 ± 9.2 225 75.1 ± 8.4 78.2 ± 6.8 0.001 
Heart rate (bpm) 738 79.4 ± 10.0 206 82.0 ± 10.6 79.2 ± 9.4 0.001 
FPG (mmol/L) 713 4.6 ± 0.4 215 5.1 ± 0.6 6.2 ± 1.1 <0.001 
1-h plasma glucose (mmol/L) 669 6.7 ± 1.4 201 8.5 ± 2.0 12.4 ± 1.7 <0.001 
2-h plasma glucose (mmol/L) 670 5.8 ± 1.1 200 7.0 ± 1.6 9.0 ± 3.3 <0.001 
Fasting insulin (mU/L) 706 14.9 ± 11.6 209 18.8 ± 9.0 32.1 ± 26.5 <0.001 
1-h insulin (mU/L) 656 107.7 ± 73.4 194 148.2 ± 90.5 149.6 ± 107.9 <0.001 
2-h insulin (mU/L) 656 76.2 ± 59.1 196 121.9 ± 97.5 187.3 ± 195.7 <0.001 
AUC glucose (mmol/L) 665 12.3 ± 1.9 200 14.9 ± 2.7 20.5 ± 2.8 <0.001 
AUC insulin (mU/L) 647 164.8 ± 94.6 193 226.1 ± 129.9 347.6 ± 231.1 <0.001 
HOMA IR** 702 3.1 ± 2.9 208 4.3 ± 2.2 9.3 ± 8.9 <0.001 
QUICKI 702 0.33 ± 0.03 208 0.31 ± 0.02 0.29 ± 0.03 <0.001 
OGIS (mL/min/m2358 424.8 ± 69.0 72 338.9 ± 65.7 N/A <0.001 
Matsuda index** 644 4.8 ± 3.5 192 2.9 ± 2.1 1.8 ± 1.0 <0.001 
IGI** 339 2.5 ± 3.2 73 2.1 ± 3.3 N/A 0.32 
DI** 328 8.0 ± 8.6 69 3.6 ± 3.8 N/A <0.001 
Stumvoll first phase** 647 794.4 ± 802.8 192 1151.6 ± 1063.4 901.6 ± 1,804.4 <0.001 
Stumvoll second phase** 647 505.8 ± 196.4 192 597.9 ± 260.9 547.2 ± 437.2 <0.001 
Plasma leptin (ng/mL) 687 36.8 ± 18.5 206 38.7 ± 19.5 52.8 ± 16.2 0.22 
Triglycerides (mmol/L) 257 1.32 ± 0.44 99 1.52 ± 0.58 1.39 ± 0.58 0.002 
FFA (mmol/L) 357 0.67 ± 0.24 99 0.74 ± 0.24 0.60 ± 0.29 0.01 
LDL (mmol/L) 357 2.90 ± 0.75 99 2.99 ± 1.01 2.58 ± 0.51 0.80 
HDL (mmol/L) 356 1.46 ± 0.28 99 1.45 ± 0.30 1.21 ± 0.07 0.30 
3-β-Hydroxybutyrate (mmol/L) 357 0.08 ± 0.08 99 0.11 ± 0.08 0.05 ± 0.06 0.01 
NGT (total N = 793)Early GDM (total N = 237)DIP (total N = 5)P (NGT vs. GDM)
nMean ± SD or %nMean ± SD or %nMean ± SD or %
Age (years) 780 31.9 ± 5.3 230 32.8 ± 5.1 31.7 ± 3.7 0.04 
Height (cm) 778 165.5 ± 6.8 227 165.7 ± 6.2 163.1 ± 1.2 0.75 
Prepregnancy weight (kg) 780 92.4 ± 13.8 228 96.9 ± 16.1 93.3 ± 15.4 <0.001 
Prepregnancy BMI (kg/m2777 33.7 ± 4.3 222 35.2 ± 5.3 35.0 ± 5.3 <0.001 
BMI at screening (kg/m2778 34.4 ± 4.3 226 36.1 ± 5.6 35.6 ± 4.9 <0.001 
Weight gain until first visit (kg)* 778 2.0 ± 4.4 221 2.5 ± 7.8 1.7 ± 4.1 0.25 
Gestational age (weeks) 779 15.2 ± 3.1 228 15.0 ± 2.4 13.4 ± 4.3 0.36 
Waist circumference (cm) 764 107.2 ± 10.4 219 110.3 ± 11.6 109.4 ± 9.7 <0.001 
Sum of skinfolds (mm) 763 107.6 ± 28.1 217 114.8 ± 30.7 104.6 ± 11.9 0.001 
European descent 674/778 86.6% 195/225 86.7% 1/5 20.0% 1.00 
Higher education 431/777 55.5% 121/223 54.3% 3/5 60.0% 0.81 
Lives with partner 730/777 94.0% 203/221 91.9% 4/5 80.0% 0.28 
Smoking 132/781 16.9% 34/237 14.3% 0/5 0% 0.37 
Alcohol consumption 46/781 5.9% 7/237 3.0% 0/5 0% 0.09 
Multiparity 389/777 50.1% 110/224 49.1% 1/5 20% 0.82 
Diabetes in family 185/781 23.7% 64/237 27.0% 3/5 60.0% 0.30 
History of GDM 38/483 7.9% 22/137 16.1% 1/2 50.0% 0.01 
Previous stillbirth 49/480 10.2% 19/140 13.6% 1/2 50.0% 0.28 
Previous macrosomia 86/480 17.9% 44/138 31.9% 0/2 0% 0.001 
Previous congenital malformation 16/482 3.3% 9/139 6.5% 0/2 0% 0.14 
Previous chronic hypertension 99/772 12.8% 31/222 14.0% 0/5 0% 0.74 
Systolic blood pressure (mmHg) 778 116.4 ± 11.1 225 118.3 ± 10.1 123.6 ± 7.0 0.02 
Diastolic blood pressure (mmHg) 778 72.8 ± 9.2 225 75.1 ± 8.4 78.2 ± 6.8 0.001 
Heart rate (bpm) 738 79.4 ± 10.0 206 82.0 ± 10.6 79.2 ± 9.4 0.001 
FPG (mmol/L) 713 4.6 ± 0.4 215 5.1 ± 0.6 6.2 ± 1.1 <0.001 
1-h plasma glucose (mmol/L) 669 6.7 ± 1.4 201 8.5 ± 2.0 12.4 ± 1.7 <0.001 
2-h plasma glucose (mmol/L) 670 5.8 ± 1.1 200 7.0 ± 1.6 9.0 ± 3.3 <0.001 
Fasting insulin (mU/L) 706 14.9 ± 11.6 209 18.8 ± 9.0 32.1 ± 26.5 <0.001 
1-h insulin (mU/L) 656 107.7 ± 73.4 194 148.2 ± 90.5 149.6 ± 107.9 <0.001 
2-h insulin (mU/L) 656 76.2 ± 59.1 196 121.9 ± 97.5 187.3 ± 195.7 <0.001 
AUC glucose (mmol/L) 665 12.3 ± 1.9 200 14.9 ± 2.7 20.5 ± 2.8 <0.001 
AUC insulin (mU/L) 647 164.8 ± 94.6 193 226.1 ± 129.9 347.6 ± 231.1 <0.001 
HOMA IR** 702 3.1 ± 2.9 208 4.3 ± 2.2 9.3 ± 8.9 <0.001 
QUICKI 702 0.33 ± 0.03 208 0.31 ± 0.02 0.29 ± 0.03 <0.001 
OGIS (mL/min/m2358 424.8 ± 69.0 72 338.9 ± 65.7 N/A <0.001 
Matsuda index** 644 4.8 ± 3.5 192 2.9 ± 2.1 1.8 ± 1.0 <0.001 
IGI** 339 2.5 ± 3.2 73 2.1 ± 3.3 N/A 0.32 
DI** 328 8.0 ± 8.6 69 3.6 ± 3.8 N/A <0.001 
Stumvoll first phase** 647 794.4 ± 802.8 192 1151.6 ± 1063.4 901.6 ± 1,804.4 <0.001 
Stumvoll second phase** 647 505.8 ± 196.4 192 597.9 ± 260.9 547.2 ± 437.2 <0.001 
Plasma leptin (ng/mL) 687 36.8 ± 18.5 206 38.7 ± 19.5 52.8 ± 16.2 0.22 
Triglycerides (mmol/L) 257 1.32 ± 0.44 99 1.52 ± 0.58 1.39 ± 0.58 0.002 
FFA (mmol/L) 357 0.67 ± 0.24 99 0.74 ± 0.24 0.60 ± 0.29 0.01 
LDL (mmol/L) 357 2.90 ± 0.75 99 2.99 ± 1.01 2.58 ± 0.51 0.80 
HDL (mmol/L) 356 1.46 ± 0.28 99 1.45 ± 0.30 1.21 ± 0.07 0.30 
3-β-Hydroxybutyrate (mmol/L) 357 0.08 ± 0.08 99 0.11 ± 0.08 0.05 ± 0.06 0.01 

AUC, area under the curve; DI, disposition index; FFA, free fatty acids; FPG, fasting plasma glucose; HOMA IR, HOMA of insulin resistance (product of fasting plasma insulin and FPG divided by the constant 22.5); IGI, insulinogenic index; NGT, normal glucose tolerant; OGIS, oral glucose insulin sensitivity index; PIH, pregnancy-induced hypertension; QUICKI, quantitative insulin sensitivity check index. Boldface type indicates statistical significance.

*

Weight gain prepregnancy to first study visit.

**

Analysis after logarithmic transformation.

Oral glucose tolerance test (30- or 90-min) values missing for calculation.

In multivariate logistic regression analyses, which also included gestational week, educational level, and employment status, early GDM was significantly more common with higher prepregnancy BMI (kg/m2; odds ratio [OR] 1.05, 95% CI 1.00–1.10, P < 0.04), sum of skinfolds in early pregnancy (mm; OR 1.01, 95% CI 1.00–1.02, P < 0.01), prior history of GDM (OR 2.74, 95% CI 1.66–4.50, P < 0.001), and previous macrosomia (OR 1.97, 95% CI 1.03–3.98, P < 0.04). Nulliparity was found to be protective (OR 0.51, 95% CI 0.30–0.86, P < 0.01). In a subanalysis of nulliparous women, multivariate logistic regression found that higher prepregnancy BMI was the only risk factor (OR 1.09, 95% CI 1.03–1.15, P < 0.01) for an early GDM diagnosis.

Although the new criteria have not been validated in early pregnancy, their use in our DALI cohort has identified a profile akin to the metabolic syndrome (5). Prepregnancy BMI was a significant predictor of early GDM and the only predictor among nulliparous women in spite of the cohort only including women with a BMI ≥29.0 kg/m2. This supports the need for weight control before and after pregnancy. On the basis of these data, we suggest that dropping the IADPSG criteria for GDM diagnosis early in pregnancy may be premature. Continuing their use would provide criteria for GDM early in pregnancy and maintain common criteria throughout pregnancy. How such women are managed should be tested in a randomized controlled trial of immediate GDM treatment versus usual care and to explore the impact on perinatal outcome.

Acknowledgments. The authors thank the coaches, research midwives and nurses, women, and health professionals collaborating in the recruitment for this study.

Funding. This project has received funding from the European Union Seventh Framework Programme (FP7/2007-2013) under grant agreement 242187. In the Netherlands, additional funding was provided by the Netherlands Organisation for Health Research and Development (ZonMw) (grant 200310013). In the U.K., the DALI team acknowledges the support received from the National Institute for Health Research Clinical Research Network: Eastern, especially the local diabetes clinical and research teams based in Cambridge. In Spain, additional funding was provided by CAIBER 1527-B-226. R.D. is the recipient of an FWO Flanders Fundamental Clinical Investigatorship (1803311N) (2010–2020).

The funders had no role in any aspect of the study beyond funding.

Duality of Interest. No potential conflicts of interest relevant to this article were reported.

Author Contributions. J.H. wrote the initial manuscript draft, performed the analyses, read and corrected draft versions, and approved the final manuscript. D.S. and A.K.-W. contributed to the conception and design of the trial; wrote, read, and corrected the initial manuscript; read and corrected draft versions; and approved the final manuscript. G.D., R.C., J.M.A., R.D., A.v.A., P.D., E.R.M., D.M.J., L.L.T.A., F.D., A.L., M.G.D., E.W.-O., A.Z., D.H., F.J.S., and M.N.M.v.P. contributed to the conception and design of the trial, read and corrected draft versions of the manuscript, and approved the final manuscript. S.G., A.B., U.M., J.G.M.J., C.W., and D.B.-T. read and corrected draft versions and approved the final manuscript. J.H. and A.K.-W. are the guarantors of this work and, as such, had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.

Clinical trial reg. no. ISRCTN70595832, www.isrctn.com.

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