Prediction of Glucose Intolerance in Early Postpartum in Women with Gestational Diabetes Mellitus Based on the 2013 WHO Criteria
Abstract
:1. Introduction
2. Subjects and Methods
2.1. Study Design
2.2. Study Assessments
2.3. Statistical Analysis
3. Results
3.1. Study Participants
3.2. Characteristics of Women with Glucose Intolerance at the Time of the OGTT Postpartum
3.3. Predictors for Glucose Intolerance Postpartum Based on Characteristics and Biochemical Variables Prepregnancy and during Pregnancy
3.4. Fasting Glycaemia and Hba1c Postpartum to Detect Glucose in Tolerance
4. Discussion
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Glucose Intolerant Postpartum 18.2% (35) | NGT Postpartum OGTT 81.8% (157) | OR (95% CI) | p-Value | |
---|---|---|---|---|
Timing postpartum OGTT (weeks) | 14.1 ± 4.3 | 14.5 ± 4.1 | 0.103 | |
BMI (kg/m2) | 28.1 ± 6.6 | 26.1 ± 4.9 | 1.07 (1.0–1.14) | 0.050 |
% overweight | 27.3 (9) | 33.1 (51) | 1.04 (0.41–2.66) | 0.928 |
% obese | 33.3 (11) | 19.5 (30) | ||
Systolic BP (mmHg) | 116.4 ± 17.2 | 116.6 ± 12.7 | 1.00 (0.97–1.03) | 0.937 |
% Systolic hypertension | 6.1 (2) | 4.5 (7) | 1.35 (0.27–6.84) | 0.713 |
Diastolic BP (mmHg) | 74.4 ± 9.5 | 73.2 ± 9.0 | 1.01 (0.97–1.06) | 0.498 |
% Diastolic hypertension | 6.1 (2) | 4.5 (7) | 1.35 (0.27–6.84) | 0.713 |
Waist circumference (cm) | 92.7 ± 12.5 | 91.1 ± 12.0 | 1.01 (0.98–1.04) | 0.50 |
% Waist circumference | ||||
80–88 cm | 29.0 (9) | 24.7 (36) | 2.25 (0.55–9.11) | 0.256 |
>88 cm | 61.3 (19) | 56.8 (83) | 2.06 (0.56–7.50) | 0.273 |
FPG (mmol/L) | 5.4 (4.8–5.7) | 4.8 (4.5–5.0) | 1.16 (1.09–1.23) | <0.0001 |
Glycemia 30 min (mmol/L) | 8.4 (7.4–9.2) | 7.6 (6.8–8.5) | 1.02 (1.01–1.04) | 0.002 |
Glycemia 60 min (mmol/L) | 8.5 (8.1–9.6) | 6.8 (5.7–8.0) | 1.03 (1.02–1.05) | <0.0001 |
Glycemia 120 min (mmol/L) | 8.0 (6.3–8.9) | 5.4 (4.9–6.3) | 1.08 (1.05–1.10) | <0.0001 |
HbA1c (%/mmol/mol) | 5.3 (5.0–5.5) 34 (31–37) | 5.2 (5.0–5.5) 33 (31–37) | 1.79 (0.57–5.64) | 0.320 |
Matsuda index | 0.50 (0.33–0.83) | 0.74 (0.48–1.08) | 0.20 (0.06–0.65) | 0.008 |
Stumvoll index | 162.11 (−523.3;576.7) | −25.01 (−380.7; 274.0) | 1.00 (1.00–1.00) | 0.218 |
Oral disposition index | 64.3 (−382.1;218.3) | −18.1 (−381.0;157.1) | 1.00 (1.00–1.00) | 0.393 |
HOMA-IR | 16.8 (8.9–24.8) | 10.2 (7.3–15.6) | 1.07 (1.02–1.11) | 0.002 |
HOMA-B | 681.7 (466.7–1163.1) | 784.0 (561.6–1210.8) | 1.00 (1.00–1.00) | 0.683 |
ISSI-2 | 0.14 (0.08–0.49) | 0.25 (0.12–0.45) | 0.56 (0.19–1.67) | 0.298 |
Insulinogenic index/HOMA-IR | 0.15 (0.11–0.22) | 0.26 (0.20–0.36) | 0.001 (0.00–0.07) | 0.001 |
Total cholesterol (mmol/L) | 4.6 (4.2–5.3) | 4.8 (4.1–5.2) | 1.00 (0.99–1.02) | 0.587 |
HDL-cholesterol (mmol/L) | 1.3 (1.1–1.5) | 1.5 (1.3–1.8) | 0.96 (0.93–0.99) | 0.010 |
LDL-cholesterol (mmol/L) | 2.4 (2.2–3.3) | 2.7 (2.1–3.2) | 1.00 (0.99–1.01) | 0.845 |
Triglycerides (mmol/L) | 1.2 (0.8–2.0) | 0.8 (0.6–1.1) | 1.01 (1.01–1.02) | <0.0001 |
% Breastfeeding | 66.7 (22) | 86.3 (132) | 0.32 (0.13–0.75) | 0.009 |
Duration breastfeeding | ||||
1 month | 18.2 (4) | 8.7 (11) | 0.65 (0.35–1.20) | 0.170 |
2 months | 18.2 (4) | 15.9 (20) | ||
3 months | 63.6 (14) | 75.4 (95) | ||
Intensity breastfeeding | ||||
% mostly exclusive breastfeeding | 71.4 (10) | 71.7 (71) | ||
% half breastfeeding and half formula feeding | 14.3 (2) | 14.1 (14) | ||
% mostly formula breastfeeding | 7.1 (1) | 7.1 (7) | ||
Mostly exclusive breastfeeding vs. half breastfeeding and half formula feeding Mostly exclusive breastfeeding vs. mostly exclusive formula feeding | 1.01 (0.200–5.14) 1.01 (0.11–9.13) | 0.986 0.990 |
Glucose Intolerant Postpartum 18.2% (35) | NGT Postpartum OGTT 81.8% (157) | OR (95% CI) | p-Value | Adjusted OR (95% CI) | p-Value | |
---|---|---|---|---|---|---|
Age (years) | 32.7 ± 4.4 | 32.2 ± 4.7 | 1.02 (0.94–1.10) | 0.595 | ||
% Non-Caucasian | 20.0 (7) | 16.7 (26) | 1.25 (0.49–3.16) | 0.638 | ||
% Northern-African | 3.4 (1) | 4.4 (6) | 0.77 (0.09–6.68) | 0.816 | ||
% Asian | 15.1 (5) | 3.7 (5) | 4.64 (1.26–17.12) | 0.021 | 5.10 (1.34–19.37) | 0.017 |
Prepregnancy BMI (kg/m2) | 26.9 ± 6.7 | 25.6 ± 5.4 | 1.04 (0.97–1.11) | 0.256 | ||
% overweight prepregnancy | 28.1 (9) | 24.7 (37) | 1.56 (0.60–4.03) | 0.358 | ||
% obese prepregnancy | 28.1 (9) | 20.7 (31) | 1.70 (0.67–4.33) | 0.265 | ||
% highest degree primary school | 2.9 (1) | 1.4 (2) | 2.24 (0.20–25.51) | 0.515 | ||
% highest degree lower secondary school | 5.9 (2) | 3.4 (5) | 1.79 (0.33–9.68) | 0.497 | ||
% no education higher than secondary school | 18.2 (6) | 23.2 (33) | 0.73 (0.28–1.93) | 0.531 | ||
% no paid job | 11.8 (4) | 7.1 (11) | 1.73 (0.52–5.81) | 0.373 | ||
% income from benefits | 2.9 (1) | 1.9 (3) | 1.53 (0.15–15.23) | 0.714 |
Glucose Intolerant Postpartum 18.2% (35) | NGT Postpartum OGTT 81.8% (157) | OR (95% CI) | p-Value | Adjusted OR (95% CI) | p-Value | |
---|---|---|---|---|---|---|
BMI (kg/m2) | 27.3 ± 6.5 | 26.4 ± 5.1 | 1.03 (0.96–1.10) | 0.380 | ||
% overweight | 28.6 (10) | 27.6 (43) | 1.18 (0.49–2.85) | 0.716 | ||
% obese | 28.6 (10) | 23.1 (36) | 1.43 (0.58–3.48) | 0.436 | ||
Systolic BP (mmHg) | 114.9 ± 13.9 | 117.2 ± 11.0 | 0.98 (0.95–1.0) | 0.284 | ||
% Systolic hypertension | 8.6 (3) | 1.9 (3) | 4.78 (0.92–24.77) | 0.062 | ||
Diastolic BP (mmHg) | 70.8 ± 8.9 | 72.5 ± 8.9 | 0.98 (0.94–1.02) | 0.324 | ||
% Diastolic hypertension | 5.7 (2) | 3.2 (5) | 1.83 (0.34–9.84) | 0.481 | ||
Waist circumference (cm) | 92.0 ± 14.1 | 90.3 ± 12.8 | 1.01 (0.98–1.04) | 0.512 | ||
% waist circumference | ||||||
80–88 cm | 34.4 (11) | 31.8 (48) | 1.42 (0.45–4.48) | 0.549 | ||
>88 cm | 50.0 (16) | 47.7 (72) | 1.38 (0.46–4.09) | 0.564 | ||
% smoking before pregnancy | 8.6 (3) | 3.2 (5) | 1.73 (0.82–3.65) | 0.147 | ||
% smoking during pregnancy | 45.7 (16) | 32.7 (51) | 2.83 (0.64–12.45) | 0.168 | ||
% multiparity | 68.6 (24) | 48.4 (76) | 2.32 (1.07–5.07) | 0.034 | 2.37 (1.06–5.31) | 0.036 |
% history of miscarriage | 40.0 (14) | 29.9 (47) | 1.56 (0.73–3.33) | 0.250 | ||
% history of GDM | 41.7 (10/24) | 26.7 (20/75) | 3.68 (1.37–9.87) | 0.010 | 1.89 (0.72–4.97) | 0.197 |
% first degree family history of GDM | 6.2 (2) | 6.2 (9) | 0.98 (0.20–4.79) | 0.985 | ||
% first degree family history of diabetes | 25.7 (9) | 16.4 (25) | 1.71 (0.68–4.25) | 0.251 | ||
% history of macrosomia | 12.5 (3/24) | 15.8 (13/76) | 1.70 (0.42–6.92) | 0.459 | ||
% history impaired glucose tolerance | 9.4 (3) | 2.2 (3) | 0.22 (0.04–1.13) | 0.069 | ||
% history of PCOS | 2.9 (1) | 5.7 (9) | 2.07 (0.25–16.87) | 0.498 | ||
% fertility treatment | 25.7 (9) | 17.2 (27) | 0.60 (0.25–1.42) | 0.246 | ||
FPG (mmol/L) | 4.7 (4.5–5.0) | 4.7 (3.4–4.9) | 0.10 (0.95–1.05) | 0.928 | ||
% FPG ≥ 5.1 mmol/L | 11.8 (4) | 13.5 (21) | 1.17 (0.37–3.64) | 0.791 | ||
HbA1c (%/mmol/mol) | 5.1 (4.9–5.3) 32 (30–34) | 5.0 (4.9–5.3) 31 (30–34) | 0.734 (0.23–2.33) | 0.599 | ||
HOMA-IR | 10.2 (7.2–17.6) | 10.7 (7.6–16.9) | 1.00 (0.96–1.05) | 0.839 | ||
HOMA-B | 830.2 (630.0–1284.0) | 983.5 (667.2–1393.6) | 0.10 (0.10–1.00) | 0.211 | ||
Total cholesterol (mmol/L) | 4.5 (4.1–5.7) | 4.8 (4.2–5.4) | 1.00 (0.99–1.01) | 0.805 | ||
HDL-cholesterol (mmol/L) | 1.7 (1.3–1.9) | 1.7 (1.5–2.0) | 1.02 (0.99–1.05) | 0.197 | ||
LDL-cholesterol (mmol/L) | 2.2 (1.9–3.1) | 2.4 (2.1–2.9) | 1.00 (0.99–1.01) | 0.887 | ||
Triglycerides (mmol/L) | 1.2 (0.9–1.7) | 1.1 (0.9–1.3) | 0.99 (0.99–1.00) | 0.140 |
Glucose Intolerant Postpartum 18.2% (35) | NGT Postpartum OGTT 81.8% (157) | OR (95% CI) | p-Value | Adjusted OR (95% CI) | p-Value | |
---|---|---|---|---|---|---|
BMI (kg/m2) | 30.0 ± 6.6 | 28.9 ± 4.8 | 1.04 (0.97–1.11) | 0.268 | ||
% overweight | 38.2 (13) | 41.3 (62) | 0.92 (0.35–2.43) | 0.862 | ||
% obese | 38.2 (13) | 35.3 (53) | 1.07 (0.40–2.85) | 0.888 | ||
Systolic BP (mmHg) | 115.3 ± 11.8 | 114.7 ± 11.2 | 1.00 (0.97–1.04) | 0.767 | ||
% Systolic hypertension | 5.7 (2) | 2.6 (4) | 2.30 (0.40–13.10) | 0.347 | ||
Diastolic BP (mmHg) | 69.7 ± 7.1 | 68.7 ± 8.4 | 1.01 (0.97–1.06) | 0.517 | ||
% Diastolic hypertension | 0.0 (0) | 2.6 (4) | 0.00 | 0.980 | ||
Fasting plasma glycemia (mmol/L) | 5.1 (4.5–5.3) | 4.6 (4.3–5.1) | 1.05 (1.01–1.09) | 0.023 | 1.04 (1.00–1.09) | 0.070 |
Glycemia 30 min (mmol/L) | 8.5 (7.1–9.6) | 8.1 (7.4–8.9) | 1.01 (0.10–1.03) | 0.128 | ||
Glycemia 60 min (mmol/L) | 9.7 (8.3–10.5) | 9.6 (8.7–10.3) | 1.00 (0.98–1.01) | 0.974 | ||
Glycemia 120 min (mmol/L) | 8.8 (8.3–8.9) | 8.6 (7.7–9.1) | 1.01 (0.99–1.02) | 0.196 | ||
HbA1c (%/mmol/mol) | 5.2 (5.0–5.4) 33 (31–36) | 5.1 (4.9–5.2) 32 (30–33) | 4.89 (1.61–14.82) | 0.005 | 4.43 (1.37–14.35) | 0.013 |
% GCT ≥7.2 mmol/L | 80.00 (28) | 73.5 (114) | 1.44 (0.58–3.54) | 0.430 | ||
Matsuda index | 0.30 (0.21–0.50) | 0.40 (0.25–0.52) | 0.40 (0.06–2.69) | 0.349 | ||
Stumvoll index | 529.3 (32.5–1167.8) | 460.1 (20.5–1154.4) | 1.00 (1.00–1.00) | 0.503 | ||
Oral disposition index | 150.7 (12.7–274.8) | 186.1 (10.6–289.6) | 1.00 (0.10–1.00) | 0.421 | ||
HOMA-IR | 20.4 (13.4–30.5) | 16.3 (11.1–26.5) | 1.01 (0.98–1.03) | 0.520 | ||
HOMA-B | 1376.3 (947.6–2047.1) | 1407.5 (1055.1–2198.2) | 1.00 (1.00–1.00) | 0.429 | ||
ISSI-2 | 0.07 (0.05–0.17) | 0.10 (0.04–0.17) | 0.96 (0.04–21.14) | 0.979 | ||
Insulinogenic index/HOMA-IR | 0.18 (0.12–0.25) | 0.21 (0.16–0.31) | 0.07 (0.00–2.32) | 0.137 | ||
Total cholesterol (mg/dl) | 5.9 (5.4–6.9) | 6.3 (5.7–7.0) | 0.99 (0.99–1.00) | 0.296 | ||
HDL-cholesterol (mmol/L) | 1.9 (1.5–2.2) | 1.9 (1.6–2.2) | 0.99 (0.97–1.02) | 0.559 | ||
LDL-cholesterol (mmol/L) | 3.1 (2.6–3.7) | 3.5 (2.9–4.9) | 0.99 (0.98–1.00) | 0.055 | ||
Triglycerides (mmol/L) | 2.2 (1.9–2.8) | 2.0 (1.6–2.5) | 1.00 (1.00–1.01) | 0.028 | 1.00 (1.00–1.01) | 0.049 |
Triglycerides change (mmol/L) | 0.9 (0.6–1.5) | 0.9 (0.6–1.2) | 1.01 (1.00–1.01) | 0.082 | ||
Gestational weight gain (Kg) | 9.1 ± 5.1 | 8.1 ±4.7 | 1.04 (0.96–1.13) | 0.299 | ||
% excessive gestational weight | 20.6 (7) | 16.3 (22) | 0.99 (0.33–0.93) | 0.982 | ||
Gestational age diagnosis GDM (weeks) | 26.7 ±1.0 | 26.9 ± 1.1 | 0.78 (0.56–1.08) | 0.139 | ||
% insulin treatment | 25.7 (9) | 13.4 (21) | 0.281 | |||
% Long-acting | 5.7 (2) | 2.5 (4) | 2.61 (0.45–15.03) | 0.281 | ||
% short acting | 8.6 (3) | 6.4 (10) | 1.57 (0.40–6.09) | 0.515 | ||
% short-and long acting | 11.4 (4) | 4.7 (7) | 2.10 (0.82–10.95) | 0.098 | ||
Number of insulin injections | ||||||
1 2 3 4 | 22.2 (2) 11.1 (1) 33.3 (3) 33.3 (3) | 33.3 (7) 14.3 (3) 28.6 (6) 23.8 (5) | 1.29 (0.65–2.56) | 0.459 | ||
Gestational age at start insulin (weeks) | 28.6 ± 2.6 | 30.4 ± 2.2 | 0.67 (0.43–1.04) | 0.074 | ||
Total dose insulin (units) | 22.0 ± 15.4 | 15.6 ±12.1 | 1.05 (0.98–1.12) | 0.132 |
Threshold GCT | Sensitivity | Specificity | LR+ | LR– | Positive Post-test Probability | Negative Post-test Probability |
---|---|---|---|---|---|---|
% (95% CI) | % (95% CI) | (95% CI) | (95% CI) | (95% CI) | (95% CI) | |
n/N | n/N | |||||
≥7.8 mmol/L | 68.6 | 41.3 | 1.2 | 0.76 | 20.6% | 14.5% |
(50.7–83.1) | (33.4–49.5) | (0.9–1.5) | (0.45–1.29) | (12.9–29.4) | (8.9–21.5) | |
24/35 | 64/155 | |||||
≥7.5 mmol/L | 68.6 | 32.9 | 1.0 | 0.96 | 18.5% | 17.5% |
(50.7–83.1) | (25.6–40.9) | (0.8–1.3) | (0.56–1.64) | (11.7–26.6) | (10.8–25.5) | |
24/35 | 51/155 | |||||
≥7.2 mmol/L | 80.0 | 26.4 | 1.1 | 0.76 | 19.5% | 14.4% |
(63.1–91.6) | (19.7–34.1) | (0.9–1.3) | (0.37–1.54) | (12.3–27.9) | (8.4–21.7) | |
28/35 | 41/155 | |||||
≥6.9 mmol/L | 80.0 | 20.6 | 1.0 | 0.97 | 18.3% | 17.7% |
(63.1–91.6) | (14.6–27.9) | (0.8–1.2) | (0.47–2.01) | (11.6–26.3) | (10.6–26.1) | |
28/35 | 32/155 | |||||
≥6.7 mmol/L | 80.0 | 16.8 | 1.0 | 1.19 | 17.6% | 21.0% |
(63.1–91.6) | (11.3–23.6) | (0.8–1.1) | (0.56–2.52) | (11.2–25.3) | (12.6–30.4) | |
28/35 | 26/155 |
© 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Benhalima, K.; Van Crombrugge, P.; Moyson, C.; Verhaeghe, J.; Vandeginste, S.; Verlaenen, H.; Vercammen, C.; Maes, T.; Dufraimont, E.; De Block, C.; et al. Prediction of Glucose Intolerance in Early Postpartum in Women with Gestational Diabetes Mellitus Based on the 2013 WHO Criteria. J. Clin. Med. 2019, 8, 383. https://doi.org/10.3390/jcm8030383
Benhalima K, Van Crombrugge P, Moyson C, Verhaeghe J, Vandeginste S, Verlaenen H, Vercammen C, Maes T, Dufraimont E, De Block C, et al. Prediction of Glucose Intolerance in Early Postpartum in Women with Gestational Diabetes Mellitus Based on the 2013 WHO Criteria. Journal of Clinical Medicine. 2019; 8(3):383. https://doi.org/10.3390/jcm8030383
Chicago/Turabian StyleBenhalima, Katrien, Paul Van Crombrugge, Carolien Moyson, Johan Verhaeghe, Sofie Vandeginste, Hilde Verlaenen, Chris Vercammen, Toon Maes, Els Dufraimont, Christophe De Block, and et al. 2019. "Prediction of Glucose Intolerance in Early Postpartum in Women with Gestational Diabetes Mellitus Based on the 2013 WHO Criteria" Journal of Clinical Medicine 8, no. 3: 383. https://doi.org/10.3390/jcm8030383