Early Gestational Diabetes Mellitus Diagnosis: A Strategy for Mitigating Excessive Maternal Weight Gain—LINDA-Brasil Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Population and Design
2.2. Data Collection
2.3. Pre-Pregnancy Body Mass Index (BMI)
2.4. Gestational Diabetes Mellitus Diagnostic Criteria
2.5. Gestational Age (GA)
2.6. Total Gestational Weight Gain (GWG) Calculation and Classification
2.7. Postpartum Follow-Up
2.8. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Sample Characteristics | Total Sample n = 4694 | Timing of Gestational Diabetes Diagnosis | ||
---|---|---|---|---|
1st Trimester n = 1342 | 2nd Trimester n = 2220 | 3rd Trimester n = 1132 | ||
Brazilian Region/Center, n (%) | ||||
Northeast | 1120 (23.9%) | 175 (13.0%) | 575 (25.9%) | 370 (32.7%) |
Southeast | 539 (11.5%) | 178 (13.3%) | 199 (9.0%) | 162 (14.3%) |
South | 3035 (64.6%) | 989 (73.7%) | 1446 (65.1%) | 600 (53.0%) |
Age (years), mean ± SD | 31.7 ± 6.3 | 31.1 ± 6.3 | 32.0 ± 6.2 | 31.7 ± 6.4 |
18 to 29, n (%) | 1679 (36.2) | 518 (39.1) | 748 (34.1) | 413 (37.2) |
30 to 39, n (%) | 2430 (52.5) | 686 (51.8) | 1178 (53.7) | 566 (50.9) |
≥40 n (%) | 522 (11.3) | 121 (9.1) | 269 (12.2) | 132 (11.9) |
Skin color, n (%) | ||||
White | 2167 (46.2) | 689 (51.3) | 1010 (45.5) | 468 (41.3) |
Non-White | 2527 (53.8) | 653 (48.7) | 1210 (54.5) | 664 (58.7) |
Education (years), mean ± SD | ||||
<8, n (%) | 1365 (29.1) | 389 (29.0) | 656 (29.5) | 320 (28.3) |
8 to 12, n (%) | 2556 (54.4) | 725 (54.0) | 1218 (54.9) | 613 (54.1) |
≥13, n (%) | 773 (16.5) | 228 (17.0) | 346 (15.6) | 199 (17.6) |
Parity | ||||
0, n (%) | 1478 (31.5) | 444 (33.1) | 666 (30.0) | 368 (32.5) |
1 to 2, n (%) | 2535 (54.0) | 716 (53.3) | 1212 (54.6) | 607 (53.6) |
≥3, n (%) | 680 (14.5) | 182 (13.6) | 341 (15.4) | 157 (13.9) |
Pre-pregnancy BMI (kg/m2), mean ± SD | 30.4 ± 6.5 | 31.2 ± 6.8 | 30.3 ± 6.5 | 29.4 ± 6.2 |
<25, n (%) | 984 (21.0) | 239 (17.8) | 471 (21.2) | 274 (24.2) |
25 to 30, n (%) | 1474 (31.4) | 384 (28.6) | 689 (31.0) | 401 (35.4) |
≥30, n (%) | 2236 (47.6) | 719 (53.6) | 1060 (47.8) | 457 (40.4) |
Smoking before pregnancy | ||||
No, n (%) | 3685 (78.5) | 1033 (77.0) | 1763 (79.5) | 889 (78.5) |
Yes, n (%) | 1007 (21.5) | 308 (23.0) | 456 (20.5) | 243 (21.5) |
GA at GDM diagnosis (weeks), mean ± SD | 19.9 ± 8.2 | 8.9 ± 2.5 | 21.7 ± 3.7 | 29.3 ± 2.3 |
Insulin use during pregnancy, n (%) | ||||
No | 2766 (58.9) | 705 (52.5) | 1270 (57.2) | 791 (69.9) |
Yes | 1928 (41.1) | 637 (47.5) | 950 (42.8) | 341 (30.1) |
Total gestational weight gain (kg) mean ± SD | 9.1 ± 7.7 | 8.0 ± 7.8 | 9.0 ± 7.5 | 10.5 ± 7.5 |
Gestational age at delivery (weeks) mean ± SD | 38.3 ± 2.1 | 38.2 ± 1.9 | 38.2 ± 2.2 | 38.5 ± 1.9 |
Mode of delivery | ||||
Vaginal, n (%) | 1654 (37.1) | 484 (38.0) | 770 (36.7) | 400 (37.0) |
Cesarean, n (%) | 2799 (62.9) | 790 (62.0) | 1329 (63.3) | 680 (63.0) |
Birth weight (g) mean ± SD | 3295.2 ± 712.9 | 3297.5 ± 1010.8 | 3275.8 ± 566.9 | 3330.4 ± 508.5 |
Preterm birth (GA < 37 weeks), n (%) | 504 (10.7) | 141 (10.5) | 258 (11.7) | 105 (9.3) |
Extreme preterm birth (<34 weeks), n (%) | 94 (2.0) | 28 (2.1) | 58 (2.6) | 8 (0.7) |
Low birth weight (<2500 g), n (%) | 301 (6.9) | 85 (6.7) | 162 (7.8) | 54 (5.1) |
Macrosomia (>4000 g), n (%) | 331 (7.6) | 86 (6.83) | 155 (7.5) | 90 (8.5) |
GDM Diagnosis | n (%) | Total Gestational Weight Gain (kg) |
---|---|---|
Adjusted Mean * (95% CI) | ||
Total Sample | 4597 (100) | |
Diagnosis in the 1st trimester | 1315 (28.6%) | 8.37 (7.88 to 8.87) a |
Diagnosis in the 2nd trimester | 2178 (47.4%) | 9.43 (9.00 to 9.86) b |
Diagnosis in the 3rd trimester | 1104 (24.0%) | 10.66 (10.16 to 11.17) c |
Diagnosis before 20 weeks | 1925 (41.9%) | 8.56 (8.12 to 8.99) a |
Diagnosis after 20 weeks | 2672 (58.1%) | 10.14 (9.73 to 10.55) b |
Diagnosis before 24 weeks | 2563 (55.8%) | 8.81 (8.40 to 9.22) a |
Diagnosis after 24 weeks | 2034 (44.2%) | 10.25 (9.82 to 10.68) b |
n (%) | Total Gestational Weight Gain Adjusted Model * | |
---|---|---|
β 95% CI | ||
Total Sample | 4597 (100) | |
Diagnosis in the 1st trimester | 1315 (28.6%) | −2.29 (−2.87 to −1.71) |
Diagnosis in the 2nd trimester | 2178 (47.4%) | −1.23 (−1.75 to −0.72) |
Diagnosis in the 3rd trimester | 1104 (24.0%) | ref |
Diagnosis before 20 weeks | 1925 (41.9%) | −1.58 (−2.01 to −1.16) |
Diagnosis after 20 weeks | 2672 (58.1%) | ref |
Diagnosis before 24 weeks | 2563 (55.8%) | −1.44 (−1.86 to −1.02) |
Diagnosis after 24 weeks | 2034 (44.2%) | ref |
n (%) | Excessive Gestational Weight Gain Adjusted Model * | |
---|---|---|
OR 95% CI | ||
Total Sample | 3942 (100) | |
Diagnosis in the 1st trimester | 1178 (29.9%) | 0.78 (0.72 to 0.86) |
Diagnosis in the 2nd trimester | 1868 (47.4%) | 0.90 (0.83 to 0.97) |
Diagnosis in the 3rd trimester | 896 (22.7%) | ref |
Diagnosis before 20 weeks | 1705 (43.3%) | 0.82 (0.77 to 0.88) |
Diagnosis after 20 weeks | 2237 (56.7%) | ref |
Diagnosis before 24 weeks | 2246 (57.0%) | 0.81 (0.76 to 0.87) |
Diagnosis after 24 weeks | 1696 (43.0%) | ref |
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da Silveira, L.R.P.; Schmidt, M.I.; Bracco, P.; Mattiello, R.; Drehmer, M. Early Gestational Diabetes Mellitus Diagnosis: A Strategy for Mitigating Excessive Maternal Weight Gain—LINDA-Brasil Study. Nutrients 2025, 17, 2600. https://doi.org/10.3390/nu17162600
da Silveira LRP, Schmidt MI, Bracco P, Mattiello R, Drehmer M. Early Gestational Diabetes Mellitus Diagnosis: A Strategy for Mitigating Excessive Maternal Weight Gain—LINDA-Brasil Study. Nutrients. 2025; 17(16):2600. https://doi.org/10.3390/nu17162600
Chicago/Turabian Styleda Silveira, Letícia Ribeiro Pavão, Maria Inês Schmidt, Paula Bracco, Rita Mattiello, and Michele Drehmer. 2025. "Early Gestational Diabetes Mellitus Diagnosis: A Strategy for Mitigating Excessive Maternal Weight Gain—LINDA-Brasil Study" Nutrients 17, no. 16: 2600. https://doi.org/10.3390/nu17162600
APA Styleda Silveira, L. R. P., Schmidt, M. I., Bracco, P., Mattiello, R., & Drehmer, M. (2025). Early Gestational Diabetes Mellitus Diagnosis: A Strategy for Mitigating Excessive Maternal Weight Gain—LINDA-Brasil Study. Nutrients, 17(16), 2600. https://doi.org/10.3390/nu17162600