Gestational Diabetes Associated with Postpartum NAFLD Risk Meta-Analysis: Evidence for Sustained Metabolic Dysfunction Beyond Pregnancy
Abstract
1. Introduction
2. Materials and Methods
2.1. Eligibility Criteria
2.2. Information Sources and Search Strategy
2.3. Study Selection
2.4. Included Studies and GD Diagnostic Criteria
2.5. Data Extraction and Risk of Bias
2.6. Effect Measures and Synthesis
2.7. Additional Analyses
2.8. Ethical Consideration
2.9. Supplementary Materials
3. Results
3.1. Study Characteristics
3.2. Primary Analysis
3.3. Heterogeneity
3.4. Meta-Regression
3.5. Qualitative Assessment of Small-Study Effects
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Conflicts of Interest
Abbreviations
| GD, GDM | Gestational diabetes |
| NGT | Normal glucose tolerance |
| NAFLD | Non-alcoholic fatty liver disease |
| MASLD | Metabolic dysfunction-associated steatotic liver disease |
| MASH | Metabolic dysfunction-associated steatohepatitis |
| T2D | Type 2 diabetes |
| IR | Insulin resistance |
| BMI | Body mass index |
| FLI | Fatty liver index |
| HSI | Hepatic steatosis index |
| LFS | Liver fat score |
| MRI | Magnetic resonance imaging |
| MR-based | Magnetic resonance-based |
| MRI-PDFF | Magnetic resonance imaging proton density fat fraction |
| CT | Computed tomography |
| CAP | Controlled attenuation parameter |
| OGTT | Oral glucose tolerance test |
| WHO | World Health Organization |
| IADPSG | International Association of Diabetes and Pregnancy Study Groups |
| NOS | Newcastle–Ottawa Scale |
| GLP-1 | Glucagon-like peptide-1 |
| GLP-1R | Glucagon-like peptide-1 receptor |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| PROSPERO | International Prospective Register of Systematic Reviews |
Appendix A
| First Author | Year | Country | Study Design | GDM (n) | NGT (n) | GDM Diagnosis Criteria | NAFLD Diagnosis Method | Follow-Up Duration | Main Findings |
|---|---|---|---|---|---|---|---|---|---|
| Ajmera | 2016 | USA | Prospective cohort, 25-years follow-up | 124 | 991 | Self-report validated by glucose testing | CT scan, liver attenuation ≤40 HU | 25 years | OR 2.29 (95% CI 1.23–4.27) for NAFLD with prior GDM |
| Donnelly | 2019 | Denmark | Prospective cohort, 9–16 years postpartum | 607 | 619 | Danish registry + medical records (validated, 96% sensitivity) | Liver fat indices (LFS, FLI, HSI) | 9–16 years | RR 2.34 (95% CI 1.68–3.27) for elevated LFS |
| Forbes | 2011 | UK | Cross-sectional recall, 1–9 years postpartum | 110 | 113 | WHO 2 h 75 g OGTT criteria | Ultrasound | 1–9 years | NAFLD prevalence 38% vs. 17%; OR 2.77 (95% CI 1.43–5.37) |
| Kubihal | 2021 | India | Cross-sectional, clinic based, 2018–2019 | 201 | 108 | IADPSG criteria (FPG ≥ 5.1, 1 h ≥ 10.0, 2 h ≥ 8.5) | Ultrasound + Fibroscan (CAP ≥ 270 dB/m) | Median 16 months | NAFLD prevalence 62.7% vs. 50%; OR 2.11 (95% CI 1.16–3.85) |
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Stoiljkovic, M.; Lalic, K.; Milicic, T.; Lukic, L.; Macesic, M.; Gajovic, J.S.; Milovancevic, M.; Cvijanovic, S.; Rafailovic, D.; Maric, S.; et al. Gestational Diabetes Associated with Postpartum NAFLD Risk Meta-Analysis: Evidence for Sustained Metabolic Dysfunction Beyond Pregnancy. J. Clin. Med. 2026, 15, 1209. https://doi.org/10.3390/jcm15031209
Stoiljkovic M, Lalic K, Milicic T, Lukic L, Macesic M, Gajovic JS, Milovancevic M, Cvijanovic S, Rafailovic D, Maric S, et al. Gestational Diabetes Associated with Postpartum NAFLD Risk Meta-Analysis: Evidence for Sustained Metabolic Dysfunction Beyond Pregnancy. Journal of Clinical Medicine. 2026; 15(3):1209. https://doi.org/10.3390/jcm15031209
Chicago/Turabian StyleStoiljkovic, Milica, Katarina Lalic, Tanja Milicic, Ljiljana Lukic, Marija Macesic, Jelena Stanarcic Gajovic, Mina Milovancevic, Sara Cvijanovic, Djurdja Rafailovic, Stefan Maric, and et al. 2026. "Gestational Diabetes Associated with Postpartum NAFLD Risk Meta-Analysis: Evidence for Sustained Metabolic Dysfunction Beyond Pregnancy" Journal of Clinical Medicine 15, no. 3: 1209. https://doi.org/10.3390/jcm15031209
APA StyleStoiljkovic, M., Lalic, K., Milicic, T., Lukic, L., Macesic, M., Gajovic, J. S., Milovancevic, M., Cvijanovic, S., Rafailovic, D., Maric, S., Vujasevic, M., Krako Jakovljevic, N., Pavlovic, K., Gojnic, M., Lalic, N., & Jotic, A. (2026). Gestational Diabetes Associated with Postpartum NAFLD Risk Meta-Analysis: Evidence for Sustained Metabolic Dysfunction Beyond Pregnancy. Journal of Clinical Medicine, 15(3), 1209. https://doi.org/10.3390/jcm15031209

