SynthesisPloS one2019
Risk factors for gestational diabetes: An umbrella review of meta-analyses of observational studies.
Synthesis in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 92 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
92 citing papers in PubMed, 3 syntheses or guidelines pooled it, 185 citations in OpenAlex.
- Interpersonal, Community/Environmental, and Societal Risk and Protective Factors for Gestational Diabetes and Hypertensive Disorders of Pregnancy Among Black Women in the United States: A Systematic Review.Maternal and child health journal · 2026Pooled it
- Effect of arsenic on the risk of gestational diabetes mellitus: a systematic review and meta-analysis.BMC public health · 2024Pooled it
- Methodological approaches for assessing certainty of the evidence in umbrella reviews: A scoping review.PloS one · 2022Pooled it
- Weight loss prior to pregnancy and subsequent gestational weight gain: Prepare, a randomized clinical trial.American journal of obstetrics and gynecology · 2021Trial
- Spectrochemical differentiation in gestational diabetes mellitus based on attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy and multivariate analysis.Scientific reports · 2020Trial
- High serum triglyceride levels in the early first trimester of pregnancy are associated with gestational diabetes mellitus: A prospective cohort study.Journal of diabetes investigation · 2020Trial
- Early characterization of pregnancy glycemic traits in gestational diabetes mellitus by plasma cell-free mRNA and non-coding RNA.Epigenetics · 2026Article
- Gestational diabetes mellitus (GDM) in the first-reported pregnancy modifies association between interpregnancy-weight-change and GDM risk in the subsequent pregnancy.AJOG global reports · 2026Article
- The public health burden of diabetes mellitus and thyroid disease: twin epidemics.Nature reviews. Endocrinology · 2026Review
- Gestational Diabetes Mellitus and Associated Factors in Rural Areas of Northern Vietnam: Cross-Sectional Survey.JMIR public health and surveillance · 2026Article
- First-Trimester Gestational Diabetes Mellitus Risk Prediction with Machine Learning Techniques: Results from the BORN2020 Cohort Study.Journal of clinical medicine · 2026Article
- Associations of maternal hemoglobin and its changes with gestational diabetes mellitus: a prospective cohort study.Nutrition journal · 2026Article
- Protocol for a prospective cohort study for the assessment of sarcopenia in gestational diabetes: the SiGnal-D study.BMJ open · 2026Article
- Exploring the Reliability of Detecting Drug-Drug Interactions that Increase the Risk of Gestational Diabetes in Adverse Event Reporting Systems.Drug safety · 2026Article
- A Mixed-Method Study on Perception Toward Postpartum Follow-Up Screening for Diabetes among Women Diagnosed with Gestational Diabetes Mellitus in Warangal District, Telangana.Journal of pharmacy & bioallied sciences · 2026Article
- Lipid metabolism-based machine learning models for predicting large for gestational age in non-diabetic pregnancies.Frontiers in endocrinology · 2026Article
- Maternal body mass index in early pregnancy and autism in offspring: a population-based cohort study in Sweden and Denmark.BMC medicine · 2025Article
- Psychosocial, Behavioral, and Medical Drivers of Gestational Diabetes among Racial-Ethnic Groups.American journal of perinatology · 2025Article
- Article
- Exploring the Vertical Transmission of Exosomes in Diagnostic and Therapeutic Targets for Pregnancy Complications.ACS biomaterials science & engineering · 2025Review
32 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 4 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
BACKGROUND/
objectiveGestational diabetes mellitus (GDM) is a common pregnancy complication, with complex disease mechanisms, and several risk factors may contribute to its onset. We performed an umbrella review to summarize the evidence from meta-analyses of observational studies on risk factors associated with GDM, evaluate whether there are indications of biases in this literature and identify which of the previously reported associations are supported by convincing evidence.
methodsWe searched PubMed and ISI Web of Science from inception to December 2018 to identify meta-analyses examining associations between putative risk factors for GDM. For each meta-analysis we estimated the summary effect size, the 95% confidence interval, the 95% prediction interval, the between-study heterogeneity, evidence of small-study effects, and evidence of excess-significance bias.
resultsThirty eligible meta-analyses were identified, providing data on 61 associations. Fifty (82%) associations had nominally statistically significant findings (P<0.05), while only 15 (25%) were significant at P<10-6 under the random-effects model. Only four risk factors presented convincing evidence:, low vs. normal BMI (cohort studies), BMI ~30-35 kg/m2 vs. normal BMI, BMI >35 kg/m2 vs. normal BMI, and hypothyroidism.
conclusionsThe compilation of results from synthesis of observational studies suggests that increased BMI and hypothyroidism show the strongest consistent evidence for an association with GDM. Diet and lifestyle modifications in pregnancy should be tested in large randomized trials. Our findings suggest that women with known thyroid disease may be offered screening for GDM earlier in pregnancy.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.