ArticlePloS one2018
Estimated global overweight and obesity burden in pregnant women based on panel data model.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04315545 (Pregnancy Outcomes and Maternal Insulin Sensitivity), which is not on this map. Cited by 213 papers, 11 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.
Pregnancy Outcomes and Maternal Insulin Sensitivity
Who cites it
213 citing papers in PubMed, 11 syntheses or guidelines pooled it, 414 citations in OpenAlex.
- Double Burden of Malnutrition Prevalence in Pregnant Women: Systematic Review and Meta-Analysis.Journal of human nutrition and dietetics : the official journal of the British Dietetic Association · 2026Pooled it
- Effective Implementation Strategies for Delivering Nutritional Interventions through the Health System to Prevent Malnutrition during Pregnancy: A Systematic Review and Meta-analysis.Advances in nutrition (Bethesda, Md.) · 2026Pooled it
- The effect of methods used in the management of maternal obesity on pregnancy and birth outcomes: a systematic review with meta-analysis.International journal of obesity (2005) · 2025Pooled it
- A Systematic Review and Bayesian Network Meta-Analysis Comparing In-Person, Remote, and Blended Interventions in Physical Activity, Diet, Education, and Behavioral Modification on Gestational Weight Gain among Overweight or Obese Pregnant Individuals.Advances in nutrition (Bethesda, Md.) · 2024Pooled it
- The global prevalence of sexual dysfunction in obese and overweight women: a systematic review and meta-analysis.BMC women's health · 2023Pooled it
- Pooled it
- A mixed methods systematic review of midwives' clinical practices related to prenatal care of women with obesity.Midwifery · 2023Pooled it
- The effect of motivational interviewing and/or cognitive behaviour therapy techniques on gestational weight gain - a systematic review and meta-analysis.BMC public health · 2023Pooled it
- Maternal Body Mass Index, Gestational Weight Gain, and Risk of Cancer in Offspring: A Systematic Review and Meta-Analysis.Nutrients · 2023Pooled it
- The Impact of Gestational Diabetes Mellitus on Human Milk Metabolic Hormones: A Systematic Review.Nutrients · 2022Pooled it
- Current approaches and developments in transcript profiling of the human placenta.Human reproduction update · 2020Pooled it
- Choice of Growth Standard and Interpretation of Large for Gestational Age Outcomes: Evidence From the CDC4G Trial.Paediatric and perinatal epidemiology · 2026Trial
- Prenatal exercise interventions result in subtle changes in the human breast milk metabolome and lipidome 7-14 days postpartum: exploratory analyses of the FitMum randomized controlled trial.International breastfeeding journal · 2026Trial
- Trial
- Effect of a physical activity and healthy eating lifestyle intervention in pregnancy on fetal growth trajectories: The DALI randomised controlled trial.Pediatric obesity · 2025Trial
- Effect of a high-protein and low-glycaemic index diet during pregnancy in women with overweight or obesity on offspring metabolic health-A randomized controlled trial.Pediatric obesity · 2025Trial
- Maternal resistance exercise increases infant energy expenditure.American journal of physiology. Endocrinology and metabolism · 2025Trial
- Effect of the smartphone application on caesarean section in women with overweight and obesity: a randomized controlled trial in China.BMC pregnancy and childbirth · 2023Trial
- Effects of prenatal exercise on gestational weight gain, obstetric and neonatal outcomes: FitMum randomized controlled trial.BMC pregnancy and childbirth · 2023Trial
- Trial
153 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
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo estimate the global and country-level burden of overweight and obesity among pregnant women from 2005 to 2014.
methodsPublicly accessible country-level data were collected from the World Health Organization, the World Bank and the Food and Agricultural Organization. We estimated the number of overweight and obese pregnant women among 184 countries and determined the time-related trend from 2005 to 2014. Based on panel data model, we determined the effects of food energy supply, urbanization, gross national income and female employment on the number of overweight and obese pregnant women.
resultsWe estimated that 38.9 million overweight and obese pregnant women and 14.6 million obese pregnant women existed globally in 2014. In upper middle income countries and lower middle income countries, there were sharp increases in the number of overweight and obese pregnant women. In 2014, the percentage of female with overweight and obesity in India was 21.7%, and India had the largest number of overweight and obese pregnant women (4.3 million), which accounted for 11.1% in the world. In the United States of America, a third of women were obese, and the number of obese pregnant women was 1.1 million. In high income countries, caloric supply and urbanization were positively associated with the number of overweight and obese pregnant women. The percentage of employment in agriculture was inversely associated with the number of overweight and obese pregnant women, but only in upper middle income countries and lower middle income countries.
conclusionThe number of overweight and obese pregnant women has increased in high income and middle income countries. Environmental changes could lead to increased caloric supply and decreased energy expenditure among women. National and local governments should work together to create a healthy food environment.
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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 OpenQuestion graph.