Trial reportPLoS medicine2011
Primary prevention of gestational diabetes mellitus and large-for-gestational-age newborns by lifestyle counseling: a cluster-randomized controlled trial.
Trial report in PLoS medicine, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 106 papers, 25 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.
Effects of Dietary and Lifestyle Interventions in Obese Pregnant Women From the First Trimester on Gestational Weight Gain and Pregnancy Outcomes
A Culturally-tailored Personalized Nutrition Intervention in South Asian Women at Risk of Gestational Diabetes Mellitus
Who cites it
106 citing papers in PubMed, 25 syntheses or guidelines pooled it, 229 citations in OpenAlex.
- Effects of lifestyle interventions in pregnancy on gestational diabetes: individual participant data and network meta-analysis.BMJ (Clinical research ed.) · 2026Pooled it
- Energy intake and physical activity over the course of pregnancy and gestational weight gain: a systematic review and dose-response meta-analysis of data from randomized controlled lifestyle intervention trials.Nutrition journal · 2025Pooled it
- Systematic review of interventions in early pregnancy among pregnant individuals at risk for hyperglycemia.American journal of obstetrics & gynecology MFM · 2025Pooled it
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- Interventions to prevent women from developing gestational diabetes mellitus: an overview of Cochrane Reviews.The Cochrane database of systematic reviews · 2020Pooled it
- Effectiveness of Physical Activity Interventions on Pregnancy-Related Outcomes among Pregnant Women: A Systematic Review.International journal of environmental research and public health · 2019Pooled it
- Can antenatal diet and lifestyle interventions influence childhood obesity? A systematic review.Maternal & child nutrition · 2018Pooled it
- Reporting non-adherence in cluster randomised trials: A systematic review.Clinical trials (London, England) · 2018Pooled it
- Targeting obstetric providers in interventions for obesity and gestational weight gain: A systematic review.PloS one · 2018Pooled it
- Combined diet and exercise interventions for preventing gestational diabetes mellitus.The Cochrane database of systematic reviews · 2017Pooled it
- Effect of diet and physical activity based interventions in pregnancy on gestational weight gain and pregnancy outcomes: meta-analysis of individual participant data from randomised trials.BMJ (Clinical research ed.) · 2017Pooled it
- Primary prevention of gestational diabetes mellitus through nutritional factors: a systematic review.BMC pregnancy and childbirth · 2017Pooled it
- Dietary advice interventions in pregnancy for preventing gestational diabetes mellitus.The Cochrane database of systematic reviews · 2017Pooled it
- Effects of dietary interventions on pregnancy outcomes: a systematic review and meta-analysis.Maternal & child nutrition · 2016Pooled it
- The efficacy of physiotherapy for the prevention and treatment of prenatal symptoms: a systematic review.International urogynecology journal · 2015Pooled it
- Diet or exercise, or both, for preventing excessive weight gain in pregnancy.The Cochrane database of systematic reviews · 2015Pooled it
- Nutritional manipulation for the primary prevention of gestational diabetes mellitus: a meta-analysis of randomised studies.PloS one · 2015Pooled it
- Behavior modification techniques used to prevent gestational diabetes: a systematic review of the literature.Current diabetes reports · 2014Pooled it
46 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
11 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundOur objective was to examine whether gestational diabetes mellitus (GDM) or newborns' high birthweight can be prevented by lifestyle counseling in pregnant women at high risk of GDM. METHOD AND
findingsWe conducted a cluster-randomized trial, the NELLI study, in 14 municipalities in Finland, where 2,271 women were screened by oral glucose tolerance test (OGTT) at 8-12 wk gestation. Euglycemic (n = 399) women with at least one GDM risk factor (body mass index [BMI] ≥ 25 kg/m(2), glucose intolerance or newborn's macrosomia (≥ 4,500 g) in any earlier pregnancy, family history of diabetes, age ≥ 40 y) were included. The intervention included individual intensified counseling on physical activity and diet and weight gain at five antenatal visits. Primary outcomes were incidence of GDM as assessed by OGTT (maternal outcome) and newborns' birthweight adjusted for gestational age (neonatal outcome). Secondary outcomes were maternal weight gain and the need for insulin treatment during pregnancy. Adherence to the intervention was evaluated on the basis of changes in physical activity (weekly metabolic equivalent task (MET) minutes) and diet (intake of total fat, saturated and polyunsaturated fatty acids, saccharose, and fiber). Multilevel analyses took into account cluster, maternity clinic, and nurse level influences in addition to age, education, parity, and prepregnancy BMI. 15.8% (34/216) of women in the intervention group and 12.4% (22/179) in the usual care group developed GDM (absolute effect size 1.36, 95% confidence interval [CI] 0.71-2.62, p = 0.36). Neonatal birthweight was lower in the intervention than in the usual care group (absolute effect size -133 g, 95% CI -231 to -35, p = 0.008) as was proportion of large-for-gestational-age (LGA) newborns (26/216, 12.1% versus 34/179, 19.7%, p = 0.042). Women in the intervention group increased their intake of dietary fiber (adjusted coefficient 1.83, 95% CI 0.30-3.25, p = 0.023) and polyunsaturated fatty acids (adjusted coefficient 0.37, 95% CI 0.16-0.57, p < 0.001), decreased their intake of saturated fatty acids (adjusted coefficient -0.63, 95% CI -1.12 to -0.15, p = 0.01) and intake of saccharose (adjusted coefficient -0.83, 95% CI -1.55 to -0.11, p = 0.023), and had a tendency to a smaller decrease in MET minutes/week for at least moderate intensity activity (adjusted coefficient 91, 95% CI -37 to 219, p = 0.17) than women in the usual care group. In subgroup analysis, adherent women in the intervention group (n = 55/229) had decreased risk of GDM (27.3% versus 33.0%, p = 0.43) and LGA newborns (7.3% versus 19.5%, p = 0.03) compared to women in the usual care group.
conclusionsThe intervention was effective in controlling birthweight of the newborns, but failed to have an effect on maternal GDM.
trial registrationCurrent Controlled Trials ISRCTN33885819. Please see later in the article for the Editors' Summary.
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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.