ReviewInternational journal of epidemiology2015
Bias from conditioning on live birth in pregnancy cohorts: an illustration based on neurodevelopment in children after prenatal exposure to organic pollutants.
Review in International journal of epidemiology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 153 papers, 5 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
153 citing papers in PubMed, 5 syntheses or guidelines pooled it, 243 citations in OpenAlex.
- The Association between Prenatal Per- and Polyfluoroalkyl Substances Exposure and Neurobehavioral Problems in Offspring: A Meta-Analysis.International journal of environmental research and public health · 2023Pooled it
- Indoor and outdoor air pollution and couple fecundability: a systematic review.Human reproduction update · 2023Pooled it
- Polymethylation scores for prenatal maternal smoke exposure persist until age 15 and are detected in saliva in the Fragile Families and Child Wellbeing cohort.Epigenetics · 2022Pooled it
- Antithyroid drug use during pregnancy and the risk of birth defects in offspring: systematic review and meta-analysis of observational studies with methodological considerations.British journal of clinical pharmacology · 2021Pooled it
- Maternal and infant outcomes associated with lithium use in pregnancy: an international collaborative meta-analysis of six cohort studies.The lancet. Psychiatry · 2018Pooled it
- Portable HEPA filter air cleaner use during pregnancy and children's behavior problem scores: a secondary analysis of the UGAAR randomized controlled trial.Environmental health : a global access science source · 2021Trial
- The Effect of Prenatal Treatments on Offspring Events in the Presence of Competing Events: An Application to a Randomized Trial of Fertility Therapies.Epidemiology (Cambridge, Mass.) · 2020Trial
- Discrimination and risk of spontaneous abortion in a preconception cohort study.Social science & medicine (1982) · 2026Article
- Intellectual and developmental disability diagnoses in California delivery records and adverse maternal outcomes.Pregnancy (Hoboken, N.J.) · 2026Article
- Relative risk and excess fraction of preterm birth across maternal occupation and industry: a Danish nationwide register-based cohort study of employed pregnant women.Scandinavian journal of work, environment & health · 2026Article
- Maternal smoking and risk of childhood cancer: a report from the Childhood Cancer and Leukemia International Consortium.International journal of epidemiology · 2026Article
- Industrial emissions and risks of preterm and small-for-gestational-age birth: A population-based cohort study in Quebec, Canada.Environmental epidemiology (Philadelphia, Pa.) · 2026Article
- Maternal Adverse Childhood Experiences, Postpartum Care Utilisation, and Postpartum Depressive Symptoms.Paediatric and perinatal epidemiology · 2026Article
- Race, ethnicity, and nativity differences in pregnancy and birth outcomes among Medicaid-enrolled women with disabilities.Disability and health journal · 2026Article
- Associations of Exposure to Common Plasticizers and Organophosphate Pesticides during Pregnancy and in Childhood with Cognitive Performance in Adolescents: A Population-Based Study.Environmental science & technology · 2026Article
- Pregnancy identification method as a source of bias in studies of prenatal exposures using real-world data.American journal of epidemiology · 2026Article
- Maternal residential proximity to oil and gas development in California and the risk of childhood cancer.International journal of hygiene and environmental health · 2026Article
- Grandmother's pregnancy complications and autism spectrum disorders in grandchildren, a California multigenerational cohort study.JCPP advances · 2026Article
- Maternal Intellectual and Developmental Disabilities and Infant Outcomes.JAMA network open · 2026Article
- Identifying pregnancies in routinely collected health data: a scoping review of methods.BMC medical informatics and decision making · 2026Article
93 more citing papers are in PubMed but not listed here.
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
Abstract
Only 60-70% of fertilized eggs may result in a live birth, and very early fetal loss mainly goes unnoticed. Outcomes that can only be ascertained in live-born children will be missing for those who do not survive till birth. In this article, we illustrate a common bias structure (leading to 'live-birth bias') that arises from studying the effects of prenatal exposure to environmental factors on long-term health outcomes among live births only in pregnancy cohorts. To illustrate this we used prenatal exposure to perfluoroalkyl substances (PFAS) and attention-deficit/hyperactivity disorder (ADHD) in school-aged children as an example. PFAS are persistent organic pollutants that may impact human fecundity and be toxic for neurodevelopment. We simulated several hypothetical scenarios based on characteristics from the Danish National Birth Cohort and found that a weak inverse association may appear even if PFAS do not cause ADHD but have a considerable effect on fetal survival. The magnitude of the negative bias was generally small, and adjusting for common causes of the outcome and fetal loss can reduce the bias. Our example highlights the need to identify the determinants of pregnancy loss and the importance of quantifying bias arising from conditioning on live birth in observational studies.
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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.