ReviewPloS one2016
Cross-Country Individual Participant Analysis of 4.1 Million Singleton Births in 5 Countries with Very High Human Development Index Confirms Known Associations but Provides No Biologic Explanation for 2/3 of All Preterm Births.
Review in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 91 papers, 4 of them syntheses that pooled it.
What it found
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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.
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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.
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Who cites it
91 citing papers in PubMed, 4 syntheses or guidelines pooled it, 197 citations in OpenAlex.
- The influence of fetal sex on maternal blood pressure in pregnancy.BMC medicine · 2025Pooled it
- Meta-analysis reveals the vaginal microbiome is a better predictor of earlier than later preterm birth.BMC biology · 2023Pooled it
- Effect of Hyperthyroidism Control During Pregnancy on Maternal and Fetal Outcome: A Systematic Review and Meta-Analysis.Frontiers in endocrinology · 2022Pooled it
- Interventions during pregnancy to prevent preterm birth: an overview of Cochrane systematic reviews.The Cochrane database of systematic reviews · 2018Pooled it
- Maternal phthalate exposure, gestational length, and preterm birth risk: a prospective cohort study nested within a randomised trial.BMC pregnancy and childbirth · 2025Trial
- Prediction and Prevention of Preterm Birth: A Prospective, Randomized Intervention Trial.American journal of perinatology · 2023Trial
- Are pre- and early pregnancy lifestyle factors associated with the risk of preterm birth? A secondary cohort analysis of the cluster-randomised GeliS trial.BMC pregnancy and childbirth · 2022Trial
- Machine learning to predict adverse perinatal outcomes: a systematic review and meta-analysis.EClinicalMedicine · 2026Article
- Association Between Air Pollutant Exposure and Preterm Birth: A Retrospective Cohort Study.Maternal and child health journal · 2026Article
- Phenotypic subclassification of preeclampsia through cluster analysis of preterm birth-related factors.BMC medical informatics and decision making · 2026Article
- Stop using "former": preterm birth and cardiometabolic risk to future health.Pediatric research · 2026Review
- The rare glucose response curve during oral glucose tolerance tests in pregnant Chinese women and its association with preterm birth.Archives of medical science : AMS · 2026Article
- Variation in risk factors and timing of birth for different types of preterm birth: A historical cohort study.Acta obstetricia et gynecologica Scandinavica · 2025Article
- Severe acute respiratory syndrome coronavirus 2 and preterm birth, clinical implications-A register-based cohort study from Sweden.Pregnancy (Hoboken, N.J.) · 2025Article
- Association of pre-pregnancy body-mass-index and gestational weight gain with preterm singleton birth in women with cervical cerclage: a retrospective cohort study.BMC public health · 2025Article
- Antenatal Corticosteroids and Infectious Diseases Throughout Childhood.JAMA network open · 2025Article
- Timing of progesterone treatment to prevent preterm birth in pregnancies with a short cervix: A population-based historical cohort study.Acta obstetricia et gynecologica Scandinavica · 2025Article
- Preterm birth and its associated factors among women of reproductive age in Zambia: a survey analysis.BMC pregnancy and childbirth · 2025Article
- Early pregnancy maternal lipid profile, acute phase responders, and the association with preterm delivery and selected pregnancy outcomes.Pregnancy (Hoboken, N.J.) · 2025Article
- Intersectoral interventions: integration for impact on preterm birth.Reproductive health · 2025Article
31 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
21 authors at 13 institutions in 7 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPreterm birth is the most common single cause of perinatal and infant mortality, affecting 15 million infants worldwide each year with global rates increasing. Understanding of risk factors remains poor, and preventive interventions have only limited benefit. Large differences exist in preterm birth rates across high income countries. We hypothesized that understanding the basis for these wide variations could lead to interventions that reduce preterm birth incidence in countries with high rates. We thus sought to assess the contributions of known risk factors for both spontaneous and provider-initiated preterm birth in selected high income countries, estimating also the potential impact of successful interventions due to advances in research, policy and public health, or clinical practice.
methodsWe analyzed individual patient-level data on 4.1 million singleton pregnancies from four countries with very high human development index (Czech Republic, New Zealand, Slovenia, Sweden) and one comparator U.S. state (California) to determine the specific contribution (adjusting for confounding effects) of 21 factors. Both individual and population-attributable preterm birth risks were determined, as were contributors to cross-country differences. We also assessed the ability to predict preterm birth given various sets of known risk factors.
findingsPrevious preterm birth and preeclampsia were the strongest individual risk factors of preterm birth in all datasets, with odds ratios of 4.6-6.0 and 2.8-5.7, respectively, for individual women having those characteristics. In contrast, on a population basis, nulliparity and male sex were the two risk factors with the highest impact on preterm birth rates, accounting for 25-50% and 11-16% of excess population attributable risk, respectively (p<0.001). The importance of nulliparity and male sex on population attributable risk was driven by high prevalence despite low odds ratios for individual women. More than 65% of the total aggregated risk of preterm birth within each country lacks a plausible biologic explanation, and 63% of difference between countries cannot be explained with known factors; thus, research is necessary to elucidate the underlying mechanisms of preterm birth and, hence, therapeutic intervention. Surprisingly, variation in prevalence of known risk factors accounted for less than 35% of the difference in preterm birth rates between countries. Known risk factors had an area under the curve of less than 0.7 in ROC analysis of preterm birth prediction within countries. These data suggest that other influences, as yet unidentified, are involved in preterm birth. Further research into biological mechanisms is warranted.
conclusionsWe have quantified the causes of variation in preterm birth rates among countries with very high human development index. The paucity of explicit and currently identified factors amenable to intervention illustrates the limited impact of changes possible through current clinical practice and policy interventions. Our research highlights the urgent need for research into underlying biological causes of preterm birth, which alone are likely to lead to innovative and efficacious interventions.
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