Air Pollution and Pregnancy
NCT06340971 · Status: RECRUITING · Type: OBSERVATIONAL · Enrollment: 200000
Last updated 2025-11-24
Summary
We are an inter-disciplinary team of UK scientists with expertise in obstetrics, women's and child health, epidemiology, climate science, inflammation, computational modelling, machine learning and artificial intelligence. Together we have a long history with existing strengths underlying preterm birth research that crosses multiple disciplines and an excellent track record of publications and awards leading research in preterm birth.
We aim to develop and validate a deep learning model to predict the risk of preterm birth and other adverse pregnancy outcomes using data from EPIC electronic health records at University College London Hospital Trust (UCLH) for a cohort of 18000 patients. We will obtain corresponding data on exposure to ambient pollution using non-identifiers for postcode (area) and date of delivery (month). The model will review the temporal sequence of events within a patient's medical history and current pregnancy, identifying significant interactions and will predict the risk of preterm birth. It will also determine the threshold and gestation at which pollution exposure has the greatest impact.
Conditions
- Premature Birth
Interventions
- OTHER
-
Policy
We will work with stakeholders' policy groups e.g. RCOG, RCM, RCP and policy makers e.g. Department for Health and Social Care, Transport Emissions at the Greater London Authority or Mayor of London's office to disseminate our findings and develop public health messages. We aim to develop guidance on how pregnant women and their families can reduce their exposure to air pollution by highlighting for example travel routes with less pollution and wear face masks.
Sponsors & Collaborators
-
University College London Hospitals
collaborator OTHER -
Queen Mary University of London
lead OTHER
Eligibility
- Min Age
- 18 Years
- Sex
- FEMALE
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2024-11-01
- Primary Completion
- 2029-10-31
- Completion
- 2029-11-30
Countries
- United Kingdom
Study Locations
More Related Trials
-
Impact of Premature Childbirth on Parental Outcomes During Baby's NICU Stay and Beyond
NCT04118751 ·Status: UNKNOWN
-
Effect of Support for Low-Income Mothers of Preterm Infants
NCT06362798 ·Status: RECRUITING ·Phase: NA
-
Improving Outcome of Very Preterm Infants Using Collaborative Quality Improvement
NCT04531839 ·Status: WITHDRAWN ·Phase: NA
-
Risk Factors of Preterm Birth Born in Hospital:a Prospective Multicenter Case-control Study
NCT03602625 ·Status: COMPLETED
-
Prematurity Risk Assessment Combined With Clinical Interventions for Improving Neonatal outcoMEs
NCT04301518 ·Status: ACTIVE_NOT_RECRUITING ·Phase: NA
-
Preterm Birth Cohort Study in Guangzhou
NCT03668327 ·Status: RECRUITING
-
Optimization of Routine Obstetric and Neonatal Care in the Management of Severe Perinatal Asphyxia in Term or Near-term Newborns: Analysis of Sub-optimal Care
NCT06322732 ·Status: NOT_YET_RECRUITING
-
The Effects of Family Centered Intervention Program on Preterm Infants
NCT03146351 ·Status: COMPLETED ·Phase: NA
-
Machine Learning From Fetal Flow Waveforms to Predict Adverse Perinatal Outcomes
NCT03398551 ·Status: UNKNOWN
-
Children Born Preterm: Sustainable Health Monitoring
NCT06270368 ·Status: RECRUITING
-
Neonatal Outcomes in Instrumental Delivery
NCT03337880 ·Status: COMPLETED
-
Effects of Clustering Care on the Physiological Stability of Preterm Infants.
NCT03490721 ·Status: COMPLETED ·Phase: NA
-
Plasma Protein Levels and Very Preterm Birth
NCT02007902 ·Status: COMPLETED
-
Cerebral Perfusion and Acute Respiratory Failure
NCT03733795 ·Status: UNKNOWN
-
Controlled Remote Monitoring and Optimization of Oxygen Therapy in Preterm Infants
NCT07161908 ·Status: RECRUITING ·Phase: NA
-
The Role of Volatile Organic Compounds (VOCs), Airway Mucins and the Microbiome in the Early Prediction of Bronchopulmonary Dysplasia (BPD)
NCT06342752 ·Status: RECRUITING
-
Systemic Management in Extremely Preterm and Extremely Low Birth Weight Infants
NCT06082414 ·Status: COMPLETED
-
Integrated Prediction of Extubation Outcome by the Spontaneous Breathing Trial in Newborn Infants
NCT03956511 ·Status: COMPLETED
-
The Management of Systemic-Pulmonary Collateral Blood Flow in Cyanotic Children During Cardiopulmonary Bypass - Pilot Study
NCT02358382 ·Status: UNKNOWN ·Phase: NA
-
Placing Preterm Infants in Polyethylene Bags Immediately After Birth
NCT04463511 ·Status: UNKNOWN ·Phase: NA
-
Measuring Oxygenation of Newborn Infants in Targeted Oxygen Ranges
NCT03360292 ·Status: COMPLETED ·Phase: NA
-
Survival Model for Preterm Infants
NCT05381285 ·Status: UNKNOWN
-
Infant Sleep and Exposure to Mixture of Chemical Environmental Pollutants
NCT06268444 ·Status: RECRUITING ·Phase: NA
-
Acute Respiratory Distress Syndrome(ARDS) in Neonates
NCT03227289 ·Status: UNKNOWN
-
High-Frequency Oscillation Ventilation Versus Conventional Mechanical Ventilation in Very Preterm Infants With Perinatal Acute Respiratory Distress Syndrome: Multicenters Randomized Controlled, Superiority Trial
NCT03736707 ·Status: RECRUITING ·Phase: NA