A Pragmatic Randomized Controlled Trial to Predict Postpartum Hemorrhage
Logistic Regression Prediction Model vs. Standard of Care for Prediction of Postpartum Hemorrhage - A Pragmatic Randomized Controlled Trial
1 other identifier
interventional
10,000
1 country
1
Brief Summary
This research project aims to enhance the safety of childbirth by using advanced computer models to predict the risk of postpartum hemorrhage (PPH). PPH is a significant concern for mothers during and after delivery. Current risk assessment tools are basic and do not adapt to changing conditions. This study will investigate whether a new and recently validated model for predicting PPH, combined with a provider-facing Best Practice Advisory (BPA) regarding currently recommended strategies triggered by an increased predicted risk, can improve perinatal outcomes. This study will compare the current category based risk assessment tool with a new, enhanced prediction model which calculates risk based on 21 factors, automatically updates as new information becomes available during labor and, if elevated, provides a provider-facing Best Practice Advisory (BPA) recommending consideration of strategies that are institutionally agreed to represent high-quality practice. Investigators hypothesize that the enhanced care approach will result in improved perinatal outcomes. The goal of the study is to improve the wellbeing of mothers during childbirth by harnessing the power of modern technology and data analysis.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Jan 2025
Typical duration for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
July 2, 2024
CompletedFirst Posted
Study publicly available on registry
July 22, 2024
CompletedStudy Start
First participant enrolled
January 1, 2025
CompletedPrimary Completion
Last participant's last visit for primary outcome
July 1, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
July 1, 2027
October 1, 2025
September 1, 2025
1.5 years
July 2, 2024
September 29, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Numerical hierarchical composite score of postpartum morbidity and mortality at hospital discharge
Patients will be assigned the most severe morbidity and mortality outcome score based on a range of criteria from 1 to 7 with 1 being the least severe and 7 being the most severe outcome. 1 is Estimated blood loss \<1000 mL, 2 is Estimated blood loss \>=1000 mL, 3 is Mechanical treatment of hemorrhage (uterine tamponade device insertion, uterine compression suture), 4 is Post-delivery red blood cell transfusion, 5 is Uterine artery embolization, 6 is Hysterectomy due to bleeding, and 7 is Death. For example, a patient who experiences an estimated blood loss \>=1000mL and does not experience another more serious outcome would receive a score of 2, whereas a patient who requires a hysterectomy due to bleeding might meet several of the criteria, but would receive a score of 6, as this is the most severe criteria they experience.
Date of randomization to Postpartum hospital discharge (usually 2-4 days)
Numerical hierarchical composite score of postpartum morbidity and mortality at 30 days postpartum
Patients will be assigned the most severe morbidity and mortality outcome score based on a range of criteria from 1 to 7 with 1 being the least severe and 7 being the most severe outcome. 1 is Estimated blood loss \<1000 mL, 2 is Estimated blood loss \>=1000 mL, 3 is Mechanical treatment of hemorrhage (uterine tamponade device insertion, uterine compression suture), 4 is Post-delivery red blood cell transfusion, 5 is Uterine artery embolization, 6 is Hysterectomy due to bleeding, and 7 is Death. For example, a patient who experiences an estimated blood loss \>=1000mL and does not experience another more serious outcome would receive a score of 2, whereas a patient who requires a hysterectomy due to bleeding might meet several of the criteria, but would receive a score of 6, as this is the most severe criteria they experience.
30 days postpartum
Secondary Outcomes (37)
Estimated blood loss <1000 mL
Date of randomization up to 30 days postpartum
Estimated blood loss >=1000 mL
Date of randomization up to 30 days postpartum
Mechanical treatment of hemorrhage
Date of randomization up to 30 days postpartum
Post-delivery packed red blood cell transfusion
Date of randomization up to 30 days postpartum
Uterine artery embolization
Date of randomization up to 30 days postpartum
- +32 more secondary outcomes
Study Arms (2)
Standard Care - Comparator Arm A
NO INTERVENTIONStandard Care, which includes a category-based risk assessment tool as part of nursing admission workflow. The prophylactic interventions in the intervention are recommended by the tool but not specifically tied to provider-facing clinical decision support.
Novel PPH Risk Prediction Model - Comparator Arm B
ACTIVE COMPARATORStandard Care with addition of a recently developed, novel PPH risk prediction model.
Interventions
Patients in this group will receive the standard care risk assessment with the addition of a recently developed, novel PPH risk prediction model, which will automatically calculate a patient's numerical risk of hemorrhage based on 21 risk factors. Elevated risk of hemorrhage (\>=3% predicted risk), as predicted by the model, will be linked to clinical decision support, including a best practice advisory with recommendations presented to providers for consideration when they access the patient's electronic health record.
Eligibility Criteria
You may qualify if:
- All vaginal and cesarean deliveries occurring at Vanderbilt University Medical Center
You may not qualify if:
- All patients will be randomized at the time of admission to the obstetric service. Patients who are discharged prior to delivery will be excluded from subsequent analysis. Any patients with a pre-delivery planned hysterectomy (for placenta increta or percreta) will be excluded from the treatment algorithm and primary analysis.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Holly Endelead
- Vanderbilt University Medical Centercollaborator
Study Sites (1)
Vanderbilt University Medical Center
Nashville, Tennessee, 37212, United States
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Holly Ende, MD
Vanderbilt University Medical Center
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- NONE
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR INVESTIGATOR
- PI Title
- Associate Professor of Anesthesiology
Study Record Dates
First Submitted
July 2, 2024
First Posted
July 22, 2024
Study Start
January 1, 2025
Primary Completion (Estimated)
July 1, 2026
Study Completion (Estimated)
July 1, 2027
Last Updated
October 1, 2025
Record last verified: 2025-09
Data Sharing
- IPD Sharing
- Will not share