Augmented Endobronchial Ultrasound (EBUS-TBNA) With Artificial Intelligence
Automatic Segmentation of Mediastinal Lymph Nodes and Blood Vessels in Endobronchial Ultrasound (EBUS) Images Using a Deep Neural Network
1 other identifier
observational
50
1 country
2
Brief Summary
To evaluate the usefulness of Deep neural network (DNN) in the evaluation of mediastinal and hilar lymph nodes with Endobronchial ultrasound (EBUS). The study will explore the feasibility of DNN to identify lymph nodes and blood vessel examined with EBUS.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for all trials
Started May 2023
Longer than P75 for all trials
2 active sites
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
February 13, 2023
CompletedFirst Posted
Study publicly available on registry
February 22, 2023
CompletedStudy Start
First participant enrolled
May 1, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
May 1, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 1, 2027
August 22, 2025
June 1, 2025
4 years
February 13, 2023
August 18, 2025
Conditions
Outcome Measures
Primary Outcomes (1)
Capability
To explore if Deep neural network (DNN) has capability to segment lymph nodes and blood vessels from EBUS images
8 months
Secondary Outcomes (6)
Precision
2 months
Sensitivity
2 months
Specificity
2 months
Dice similarity coefficient
2 months
Run-time
2 months
- +1 more secondary outcomes
Interventions
Machine learning algorithm run on EBUS images for real-time labelling of mediastinal lymph nodes and lymph node level
Eligibility Criteria
Patents with undiagnosed enlarged mediastinal and hilar lymph nodes who have been recommended for Endobronchial ultrasound transbronchial needle aspiration (EBUS-TBNA).
You may qualify if:
- Subjects referred to thoracic department in any of the participating hospitals with undiagnosed enlarged mediastinal and hilar lymph nodes.
- Subjects have to be ≥ 18 years of age
You may not qualify if:
- Pregnancy
- Any patient that the Investigator feels is not appropriate for this study for any reason.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Norwegian University of Science and Technologylead
- Helse Nord-Trøndelag HFcollaborator
- SINTEF Health Researchcollaborator
Study Sites (2)
Department of Pulmonology, Levanger Hospital, North Trøndelag Hospital Trust
Levanger, 7600, Norway
Department of Thoracic Medicine, St Olavs Hospital
Trondheim, 7030, Norway
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- STUDY DIRECTOR
Øivind Rognmo, Dr.philos
Norwegian University of Science and Technology
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
February 13, 2023
First Posted
February 22, 2023
Study Start
May 1, 2023
Primary Completion (Estimated)
May 1, 2027
Study Completion (Estimated)
December 1, 2027
Last Updated
August 22, 2025
Record last verified: 2025-06