Clinical Application of an AI-based Dissection Trajectory Prediction System (ADTPS) in Endoscopic Submucosal Dissection
Clinical Application of an AI-based Dissection Trajectory Prediction System (ADTPS) in Endoscopic Submucosal Dissection: A Prospective Paired Diagnostic Study and a Randomized Controlled Clinical Trial
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Zhen Li
- Phone Number: 18560086106
- Email: qilulizhen@sdu.edu.cn
Study Locations
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-
Shandong
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Jinan, Shandong, China, 250012
- 山东大学齐鲁医院
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-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Chinese patients aged 18-80 years.
Lesions meeting ESD indications for esophageal, gastric, or colorectal early cancer or high-grade intraepithelial neoplasia, as defined by:
Non-invasive tumors regardless of size; or
Differentiated-type intramucosal carcinoma without ulceration, regardless of size; or
Differentiated-type intramucosal carcinoma with ulceration and a diameter ≤3 cm; or
Undifferentiated-type intramucosal carcinoma without ulceration and a diameter ≤2 cm.
Planned to undergo ESD treatment.
No prior treatment for the lesion (including ESD, surgery, radiotherapy, chemotherapy, etc.).
Platelet count >100 × 10⁹/L and PT-INR <1.5, with antiplatelet agents (aspirin, clopidogrel, etc.) discontinued for at least 5 days.
American Society of Anesthesiologists (ASA) physical status grade I or II.
Voluntarily signed informed consent.
Exclusion Criteria:
- Patients currently undergoing dialysis.
Patients with severe cardiopulmonary disease or other severe comorbidities that may increase the risk of the ESD procedure.
Pregnant or breastfeeding women.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: Double
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Active Comparator: Conventional ESD without AI
|
The same endoscopic hardware platform is used, but the AI-based Dissection Trajectory Prediction System (ADTPS) is turned off.
The endoscopist performs the ESD procedure based solely on clinical judgment and personal experience, following standard conventional ESD steps including marking, injection, circumferential incision, and submucosal dissection.
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Experimental: AI-assisted ESD with ADTPS
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The ADTPS is an artificial intelligence software system that analyzes endoscopic images in real time during ESD.
It automatically identifies lesion boundaries and generates a recommended dissection trajectory overlaid on the endoscopic view.
The endoscopist follows the AI-generated trajectory to perform submucosal dissection.
The system provides visual guidance only and does not alter the standard surgical workflow.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Time Frame |
|---|---|
|
NASA-TLX Workload Score
Time Frame: Immediately after the ESD procedure
|
Immediately after the ESD procedure
|
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Mean Single Dissection Time
Time Frame: During the ESD procedure
|
During the ESD procedure
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Time Frame |
|---|---|
|
R0 Resection Rate
Time Frame: At the time of pathological examination
|
At the time of pathological examination
|
|
Muscularis Propria Injury Rate
Time Frame: During the ESD procedure
|
During the ESD procedure
|
|
Intraoperative Bleeding Episodes
Time Frame: During the ESD procedure
|
During the ESD procedure
|
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Intraoperative Perforation Rate
Time Frame: During the ESD procedure
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During the ESD procedure
|
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Delayed Bleeding Rate
Time Frame: Within 14 days after procedure
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Within 14 days after procedure
|
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Delayed Perforation Rate
Time Frame: Within 14 days after procedure
|
Within 14 days after procedure
|
|
Total Procedure Time
Time Frame: During the ESD procedure
|
During the ESD procedure
|
Collaborators and Investigators
Sponsor
Sponsor
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
- Neoplasms by Site
- Neoplasms
- Neoplasms by Histologic Type
- Gastrointestinal Neoplasms
- Digestive System Neoplasms
- Digestive System Diseases
- Gastrointestinal Diseases
- Head and Neck Neoplasms
- Neoplasms, Glandular and Epithelial
- Esophageal Diseases
- Carcinoma
- Neoplasms, Squamous Cell
- Carcinoma, Squamous Cell
- Esophageal Neoplasms
- Esophageal Squamous Cell Carcinoma
Other Study ID Numbers
Other Study ID Numbers
- 2026SDU-QILU-4
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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