Congenital Biliary Dilatation Diagnosis Based on 3D Morphological Characteristics

December 6, 2023 updated by: Jiaqi Dou, Tsinghua University
Congenital biliary dilatation necessitates timely intervention owing to potential complications. This study endeavors to enhance diagnostic precision using quantitative three-dimensional morphological characteristics. Objectives involve developing models to differentiate congenital from secondary biliary dilatation and identify intrahepatic involvement. Employing machine learning, robust diagnostic models aim to elevate clinical detection rates and improve accuracy.

Study Overview

Detailed Description

Congenital biliary dilatation is a primary anomaly affecting the biliary tract. It can involve the extrahepatic bile ducts, intrahepatic bile ducts, or the entire biliary system, including the common bile duct. Patients with congenital biliary dilatation exhibit abnormal expansion of the bile duct system, which can lead to complications such as bile duct stones, pancreatic inflammation, and even bile duct cancer. Timely and accurate diagnosis, followed by surgical intervention to remove the dilated bile duct lesion, is crucial for the treatment of choledochal dilation. However, the differentiation of congenital biliary dilatation in clinical practice poses challenges, primarily due to the limitations of subjective physician experience and macroscopic imaging features, making it difficult to achieve high sensitivity in discerning congenital biliary dilatation. Particularly, in distinguishing between congenital biliary dilatation and secondary biliary dilatation, the similarities of the bile ducts limit the precision of clinical decisions. Therefore, this study aims to address the current challenges in the differential diagnosis of congenital biliary dilatation and secondary biliary dilatation by quantitatively describing the morphology of dilated bile ducts. Moreover, this study plans to build a predictive model of intrahepatic bile duct dilatation to provide more comprehensive clinical support. Specifically, the research objectives are outlined as follows:

  1. Establish a diagnostic model for congenital biliary dilatation utilizing three-dimensional morphological characteristics, especially quantitative shape- and diameter-based characteristics, to enhance the accurate discrimination between congenital biliary dilatation and secondary biliary dilatation.
  2. Develop a model for identifying intrahepatic involvement of congenital biliary dilatation, aiming to provide more precise information for surgical planning and supportive treatment.
  3. Construct robust diagnostic models using machine learning with quantitative three-dimensional morphological characteristics, aiming to increase clinical detection rates and accuracy, thereby achieving risk stratification for patients with biliary dilatation.

Study Type

Observational

Enrollment (Actual)

550

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • Beijing
      • Beijing, Beijing, China, 102218
        • Beijing Tsinghua Chang Gung Hospital

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Child
  • Adult
  • Older Adult

Accepts Healthy Volunteers

No

Sampling Method

Non-Probability Sample

Study Population

Patients with congenital biliary dilatation diagnosed according to the Japanese Study Group on Congenital Biliary Dilatation (JSCBD) guideline or secondary bile duct dilatation due to choledocholithiasis or malignancies such as hilar cholangiocarcinoma, pancreatic carcinoma, and distal cholangiocarcinoma who underwent contrast-enhanced computed tomography (CECT) at Beijing Tsinghua Chang Gung Hospital from 2014 to 2022.

Description

Inclusion Criteria:

  • The patients with biliary dilation who underwent contrast-enhanced computed tomography (CECT) at Beijing Tsinghua Chang Gung Hospital from 2014 to 2022.

Exclusion Criteria:

  • Patients without pre-operative CECT scans or developing cholangiocarcinoma due to congenital biliary dilatation.

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

Cohorts and Interventions

Group / Cohort
Intervention / Treatment
Congenital biliary dilatation
Patients with congenital biliary dilatation diagnosed according to the Japanese Study Group on Congenital Biliary Dilatation (JSCBD) guideline.
Diagnosis models are established using quantitative morphological characteristics extracted from the 3D reconstructed bile duct from contrast-enhanced computed tomography (CECT) images.
Secondary biliary dilatation
Patients with secondary biliary dilatation attributed to choledocholithiasis or malignancies (hilar cholangiocarcinoma, pancreatic carcinoma, and distal cholangiocarcinoma).
Diagnosis models are established using quantitative morphological characteristics extracted from the 3D reconstructed bile duct from contrast-enhanced computed tomography (CECT) images.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Area under the Receiver Operating Characteristic curve (AUROC) of the diagnostic models for the differential diagnosis of congenital and secondary biliary dilatation and the identification of intrahepatic involvement
Time Frame: Pre-operation
The area under the ROC curve is calculated by integrating the ROC curve, which plots Sensitivity against 1 - Specificity.
Pre-operation

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Area under the Precision-Recall curve (AUPRC) of the diagnostic models for the differential diagnosis of congenital and secondary biliary dilatation and the identification of intrahepatic involvement
Time Frame: Pre-operation
The area under the precision-recall curve is determined by integrating the Precision-Recall curve, which plots Precision against Recall.
Pre-operation
Sensitivity of the diagnostic models for the differential diagnosis of congenital and secondary biliary dilatation and the identification of intrahepatic involvement
Time Frame: Pre-operation
Sensitivity is calculated as the ratio of true positives to the sum of true positives and false negatives.
Pre-operation
Specificity of the diagnostic models for the differential diagnosis of congenital and secondary biliary dilatation and the identification of intrahepatic involvement
Time Frame: Pre-operation
Specificity is calculated as the ratio of true negatives to the sum of true negatives and false positives.
Pre-operation
Accuracy of the diagnostic models for the differential diagnosis of congenital and secondary biliary dilatation and the identification of intrahepatic involvement
Time Frame: Pre-operation
Accuracy is calculated as the ratio of the sum of true positives and true negatives to the total number of cases.
Pre-operation

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Study Director: Huijun Chen, Ph.D., Tsinghua University
  • Study Chair: Jiahong Dong, M.D., Beijing Tsinghua Chang Gung Hospital

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

December 17, 2021

Primary Completion (Actual)

December 16, 2022

Study Completion (Actual)

December 16, 2022

Study Registration Dates

First Submitted

November 29, 2023

First Submitted That Met QC Criteria

December 6, 2023

First Posted (Estimated)

December 8, 2023

Study Record Updates

Last Update Posted (Estimated)

December 8, 2023

Last Update Submitted That Met QC Criteria

December 6, 2023

Last Verified

December 1, 2023

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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