A Machine-learning Model to Predict Lymph Node Metastasis of Intrahepatic Cholangiocarcinoma
Development and Validation of a Machine-learning Model to Predict Lymph Node Metastasis of Intrahepatic Cholangiocarcinoma: a Retrospective Cohort Study.
1 other identifier
observational
483
1 country
1
Brief Summary
The object of this study is to develop a model for prediction of lymph node metastasis among intrahepatic cholangiocarcinoma (ICC) patients. Intrahepatic cholangiocarcinoma is the second most common kind of primary liver cancer, accounting for approximately 10%-15%. There is a lack of agreement regarding the necessity of performing lymph node dissection (LND) in patients with ICC. Currently, the percentage of LND is below 50%, and the rate of sufficient LND (≥6) has plummeted to less than 20%. Consequently, a large proportion of patients are unable to acquire LN status, which hinders the following systematic treatment strategies after surgery:. Therefore, our objective is to construct a LN metastasis model utilizing machine learning techniques, including patients' clinical data and pathology information, with the goal of offering a reference for patients who have not undergone LND or have had inadequate LND.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Feb 2024
Shorter than P25 for all trials
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
Study Start
First participant enrolled
February 7, 2024
CompletedFirst Submitted
Initial submission to the registry
February 26, 2024
CompletedFirst Posted
Study publicly available on registry
March 4, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
November 20, 2024
CompletedStudy Completion
Last participant's last visit for all outcomes
November 20, 2024
CompletedNovember 22, 2024
November 1, 2024
10 months
February 26, 2024
November 19, 2024
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Overall survival
Overall survival (OS) refers to the duration between the commencement of surgery and the patient's demise due to any reason.
2010.01-2019.01
Secondary Outcomes (1)
Disease free survival
2010.01-2019.01
Study Arms (2)
Intrahepatic cholangiocarcinoma patients who underwent lymph nodes dissection
Intrahepatic cholangiocarcinoma patients who didn't undergo lymph nodes dissection
Interventions
Whether lymph nodes dissection should be performed on curative-intent hepatectomy for intrahepatic cholangiocarcinoma is still debated.
Eligibility Criteria
The data was collected from patients who underwent curative-intent hepatectomy and were diagnosed with ICC pathologically. The data was collected from the hepato-biliary and pancreatic department of West China Hospital, SCU, between the periods of January 2010 to December 2016 and January 2019 to October 2023.
You may qualify if:
- Patients who were confirmed with intrahepatic cholangiocarcinoma 2. curative-intent hepatectomy 3. Without concurrent extrahepatic disease
You may not qualify if:
- Patients lacking complete pathology information, 2. Patients who didn't get curative resection 3.Patients with concurrent extrahepatic disease or had missing follow-up data
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Department of Liver Surgery and Liver Transplantation Center, West China Hospital, Sichuan University
Chengdu, Sichuan, 610041, China
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Dr.
Study Record Dates
First Submitted
February 26, 2024
First Posted
March 4, 2024
Study Start
February 7, 2024
Primary Completion
November 20, 2024
Study Completion
November 20, 2024
Last Updated
November 22, 2024
Record last verified: 2024-11
Data Sharing
- IPD Sharing
- Will share
The data that supports the findings of this study is available from the corresponding author upon reasonable request.