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A Machine-learning Model to Predict Lymph Node Metastasis of Intrahepatic Cholangiocarcinoma

Completed
Conditions
Intrahepatic Cholangiocarcinoma
Machine Learning
Registration Number
NCT06290739
Lead Sponsor
West China Hospital
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.

Detailed Description

Not available

Recruitment & Eligibility

Status
COMPLETED
Sex
All
Target Recruitment
483
Inclusion Criteria
  • 1.Patients who were confirmed with intrahepatic cholangiocarcinoma 2. curative-intent hepatectomy 3. Without concurrent extrahepatic disease
Exclusion Criteria
  • 1.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

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Primary Outcome Measures
NameTimeMethod
Overall survival2010.01-2019.01

Overall survival (OS) refers to the duration between the commencement of surgery and the patient's demise due to any reason.

Secondary Outcome Measures
NameTimeMethod
Disease free survival2010.01-2019.01

Disease-free survival (DFS) refers to the period of time from the date of surgery until the occurrence of a relapse either within or outside the liver.

Trial Locations

Locations (1)

Department of Liver Surgery and Liver Transplantation Center, West China Hospital, Sichuan University

🇨🇳

Chengdu, Sichuan, China

Department of Liver Surgery and Liver Transplantation Center, West China Hospital, Sichuan University
🇨🇳Chengdu, Sichuan, China

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