Identifying novel biomarkers for biliary tract cancer based on volatile organic compounds analysis and machine learning

Identifying novel biomarkers for biliary tract cancer based on volatile organic compounds analysis and machine learning

BackgroundThe current diagnostic methods for biliary tract cancer (BTC) have limitations in sensitivity and specificity. This study aims to explore the use of volatile organic compounds (VOCs) in serum to distinguish BTC and benign biliary diseases (BBD).MethodWe collected 158 serum samples from BTC...

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Bibliographic Details
Main Authors: Jingrong Qian, Qi Liu, Jue Wang, Xuewei Zhuang, Jun Fang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Oncology
Subjects:
volatile organic compounds
machine learning
biliary tract cancer
novel biomarkers
SVM
LDA
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1572460/full
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