Risk factors and prediction of distant metastasis (DM) of colon adenocarcinoma: a logistic regression and machine learning study based on surveillance, epidemiology, and end results (SEER) database

Risk factors and prediction of distant metastasis (DM) of colon adenocarcinoma: a logistic regression and machine learning study based on surveillance, epidemiology, and end results (SEER) database

Abstract Background Given the limitations of traditional imaging examinations to detect distant metastasis (DM) (e.g., low sensitivity), this study is to identify pathological and laboratory risk factors and establish models predicting distant metastasis of colon adenocarcinoma (CA) patients. Method...

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Bibliographic Details
Main Authors: Qiang Guo, Junyun Li, Zhe Wei, Jingjing Xu, Shaojun Duan, Jianfeng Li, Yaxi Liu
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Cancer
Subjects:
Colon adenocarcinoma
Distant metastasis
Risk factor
Machine learning
Online Access:https://doi.org/10.1186/s12885-025-14329-z
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https://doi.org/10.1186/s12885-025-14329-z

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