Enhancing colorectal cancer diagnosis with the ferroptosis marker GPX4 and serum biomarkers: A retrospective analysis and machine learning approach

Ferroptosis plays a critical role in CRC pathogenesis and progression. GPX4 was identified as a robust biomarker for early diagnosis. The integrated machine learning model, incorporating GPX4, CEA, CA19-9, and serum iron, demonstrated superior diagnostic performance compared to conventional markers, offering a promising strategy for the early detection of CRC.

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Publication Details

Journal
Biochemistry and Biophysics Reports
Published
2026-02-24
DOI
https://doi.org/10.1016/j.bbrep.2026.102517
Primary Topic
Ferroptosis and cancer prognosis
Type
article
Field-Weighted Citation Impact
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article

Enhancing colorectal cancer diagnosis with the ferroptosis marker GPX4 and serum biomarkers: A retrospective analysis and machine learning approach

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Biochemistry and Biophysics Reports
Ferroptosis and cancer prognosis
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Enhancing colorectal cancer diagnosis with the ferroptosis marker GPX4 and serum biomarkers: A retrospective analysis and machine learning approach

Xiang Feng, Xiao Liu, Shuo Bai, Hanxin Liu, Chenbo Chen, Jianfeng Shi, Wenjie Pan, Chao Mei, Li Qiang Zhang, Yang Li
article en

Abstract

Ferroptosis plays a critical role in CRC pathogenesis and progression. GPX4 was identified as a robust biomarker for early diagnosis. The integrated machine learning model, incorporating GPX4, CEA, CA19-9, and serum iron, demonstrated superior diagnostic performance compared to conventional markers, offering a promising strategy for the early detection of CRC.

Biochemistry and Biophysics ReportsVol. 45
Harbin Medical University (CN), Bengbu Medical College (CN), Fourth Affiliated Hospital of China Medical University (CN), Jinzhou Medical University (CN), China Medical University (CN)
Good health and well-being
Openalex Percentile: Top 45%
Ferroptosis and cancer prognosis
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