Identification of NPM and non-mass breast cancer based on radiological features and radiomics

Radiomics using PyRadiomics-extracted features, LASSO, and SVM provides a robust quantitative tool to differentiate NPM from non-mass breast cancer, enhancing diagnostic precision and clinical decision-making.

Authors

Xingyu Chen (ORCID: https://orcid.org/0000-0002-7202-738X)
Zhen Guo (ORCID: https://orcid.org/0000-0001-9522-7686)
Xin Lin (ORCID: https://orcid.org/0009-0001-0467-5334)
Zhuonan Wang (ORCID: https://orcid.org/0000-0002-5745-4340)
Rui Yan (ORCID: https://orcid.org/0009-0008-1937-1553)
Wei Liu

Institutions

Northwest Women's and Children's Hospital (CN)
Xi'an Medical University (CN)
First Affiliated Hospital of Xi'an Jiaotong University (CN)
Xi’an University of Posts and Telecommunications (CN)

Publication Details

Journal: Frontiers in Oncology
Published: 2025-12-01
DOI: https://doi.org/10.3389/fonc.2025.1665427
Primary Topic: Radiomics and Machine Learning in Medical Imaging
Type: article
Field-Weighted Citation Impact: 0.00

Funders

Key Research and Development Projects of Shaanxi Province

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article

Identification of NPM and non-mass breast cancer based on radiological features and radiomics

Xingyu Chen, Zhen Guo, Xin Lin, Zhuonan Wang et al.

Dec 1, 2025

Frontiers in Oncology

Radiomics and Machine Learning in Medical Imaging

article

Identification of NPM and non-mass breast cancer based on radiological features and radiomics

Xingyu Chen, Zhen Guo, Xin Lin, Zhuonan Wang, Rui Yan, Wei Liu

December 1, 2025article en

Abstract

Radiomics using PyRadiomics-extracted features, LASSO, and SVM provides a robust quantitative tool to differentiate NPM from non-mass breast cancer, enhancing diagnostic precision and clinical decision-making.

Frontiers in OncologyVol. 15

Northwest Women's and Children's Hospital (CN), Xi'an Medical University (CN), First Affiliated Hospital of Xi'an Jiaotong University (CN), Xi’an University of Posts and Telecommunications (CN)

Key Research and Development Projects of Shaanxi Province

Openalex Percentile: Top 48%

Radiomics and Machine Learning in Medical Imaging

DOI Open Access PDF OpenAlex

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