Integrating central-slice anatomy and MRF-mapped radiomics dynamics for lung adenocarcinoma subtyping

By fusing static anatomical information with dynamic radiomics evolution maps, DRFN offers both high classification accuracy and transparent interpretability. Our framework thus holds promise as an intelligent diagnostic aid for lung adenocarcinoma subtyping in clinical practice.

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Publication Details

Journal
Quantitative Imaging in Medicine and Surgery
Published
2026-01-28
DOI
https://doi.org/10.21037/qims-2025-1120
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
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Integrating central-slice anatomy and MRF-mapped radiomics dynamics for lung adenocarcinoma subtyping

Yang Liu, He Ren, Weiwei Shi, Yina Zhang et al.
Quantitative Imaging in Medicine and Surgery
Radiomics and Machine Learning in Medical Imaging
article

Integrating central-slice anatomy and MRF-mapped radiomics dynamics for lung adenocarcinoma subtyping

Yang Liu, He Ren, Weiwei Shi, Yina Zhang, Chenxiao Bai, Chengyu Wu, Chengcheng Fan, Jianguo Li
article en

Abstract

By fusing static anatomical information with dynamic radiomics evolution maps, DRFN offers both high classification accuracy and transparent interpretability. Our framework thus holds promise as an intelligent diagnostic aid for lung adenocarcinoma subtyping in clinical practice.

Quantitative Imaging in Medicine and SurgeryVol. 16(2)
Shanghai University of Medicine and Health Sciences (CN), Shanghai Sunshine Rehabilitation Center (CN)
Partnerships for the goals
Openalex Percentile: Top 76%
Radiomics and Machine Learning in Medical Imaging
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