Earlier response monitoring strategy of breast cancer with longitudinal multiparametric MRI follow neoadjuvant chemotherapy

Motivation: The motivation is early assessment of pathologic complete response (pCR) after neoadjuvant chemotherapy in breast cancer. Goal(s): To evaluate whether the change in multiparametric MRI could help early predict the response to NAC. Approach: We analyzed the percentage change in wash-in slope (WIS), tumor ADC, and tumor size from that before treatment at each time point of 221 breast cancer cases, utilizing Student's t-test and the receiver operating characteristic curve. Results: The change in WIS demonstrated strong predictive performance for pCR, whereas the models incorporating the change of WIS, ADC, and size exhibited comparable predictive performance between each time point. Impact: This study is highly impactful, as it demonstrates that MRI biomarkers can dynamically predict the response to NAC, with the combination of kinetic and diffusion parameters enabling early prediction of treatment response.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/2119
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
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article

Earlier response monitoring strategy of breast cancer with longitudinal multiparametric MRI follow neoadjuvant chemotherapy

Lizhi Xie, Jinxia Guo, Yuying Li, Hong Lu et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Radiomics and Machine Learning in Medical Imaging
article

Earlier response monitoring strategy of breast cancer with longitudinal multiparametric MRI follow neoadjuvant chemotherapy

Lizhi Xie, Jinxia Guo, Yuying Li, Hong Lu, Yangjing Xue
article en

Abstract

Motivation: The motivation is early assessment of pathologic complete response (pCR) after neoadjuvant chemotherapy in breast cancer. Goal(s): To evaluate whether the change in multiparametric MRI could help early predict the response to NAC. Approach: We analyzed the percentage change in wash-in slope (WIS), tumor ADC, and tumor size from that before treatment at each time point of 221 breast cancer cases, utilizing Student's t-test and the receiver operating characteristic curve. Results: The change in WIS demonstrated strong predictive performance for pCR, whereas the models incorporating the change of WIS, ADC, and size exhibited comparable predictive performance between each time point. Impact: This study is highly impactful, as it demonstrates that MRI biomarkers can dynamically predict the response to NAC, with the combination of kinetic and diffusion parameters enabling early prediction of treatment response.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 66%
Radiomics and Machine Learning in Medical Imaging
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Earlier response monitoring strategy of breast cancer with longitudinal multiparametric MRI follow neoadjuvant chemotherapy — Lizhi Xie, Jinxia Guo, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS