Prediction of neoadjuvant chemotherapy efficacy in patients with HER2-low breast cancer based on ultrasound radiomics

Abstract Background Neoadjuvant chemotherapy (NAC) is a crucial therapeutic approach for treating breast cancer, yet accurately predicting treatment response remains a significant clinical challenge. Conventional ultrasound plays a vital role in assessing tumor morphology but lacks the ability to qu...

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Bibliographic Details

Published in:	Cancer Imaging
Main Authors:	Qing Peng, Ziyao Ji, Nan Xu, Zixian Dong, Tian Zhang, Mufei Ding, Le Qu, Yimo Liu, Jun Xie, Feng Jin, Bo Chen, Jiangdian Song, Ang Zheng
Format:	Article
Language:	English
Published:	BMC 2025-09-01
Subjects:	HER2-low breast cancer Neoadjuvant chemotherapy Ultrasound Radiomics Machine learning
Online Access:	https://doi.org/10.1186/s40644-025-00934-5