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Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer

Introduction: Identifying the HER2 status of breast cancer patients is important for treatment options. Previous studies have shown that ultrasound features are closely related to the subtype of breast cancer. Methods: In this study, we used features of conventional ultrasound and ultrasound elastog...

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Autores principales: Zhuo, Xiaoying, Lv, Ji, Chen, Binjie, Liu, Jia, Luo, Yujie, Liu, Jie, Xie, Xiaowei, Lu, Jiao, Zhao, Ningjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369848/
https://www.ncbi.nlm.nih.gov/pubmed/37501928
http://dx.doi.org/10.3389/fphys.2023.1188502
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author Zhuo, Xiaoying
Lv, Ji
Chen, Binjie
Liu, Jia
Luo, Yujie
Liu, Jie
Xie, Xiaowei
Lu, Jiao
Zhao, Ningjun
author_facet Zhuo, Xiaoying
Lv, Ji
Chen, Binjie
Liu, Jia
Luo, Yujie
Liu, Jie
Xie, Xiaowei
Lu, Jiao
Zhao, Ningjun
author_sort Zhuo, Xiaoying
collection PubMed
description Introduction: Identifying the HER2 status of breast cancer patients is important for treatment options. Previous studies have shown that ultrasound features are closely related to the subtype of breast cancer. Methods: In this study, we used features of conventional ultrasound and ultrasound elastography to predict HER2 status. Results and Discussion: The performance of model (AUROC) with features of conventional ultrasound and ultrasound elastography is higher than that of the model with features of conventional ultrasound (0.82 vs. 0.53). The SHAP method was used to explore the interpretability of the models. Compared with HER2– tumors, HER2+ tumors usually have greater elastic modulus parameters and microcalcifications. Therefore, we concluded that the features of conventional ultrasound combined with ultrasound elastography could improve the accuracy for predicting HER2 status.
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spelling pubmed-103698482023-07-27 Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer Zhuo, Xiaoying Lv, Ji Chen, Binjie Liu, Jia Luo, Yujie Liu, Jie Xie, Xiaowei Lu, Jiao Zhao, Ningjun Front Physiol Physiology Introduction: Identifying the HER2 status of breast cancer patients is important for treatment options. Previous studies have shown that ultrasound features are closely related to the subtype of breast cancer. Methods: In this study, we used features of conventional ultrasound and ultrasound elastography to predict HER2 status. Results and Discussion: The performance of model (AUROC) with features of conventional ultrasound and ultrasound elastography is higher than that of the model with features of conventional ultrasound (0.82 vs. 0.53). The SHAP method was used to explore the interpretability of the models. Compared with HER2– tumors, HER2+ tumors usually have greater elastic modulus parameters and microcalcifications. Therefore, we concluded that the features of conventional ultrasound combined with ultrasound elastography could improve the accuracy for predicting HER2 status. Frontiers Media S.A. 2023-07-12 /pmc/articles/PMC10369848/ /pubmed/37501928 http://dx.doi.org/10.3389/fphys.2023.1188502 Text en Copyright © 2023 Zhuo, Lv, Chen, Liu, Luo, Liu, Xie, Lu and Zhao. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Physiology
Zhuo, Xiaoying
Lv, Ji
Chen, Binjie
Liu, Jia
Luo, Yujie
Liu, Jie
Xie, Xiaowei
Lu, Jiao
Zhao, Ningjun
Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title_full Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title_fullStr Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title_full_unstemmed Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title_short Combining conventional ultrasound and ultrasound elastography to predict HER2 status in patients with breast cancer
title_sort combining conventional ultrasound and ultrasound elastography to predict her2 status in patients with breast cancer
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369848/
https://www.ncbi.nlm.nih.gov/pubmed/37501928
http://dx.doi.org/10.3389/fphys.2023.1188502
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