Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer

Breast cancer is frequently diagnosed using ultrasound. Here, the authors show that, in addition to ultrasound, shear wave elastography can be used to diagnose breast cancer and, in conjunction with deep learning and radiomics, can predict whether the disease has spread to axillary lymph nodes.

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Autores principales: Xueyi Zheng, Zhao Yao, Yini Huang, Yanyan Yu, Yun Wang, Yubo Liu, Rushuang Mao, Fei Li, Yang Xiao, Yuanyuan Wang, Yixin Hu, Jinhua Yu, Jianhua Zhou
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/14c419f0a9b945d79c84bcbb498ac615
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spelling oai:doaj.org-article:14c419f0a9b945d79c84bcbb498ac6152021-12-02T16:49:43ZDeep learning radiomics can predict axillary lymph node status in early-stage breast cancer10.1038/s41467-020-15027-z2041-1723https://doaj.org/article/14c419f0a9b945d79c84bcbb498ac6152020-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-15027-zhttps://doaj.org/toc/2041-1723Breast cancer is frequently diagnosed using ultrasound. Here, the authors show that, in addition to ultrasound, shear wave elastography can be used to diagnose breast cancer and, in conjunction with deep learning and radiomics, can predict whether the disease has spread to axillary lymph nodes.Xueyi ZhengZhao YaoYini HuangYanyan YuYun WangYubo LiuRushuang MaoFei LiYang XiaoYuanyuan WangYixin HuJinhua YuJianhua ZhouNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Xueyi Zheng
Zhao Yao
Yini Huang
Yanyan Yu
Yun Wang
Yubo Liu
Rushuang Mao
Fei Li
Yang Xiao
Yuanyuan Wang
Yixin Hu
Jinhua Yu
Jianhua Zhou
Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
description Breast cancer is frequently diagnosed using ultrasound. Here, the authors show that, in addition to ultrasound, shear wave elastography can be used to diagnose breast cancer and, in conjunction with deep learning and radiomics, can predict whether the disease has spread to axillary lymph nodes.
format article
author Xueyi Zheng
Zhao Yao
Yini Huang
Yanyan Yu
Yun Wang
Yubo Liu
Rushuang Mao
Fei Li
Yang Xiao
Yuanyuan Wang
Yixin Hu
Jinhua Yu
Jianhua Zhou
author_facet Xueyi Zheng
Zhao Yao
Yini Huang
Yanyan Yu
Yun Wang
Yubo Liu
Rushuang Mao
Fei Li
Yang Xiao
Yuanyuan Wang
Yixin Hu
Jinhua Yu
Jianhua Zhou
author_sort Xueyi Zheng
title Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
title_short Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
title_full Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
title_fullStr Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
title_full_unstemmed Deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
title_sort deep learning radiomics can predict axillary lymph node status in early-stage breast cancer
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/14c419f0a9b945d79c84bcbb498ac615
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