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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Nature Portfolio
2020
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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) |
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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 |
work_keys_str_mv |
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1718383199958073344 |