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Ultrasound radiomics in personalized breast management: Current status and future prospects
Breast cancer is the most common cancer in women worldwide. Providing accurate and efficient diagnosis, risk stratification and timely adjustment of treatment strategies are essential steps in achieving precision medicine before, during and after treatment. Radiomics provides image information that...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9428828/ https://www.ncbi.nlm.nih.gov/pubmed/36059645 http://dx.doi.org/10.3389/fonc.2022.963612 |
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author | Gu, Jionghui Jiang, Tian'an |
author_facet | Gu, Jionghui Jiang, Tian'an |
author_sort | Gu, Jionghui |
collection | PubMed |
description | Breast cancer is the most common cancer in women worldwide. Providing accurate and efficient diagnosis, risk stratification and timely adjustment of treatment strategies are essential steps in achieving precision medicine before, during and after treatment. Radiomics provides image information that cannot be recognized by the naked eye through deep mining of medical images. Several studies have shown that radiomics, as a second reader of medical images, can assist physicians not only in the detection and diagnosis of breast lesions but also in the assessment of risk stratification and prediction of treatment response. Recently, more and more studies have focused on the application of ultrasound radiomics in breast management. We summarized recent research advances in ultrasound radiomics for the diagnosis of benign and malignant breast lesions, prediction of molecular subtype, assessment of lymph node status, prediction of neoadjuvant chemotherapy response, and prediction of survival. In addition, we discuss the current challenges and future prospects of ultrasound radiomics. |
format | Online Article Text |
id | pubmed-9428828 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94288282022-09-01 Ultrasound radiomics in personalized breast management: Current status and future prospects Gu, Jionghui Jiang, Tian'an Front Oncol Oncology Breast cancer is the most common cancer in women worldwide. Providing accurate and efficient diagnosis, risk stratification and timely adjustment of treatment strategies are essential steps in achieving precision medicine before, during and after treatment. Radiomics provides image information that cannot be recognized by the naked eye through deep mining of medical images. Several studies have shown that radiomics, as a second reader of medical images, can assist physicians not only in the detection and diagnosis of breast lesions but also in the assessment of risk stratification and prediction of treatment response. Recently, more and more studies have focused on the application of ultrasound radiomics in breast management. We summarized recent research advances in ultrasound radiomics for the diagnosis of benign and malignant breast lesions, prediction of molecular subtype, assessment of lymph node status, prediction of neoadjuvant chemotherapy response, and prediction of survival. In addition, we discuss the current challenges and future prospects of ultrasound radiomics. Frontiers Media S.A. 2022-08-17 /pmc/articles/PMC9428828/ /pubmed/36059645 http://dx.doi.org/10.3389/fonc.2022.963612 Text en Copyright © 2022 Gu and Jiang 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 | Oncology Gu, Jionghui Jiang, Tian'an Ultrasound radiomics in personalized breast management: Current status and future prospects |
title | Ultrasound radiomics in personalized breast management: Current status and future prospects |
title_full | Ultrasound radiomics in personalized breast management: Current status and future prospects |
title_fullStr | Ultrasound radiomics in personalized breast management: Current status and future prospects |
title_full_unstemmed | Ultrasound radiomics in personalized breast management: Current status and future prospects |
title_short | Ultrasound radiomics in personalized breast management: Current status and future prospects |
title_sort | ultrasound radiomics in personalized breast management: current status and future prospects |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9428828/ https://www.ncbi.nlm.nih.gov/pubmed/36059645 http://dx.doi.org/10.3389/fonc.2022.963612 |
work_keys_str_mv | AT gujionghui ultrasoundradiomicsinpersonalizedbreastmanagementcurrentstatusandfutureprospects AT jiangtianan ultrasoundradiomicsinpersonalizedbreastmanagementcurrentstatusandfutureprospects |