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Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer
BACKGROUND: Early prediction of tumor response to neoadjuvant chemotherapy (NACT) is crucial for optimal treatment and improved outcome in breast cancer patients. The purpose of this study is to investigate the role of shear wave elastography (SWE) for early assessment of response to NACT in patient...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8082810/ https://www.ncbi.nlm.nih.gov/pubmed/33926522 http://dx.doi.org/10.1186/s13058-021-01429-4 |
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author | Gu, Juanjuan Polley, Eric C. Denis, Max Carter, Jodi M. Pruthi, Sandhya Gregory, Adriana V. Boughey, Judy C. Fazzio, Robert T. Fatemi, Mostafa Alizad, Azra |
author_facet | Gu, Juanjuan Polley, Eric C. Denis, Max Carter, Jodi M. Pruthi, Sandhya Gregory, Adriana V. Boughey, Judy C. Fazzio, Robert T. Fatemi, Mostafa Alizad, Azra |
author_sort | Gu, Juanjuan |
collection | PubMed |
description | BACKGROUND: Early prediction of tumor response to neoadjuvant chemotherapy (NACT) is crucial for optimal treatment and improved outcome in breast cancer patients. The purpose of this study is to investigate the role of shear wave elastography (SWE) for early assessment of response to NACT in patients with invasive breast cancer. METHODS: In a prospective study, 62 patients with biopsy-proven invasive breast cancer were enrolled. Three SWE studies were conducted on each patient: before, at mid-course, and after NACT but before surgery. A new parameter, mass characteristic frequency (f(mass)), along with SWE measurements and mass size was obtained from each SWE study visit. The clinical biomarkers were acquired from the pre-NACT core-needle biopsy. The efficacy of different models, generated with the leave-one-out cross-validation, in predicting response to NACT was shown by the area under the receiver operating characteristic curve and the corresponding sensitivity and specificity. RESULTS: A significant difference was found for SWE parameters measured before, at mid-course, and after NACT between the responders and non-responders. The combination of E(mean2) and mass size (s(2)) gave an AUC of 0.75 (0.95 CI 0.62–0.88). For the ER+ tumors, the combination of E(mean_ratio1), s(1), and Ki-67 index gave an improved AUC of 0.84 (0.95 CI 0.65–0.96). For responders, f(mass) was significantly higher during the third visit. CONCLUSIONS: Our study findings highlight the value of SWE estimation in the mid-course of NACT for the early prediction of treatment response. For ER+ tumors, the addition of Ki-67improves the predictive power of SWE. Moreover, f(mass) is presented as a new marker in predicting the endpoint of NACT in responders. |
format | Online Article Text |
id | pubmed-8082810 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80828102021-04-29 Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer Gu, Juanjuan Polley, Eric C. Denis, Max Carter, Jodi M. Pruthi, Sandhya Gregory, Adriana V. Boughey, Judy C. Fazzio, Robert T. Fatemi, Mostafa Alizad, Azra Breast Cancer Res Research Article BACKGROUND: Early prediction of tumor response to neoadjuvant chemotherapy (NACT) is crucial for optimal treatment and improved outcome in breast cancer patients. The purpose of this study is to investigate the role of shear wave elastography (SWE) for early assessment of response to NACT in patients with invasive breast cancer. METHODS: In a prospective study, 62 patients with biopsy-proven invasive breast cancer were enrolled. Three SWE studies were conducted on each patient: before, at mid-course, and after NACT but before surgery. A new parameter, mass characteristic frequency (f(mass)), along with SWE measurements and mass size was obtained from each SWE study visit. The clinical biomarkers were acquired from the pre-NACT core-needle biopsy. The efficacy of different models, generated with the leave-one-out cross-validation, in predicting response to NACT was shown by the area under the receiver operating characteristic curve and the corresponding sensitivity and specificity. RESULTS: A significant difference was found for SWE parameters measured before, at mid-course, and after NACT between the responders and non-responders. The combination of E(mean2) and mass size (s(2)) gave an AUC of 0.75 (0.95 CI 0.62–0.88). For the ER+ tumors, the combination of E(mean_ratio1), s(1), and Ki-67 index gave an improved AUC of 0.84 (0.95 CI 0.65–0.96). For responders, f(mass) was significantly higher during the third visit. CONCLUSIONS: Our study findings highlight the value of SWE estimation in the mid-course of NACT for the early prediction of treatment response. For ER+ tumors, the addition of Ki-67improves the predictive power of SWE. Moreover, f(mass) is presented as a new marker in predicting the endpoint of NACT in responders. BioMed Central 2021-04-29 2021 /pmc/articles/PMC8082810/ /pubmed/33926522 http://dx.doi.org/10.1186/s13058-021-01429-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Gu, Juanjuan Polley, Eric C. Denis, Max Carter, Jodi M. Pruthi, Sandhya Gregory, Adriana V. Boughey, Judy C. Fazzio, Robert T. Fatemi, Mostafa Alizad, Azra Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title | Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title_full | Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title_fullStr | Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title_full_unstemmed | Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title_short | Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
title_sort | early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8082810/ https://www.ncbi.nlm.nih.gov/pubmed/33926522 http://dx.doi.org/10.1186/s13058-021-01429-4 |
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