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Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities

Anti-cancer therapies including chemotherapy aim to induce tumour cell death. Cell death introduces alterations in cell morphology and tissue micro-structures that cause measurable changes in tissue echogenicity. This study investigated the effectiveness of quantitative ultrasound (QUS) parametric i...

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Autores principales: Sadeghi-Naini, Ali, Sannachi, Lakshmanan, Tadayyon, Hadi, Tran, William T., Slodkowska, Elzbieta, Trudeau, Maureen, Gandhi, Sonal, Pritchard, Kathleen, Kolios, Michael C., Czarnota, Gregory J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5583340/
https://www.ncbi.nlm.nih.gov/pubmed/28871171
http://dx.doi.org/10.1038/s41598-017-09678-0
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author Sadeghi-Naini, Ali
Sannachi, Lakshmanan
Tadayyon, Hadi
Tran, William T.
Slodkowska, Elzbieta
Trudeau, Maureen
Gandhi, Sonal
Pritchard, Kathleen
Kolios, Michael C.
Czarnota, Gregory J.
author_facet Sadeghi-Naini, Ali
Sannachi, Lakshmanan
Tadayyon, Hadi
Tran, William T.
Slodkowska, Elzbieta
Trudeau, Maureen
Gandhi, Sonal
Pritchard, Kathleen
Kolios, Michael C.
Czarnota, Gregory J.
author_sort Sadeghi-Naini, Ali
collection PubMed
description Anti-cancer therapies including chemotherapy aim to induce tumour cell death. Cell death introduces alterations in cell morphology and tissue micro-structures that cause measurable changes in tissue echogenicity. This study investigated the effectiveness of quantitative ultrasound (QUS) parametric imaging to characterize intra-tumour heterogeneity and monitor the pathological response of breast cancer to chemotherapy in a large cohort of patients (n = 100). Results demonstrated that QUS imaging can non-invasively monitor pathological response and outcome of breast cancer patients to chemotherapy early following treatment initiation. Specifically, QUS biomarkers quantifying spatial heterogeneities in size, concentration and spacing of acoustic scatterers could predict treatment responses of patients with cross-validated accuracies of 82 ± 0.7%, 86 ± 0.7% and 85 ± 0.9% and areas under the receiver operating characteristic (ROC) curve of 0.75 ± 0.1, 0.80 ± 0.1 and 0.89 ± 0.1 at 1, 4 and 8 weeks after the start of treatment, respectively. The patients classified as responders and non-responders using QUS biomarkers demonstrated significantly different survivals, in good agreement with clinical and pathological endpoints. The results form a basis for using early predictive information on survival-linked patient response to facilitate adapting standard anti-cancer treatments on an individual patient basis.
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spelling pubmed-55833402017-09-06 Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities Sadeghi-Naini, Ali Sannachi, Lakshmanan Tadayyon, Hadi Tran, William T. Slodkowska, Elzbieta Trudeau, Maureen Gandhi, Sonal Pritchard, Kathleen Kolios, Michael C. Czarnota, Gregory J. Sci Rep Article Anti-cancer therapies including chemotherapy aim to induce tumour cell death. Cell death introduces alterations in cell morphology and tissue micro-structures that cause measurable changes in tissue echogenicity. This study investigated the effectiveness of quantitative ultrasound (QUS) parametric imaging to characterize intra-tumour heterogeneity and monitor the pathological response of breast cancer to chemotherapy in a large cohort of patients (n = 100). Results demonstrated that QUS imaging can non-invasively monitor pathological response and outcome of breast cancer patients to chemotherapy early following treatment initiation. Specifically, QUS biomarkers quantifying spatial heterogeneities in size, concentration and spacing of acoustic scatterers could predict treatment responses of patients with cross-validated accuracies of 82 ± 0.7%, 86 ± 0.7% and 85 ± 0.9% and areas under the receiver operating characteristic (ROC) curve of 0.75 ± 0.1, 0.80 ± 0.1 and 0.89 ± 0.1 at 1, 4 and 8 weeks after the start of treatment, respectively. The patients classified as responders and non-responders using QUS biomarkers demonstrated significantly different survivals, in good agreement with clinical and pathological endpoints. The results form a basis for using early predictive information on survival-linked patient response to facilitate adapting standard anti-cancer treatments on an individual patient basis. Nature Publishing Group UK 2017-09-04 /pmc/articles/PMC5583340/ /pubmed/28871171 http://dx.doi.org/10.1038/s41598-017-09678-0 Text en © The Author(s) 2017 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Sadeghi-Naini, Ali
Sannachi, Lakshmanan
Tadayyon, Hadi
Tran, William T.
Slodkowska, Elzbieta
Trudeau, Maureen
Gandhi, Sonal
Pritchard, Kathleen
Kolios, Michael C.
Czarnota, Gregory J.
Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title_full Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title_fullStr Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title_full_unstemmed Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title_short Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities
title_sort chemotherapy-response monitoring of breast cancer patients using quantitative ultrasound-based intra-tumour heterogeneities
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5583340/
https://www.ncbi.nlm.nih.gov/pubmed/28871171
http://dx.doi.org/10.1038/s41598-017-09678-0
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