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Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study
BACKGROUND: There has been a growing interest in exploring the applications of stretched‐exponential (SEM) and intravoxel incoherent motion (IVIM) models of diffusion‐weighted imaging (DWI) in breast imaging, with the focus on differentiation of breast lesions. However, the use of SEM and IVIM model...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9543625/ https://www.ncbi.nlm.nih.gov/pubmed/35156741 http://dx.doi.org/10.1002/jmri.28113 |
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author | Almutlaq, Zyad M. Wilson, Daniel J. Bacon, Sarah E. Sharma, Nisha Stephens, Samuel Dondo, Tatendashe Buckley, David L. |
author_facet | Almutlaq, Zyad M. Wilson, Daniel J. Bacon, Sarah E. Sharma, Nisha Stephens, Samuel Dondo, Tatendashe Buckley, David L. |
author_sort | Almutlaq, Zyad M. |
collection | PubMed |
description | BACKGROUND: There has been a growing interest in exploring the applications of stretched‐exponential (SEM) and intravoxel incoherent motion (IVIM) models of diffusion‐weighted imaging (DWI) in breast imaging, with the focus on differentiation of breast lesions. However, the use of SEM and IVIM models to predict early response to neoadjuvant chemotherapy (NACT) has received less attention. PURPOSE: To investigate the value of monoexponential, SEM, and IVIM models to predict early response to NACT in patients with primary breast cancer. STUDY TYPE: Prospective. POPULATION: Thirty‐seven patients with primary breast cancer (aged 46 ± 11 years) due to undergo NACT. FIELD STRENGTH/SEQUENCES: A 1.5‐T MR scanner, T(1) ‐weighted three‐dimensional spoiled gradient‐echo, two‐dimensional single‐shot spin‐echo echo‐planar imaging sequence (DWI) at six b‐values (0–800 s mm(−2)). ASSESSMENT: Tumor volume, apparent diffusion coefficient, tissue diffusion (D ( t )), pseudo‐diffusion coefficient (D ( p )), perfusion fraction (f), distributed diffusion coefficient, and alpha (α) were extracted, following volumetric sampling of the tumors, at three time‐points: pretreatment, post one and three cycles of NACT. STATISTICAL TESTS: Mann–Whitney test, receiver operating characteristic (ROC) curve. Statistical significance level was P < 0.05. RESULTS: Following NACT, 17 patients were determined to be pathological responders and 20 nonresponders. Tumor volume was significantly larger in nonresponders at each MRI time‐point and demonstrated reasonable performance in predicting response (area under the ROC curve [AUC] = 0.83–0.87). No significant differences between groups were found in the diffusion coefficients at each time‐point (P = 0.09–1). The parameters α (SEM), f, and f × D ( p ) (IVIM) were able to differentiate between response groups after one cycle of NACT (AUC = 0.73, 0.72, and 0.74, respectively). CONCLUSION: Diffusion coefficients derived from the monoexponential, SEM, and IVIM models did not predict pathological response. However, the IVIM‐derived parameters f and f × D ( p ) and the SEM‐derived parameter α were able to predict response to NACT in breast cancer patients following one cycle of NACT. LEVEL OF EVIDENCE: 2 TECHNICAL EFFICACY STAGE: 2 |
format | Online Article Text |
id | pubmed-9543625 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95436252022-10-14 Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study Almutlaq, Zyad M. Wilson, Daniel J. Bacon, Sarah E. Sharma, Nisha Stephens, Samuel Dondo, Tatendashe Buckley, David L. J Magn Reson Imaging Research Articles BACKGROUND: There has been a growing interest in exploring the applications of stretched‐exponential (SEM) and intravoxel incoherent motion (IVIM) models of diffusion‐weighted imaging (DWI) in breast imaging, with the focus on differentiation of breast lesions. However, the use of SEM and IVIM models to predict early response to neoadjuvant chemotherapy (NACT) has received less attention. PURPOSE: To investigate the value of monoexponential, SEM, and IVIM models to predict early response to NACT in patients with primary breast cancer. STUDY TYPE: Prospective. POPULATION: Thirty‐seven patients with primary breast cancer (aged 46 ± 11 years) due to undergo NACT. FIELD STRENGTH/SEQUENCES: A 1.5‐T MR scanner, T(1) ‐weighted three‐dimensional spoiled gradient‐echo, two‐dimensional single‐shot spin‐echo echo‐planar imaging sequence (DWI) at six b‐values (0–800 s mm(−2)). ASSESSMENT: Tumor volume, apparent diffusion coefficient, tissue diffusion (D ( t )), pseudo‐diffusion coefficient (D ( p )), perfusion fraction (f), distributed diffusion coefficient, and alpha (α) were extracted, following volumetric sampling of the tumors, at three time‐points: pretreatment, post one and three cycles of NACT. STATISTICAL TESTS: Mann–Whitney test, receiver operating characteristic (ROC) curve. Statistical significance level was P < 0.05. RESULTS: Following NACT, 17 patients were determined to be pathological responders and 20 nonresponders. Tumor volume was significantly larger in nonresponders at each MRI time‐point and demonstrated reasonable performance in predicting response (area under the ROC curve [AUC] = 0.83–0.87). No significant differences between groups were found in the diffusion coefficients at each time‐point (P = 0.09–1). The parameters α (SEM), f, and f × D ( p ) (IVIM) were able to differentiate between response groups after one cycle of NACT (AUC = 0.73, 0.72, and 0.74, respectively). CONCLUSION: Diffusion coefficients derived from the monoexponential, SEM, and IVIM models did not predict pathological response. However, the IVIM‐derived parameters f and f × D ( p ) and the SEM‐derived parameter α were able to predict response to NACT in breast cancer patients following one cycle of NACT. LEVEL OF EVIDENCE: 2 TECHNICAL EFFICACY STAGE: 2 John Wiley & Sons, Inc. 2022-02-14 2022-10 /pmc/articles/PMC9543625/ /pubmed/35156741 http://dx.doi.org/10.1002/jmri.28113 Text en © 2022 The Authors. Journal of Magnetic Resonance Imaging published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Almutlaq, Zyad M. Wilson, Daniel J. Bacon, Sarah E. Sharma, Nisha Stephens, Samuel Dondo, Tatendashe Buckley, David L. Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title | Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title_full | Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title_fullStr | Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title_full_unstemmed | Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title_short | Evaluation of Monoexponential, Stretched‐Exponential and Intravoxel Incoherent Motion MRI Diffusion Models in Early Response Monitoring to Neoadjuvant Chemotherapy in Patients With Breast Cancer—A Preliminary Study |
title_sort | evaluation of monoexponential, stretched‐exponential and intravoxel incoherent motion mri diffusion models in early response monitoring to neoadjuvant chemotherapy in patients with breast cancer—a preliminary study |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9543625/ https://www.ncbi.nlm.nih.gov/pubmed/35156741 http://dx.doi.org/10.1002/jmri.28113 |
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