Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer

Abstract 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...

Full description

Bibliographic Details
Main Authors: Juanjuan Gu, Eric C. Polley, Max Denis, Jodi M. Carter, Sandhya Pruthi, Adriana V. Gregory, Judy C. Boughey, Robert T. Fazzio, Mostafa Fatemi, Azra Alizad
Format: Article
Language:English
Published: BMC 2021-04-01
Series:Breast Cancer Research
Subjects:
Online Access:https://doi.org/10.1186/s13058-021-01429-4
id doaj-3072cfeae95947c2bc0c81140888d651
record_format Article
spelling doaj-3072cfeae95947c2bc0c81140888d6512021-05-02T11:30:54ZengBMCBreast Cancer Research1465-542X2021-04-0123111310.1186/s13058-021-01429-4Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancerJuanjuan Gu0Eric C. Polley1Max Denis2Jodi M. Carter3Sandhya Pruthi4Adriana V. Gregory5Judy C. Boughey6Robert T. Fazzio7Mostafa Fatemi8Azra Alizad9Department of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and ScienceDepartment of Health Science, Mayo Clinic College of Medicine and ScienceDepartment of Radiology, Mayo Clinic College of Medicine and ScienceDepartment of Laboratory Medicine & Pathology, Mayo Clinic College of Medicine and ScienceDepartment of Medicine, Mayo Clinic College of Medicine and ScienceDepartment of Radiology, Mayo Clinic College of Medicine and ScienceDepartment of Surgery, Mayo Clinic College of Medicine and ScienceDepartment of Radiology, Mayo Clinic College of Medicine and ScienceDepartment of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and ScienceDepartment of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and ScienceAbstract 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.https://doi.org/10.1186/s13058-021-01429-4Immunohistochemical biomarkersKi-67Shear wave elastographyNeoadjuvant chemotherapyBreast cancerMass characteristic frequency
collection DOAJ
language English
format Article
sources DOAJ
author Juanjuan Gu
Eric C. Polley
Max Denis
Jodi M. Carter
Sandhya Pruthi
Adriana V. Gregory
Judy C. Boughey
Robert T. Fazzio
Mostafa Fatemi
Azra Alizad
spellingShingle Juanjuan Gu
Eric C. Polley
Max Denis
Jodi M. Carter
Sandhya Pruthi
Adriana V. Gregory
Judy C. Boughey
Robert T. Fazzio
Mostafa Fatemi
Azra Alizad
Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer
Breast Cancer Research
Immunohistochemical biomarkers
Ki-67
Shear wave elastography
Neoadjuvant chemotherapy
Breast cancer
Mass characteristic frequency
author_facet Juanjuan Gu
Eric C. Polley
Max Denis
Jodi M. Carter
Sandhya Pruthi
Adriana V. Gregory
Judy C. Boughey
Robert T. Fazzio
Mostafa Fatemi
Azra Alizad
author_sort Juanjuan Gu
title 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_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_sort early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer
publisher BMC
series Breast Cancer Research
issn 1465-542X
publishDate 2021-04-01
description Abstract 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.
topic Immunohistochemical biomarkers
Ki-67
Shear wave elastography
Neoadjuvant chemotherapy
Breast cancer
Mass characteristic frequency
url https://doi.org/10.1186/s13058-021-01429-4
work_keys_str_mv AT juanjuangu earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT ericcpolley earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT maxdenis earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT jodimcarter earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT sandhyapruthi earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT adrianavgregory earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT judycboughey earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT roberttfazzio earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT mostafafatemi earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
AT azraalizad earlyassessmentofshearwaveelastographyparametersforeseestheresponsetoneoadjuvantchemotherapyinpatientswithinvasivebreastcancer
_version_ 1721492044978847744