TY - JOUR
T1 - Early assessment of shear wave elastography parameters foresees the response to neoadjuvant chemotherapy in patients with invasive breast cancer
AU - Gu, Juanjuan
AU - Polley, Eric C.
AU - Denis, Max
AU - Carter, Jodi M.
AU - Pruthi, Sandhya
AU - Gregory, Adriana V.
AU - Boughey, Judy C.
AU - Fazzio, Robert T.
AU - Fatemi, Mostafa
AU - Alizad, Azra
N1 - Funding Information:
The study was supported by grants from the National Cancer Institute, National Institutes of Health: R01CA148994, R01CA148994-S1, R01CA195527, and R01CA168575. The content is solely the responsibility of the authors and does not necessarily represent the official views of NIH. The NIH did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Funding Information:
The authors would like to thank Dr. Mahdi Bayat, PhD; Dr. Viksit Kumar, PhD; Dr. Bae-Hyung Kim, PhD; Dr. Rohit Nayak, PhD; Dr. Saba Adabi, PhD; Dr. Redouane Ternifi, PhD; Mr. Jeremy Webb; and Ms. Yinong Wang for their assistance in SWE data acquisition at different time periods during the course of the study. Also, we thank Mr. Duane Meixner, R.V.T., R.D.M.S., and Ms. Kate Knoll, R.V.T., R.D.M.S., for patient scanning and Ms. Cindy Andrist for her valuable help in patient recruitment. The authors are also thankful to Dr. Sonia Watson, PhD, for her editorial help.
Publisher Copyright:
© 2021, The Author(s).
PY - 2021/12
Y1 - 2021/12
N2 - 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 (fmass), 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 Emean2 and mass size (s2) gave an AUC of 0.75 (0.95 CI 0.62–0.88). For the ER+ tumors, the combination of Emean_ratio1, s1, and Ki-67 index gave an improved AUC of 0.84 (0.95 CI 0.65–0.96). For responders, fmass 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, fmass is presented as a new marker in predicting the endpoint of NACT in responders.
AB - 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 (fmass), 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 Emean2 and mass size (s2) gave an AUC of 0.75 (0.95 CI 0.62–0.88). For the ER+ tumors, the combination of Emean_ratio1, s1, and Ki-67 index gave an improved AUC of 0.84 (0.95 CI 0.65–0.96). For responders, fmass 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, fmass is presented as a new marker in predicting the endpoint of NACT in responders.
KW - Breast cancer
KW - Immunohistochemical biomarkers
KW - Ki-67
KW - Mass characteristic frequency
KW - Neoadjuvant chemotherapy
KW - Shear wave elastography
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UR - http://www.scopus.com/inward/citedby.url?scp=85105193187&partnerID=8YFLogxK
U2 - 10.1186/s13058-021-01429-4
DO - 10.1186/s13058-021-01429-4
M3 - Article
C2 - 33926522
AN - SCOPUS:85105193187
SN - 1465-5411
VL - 23
JO - Breast Cancer Research
JF - Breast Cancer Research
IS - 1
M1 - 52
ER -