A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer

ObjectiveTo investigate the ability of tumor stiffness, tumor blood flow, and Ki-67 expression alone or in combination in predicting the pathological response to neoadjuvant chemotherapy (NACT) in breast cancer.Patients and MethodsThis prospective cohort study included 145 breast cancer patients tre...

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Main Authors: Jing Zhang, Song Gao, Qiaojin Zheng, Ye Kang, Jianyi Li, Shuo Zhang, Cong Shang, Xueying Tan, Weidong Ren, Yan Ma
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-12-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2020.603574/full
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spelling doaj-b25151d3c570416fb7ccc80257443d5e2020-12-08T06:52:49ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2020-12-011010.3389/fonc.2020.603574603574A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast CancerJing Zhang0Song Gao1Qiaojin Zheng2Ye Kang3Jianyi Li4Shuo Zhang5Cong Shang6Xueying Tan7Weidong Ren8Yan Ma9Department of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Clinical Oncology, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Pathology, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Breast Surgery, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Neurology, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaDepartment of Ultrasound, Shengjing Hospital of China Medical University, Shenyang, ChinaObjectiveTo investigate the ability of tumor stiffness, tumor blood flow, and Ki-67 expression alone or in combination in predicting the pathological response to neoadjuvant chemotherapy (NACT) in breast cancer.Patients and MethodsThis prospective cohort study included 145 breast cancer patients treated with NACT. Tumor stiffness (maximum stiffness (Emax), mean stiffness (Emean)), blood score (BS), and their relative changes, were evaluated before (t0), during (t1–t5), and at the end of NACT (t6) by shear-wave elastography and optical imaging. Ki-67 expression was quantitatively evaluated by immunohistochemistry using core biopsy specimens obtained before NACT. Pathological responses were evaluated by residual cancer burden. The ability of tumor stiffness, BS, Ki-67, and predRCB—which combined ΔEmean (t2) (the relative changes in Emean after the second NACT cycle), BS2 (BS after the second NACT cycle), and Ki-67—in predicting tumor responses was compared using receiver operating characteristic curves and the Z-test.ResultsTumor stiffness and BS decreased during NACT. ΔEmean (t2), BS2, and Ki-67 had better predictive performance than other indexes in identifying a favorable response (AUC = 0.82, 0.81, and 0.80) and resistance responses (AUC = 0.85, 0.79, and 0.84), with no significant differences between the three (p > 0.05). PredRCB had better predictive performance than any parameter alone for a favorable response (AUC = 0.90) and resistance (AUC = 0.93).ConclusionTumor stiffness, BS, and Ki-67 expression showed good and similar abilities for predicting the pathological response to NACT, and predRCB was a significantly better predictor than each index alone. These results may help design therapeutic strategies for breast cancer patients undergoing NACT.https://www.frontiersin.org/articles/10.3389/fonc.2020.603574/fullblood flowbreast cancerNeoadjuvant chemotherapypredictive valueshear-wave elastography
collection DOAJ
language English
format Article
sources DOAJ
author Jing Zhang
Song Gao
Qiaojin Zheng
Ye Kang
Jianyi Li
Shuo Zhang
Cong Shang
Xueying Tan
Weidong Ren
Yan Ma
spellingShingle Jing Zhang
Song Gao
Qiaojin Zheng
Ye Kang
Jianyi Li
Shuo Zhang
Cong Shang
Xueying Tan
Weidong Ren
Yan Ma
A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
Frontiers in Oncology
blood flow
breast cancer
Neoadjuvant chemotherapy
predictive value
shear-wave elastography
author_facet Jing Zhang
Song Gao
Qiaojin Zheng
Ye Kang
Jianyi Li
Shuo Zhang
Cong Shang
Xueying Tan
Weidong Ren
Yan Ma
author_sort Jing Zhang
title A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
title_short A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
title_full A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
title_fullStr A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
title_full_unstemmed A Novel Model Incorporating Tumor Stiffness, Blood Flow Characteristics, and Ki-67 Expression to Predict Responses After Neoadjuvant Chemotherapy in Breast Cancer
title_sort novel model incorporating tumor stiffness, blood flow characteristics, and ki-67 expression to predict responses after neoadjuvant chemotherapy in breast cancer
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2020-12-01
description ObjectiveTo investigate the ability of tumor stiffness, tumor blood flow, and Ki-67 expression alone or in combination in predicting the pathological response to neoadjuvant chemotherapy (NACT) in breast cancer.Patients and MethodsThis prospective cohort study included 145 breast cancer patients treated with NACT. Tumor stiffness (maximum stiffness (Emax), mean stiffness (Emean)), blood score (BS), and their relative changes, were evaluated before (t0), during (t1–t5), and at the end of NACT (t6) by shear-wave elastography and optical imaging. Ki-67 expression was quantitatively evaluated by immunohistochemistry using core biopsy specimens obtained before NACT. Pathological responses were evaluated by residual cancer burden. The ability of tumor stiffness, BS, Ki-67, and predRCB—which combined ΔEmean (t2) (the relative changes in Emean after the second NACT cycle), BS2 (BS after the second NACT cycle), and Ki-67—in predicting tumor responses was compared using receiver operating characteristic curves and the Z-test.ResultsTumor stiffness and BS decreased during NACT. ΔEmean (t2), BS2, and Ki-67 had better predictive performance than other indexes in identifying a favorable response (AUC = 0.82, 0.81, and 0.80) and resistance responses (AUC = 0.85, 0.79, and 0.84), with no significant differences between the three (p > 0.05). PredRCB had better predictive performance than any parameter alone for a favorable response (AUC = 0.90) and resistance (AUC = 0.93).ConclusionTumor stiffness, BS, and Ki-67 expression showed good and similar abilities for predicting the pathological response to NACT, and predRCB was a significantly better predictor than each index alone. These results may help design therapeutic strategies for breast cancer patients undergoing NACT.
topic blood flow
breast cancer
Neoadjuvant chemotherapy
predictive value
shear-wave elastography
url https://www.frontiersin.org/articles/10.3389/fonc.2020.603574/full
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