MRI-based Quantification of Intratumoral Heterogeneity for Predicting Treatment Response to Neoadjuvant Chemotherapy in Breast Cancer
Key Laboratory of Guangdong Province · Guangdong Academy of Medical Sciences · +9 more institutions
Abstract
Background Breast cancer is highly heterogeneous, resulting in different treatment responses to neoadjuvant chemotherapy (NAC) among patients. A noninvasive quantitative measure of intratumoral heterogeneity (ITH) may be valuable for predicting treatment response. Purpose To develop a quantitative measure of ITH on pretreatment MRI scans and test its performance for predicting pathologic complete response (pCR) after NAC in patients with breast cancer. Materials and Methods Pretreatment MRI scans were retrospectively acquired in patients with breast cancer who received NAC followed by surgery at multiple centers from January 2000 to September 2020. Conventional radiomics (hereafter, C-radiomics) and…
Citation impact
- FWCI
- 49.62
- Percentile
- 100%
- References
- 26
Authors
15- ZSZhenwei ShiCorresponding
Key Laboratory of Guangdong Province, Guangdong Academy of Medical Sciences, Guangdong Provincial People's Hospital, Southern Medical University
- XHXiaomei Huang
Nanfang Hospital, Guangdong Academy of Medical Sciences, Southern Medical University
- ZCZiliang Cheng
Sun Yat-sen University, Sun Yat-sen Memorial Hospital, Guangdong Academy of Medical Sciences
- ZXZeyan Xu
Key Laboratory of Guangdong Province, Guangdong Academy of Medical Sciences, Southern Medical University, South China University of Technology
- HLHuan Lin
Key Laboratory of Guangdong Province, Guangdong Academy of Medical Sciences, Southern Medical University, South China University of Technology
Topics & keywords
- Medicine
- Breast cancer
- Neoadjuvant therapy
- Chemotherapy
- Oncology
- Magnetic resonance imaging
- Cancer
- Radiology
- Good health and well-being
Funding
- NNNational Natural Science Foundation of ChinaAwards: 82171920, 82171996, 62102103, 82102034, U1801681, 82001789, 12126610
- CPChina Postdoctoral Science FoundationAwards: 2022M710843, 2021M700897
- NKNational Key Research and Development Program of ChinaAward: 2021YFF1201003
- NSNational Science Fund for Distinguished Young ScholarsAward: 81925023
- HHHigh-level Hospital Construction Project of Guangdong Provincial People's HospitalAward: DFJH201805