Radiomics in breast MRI: Current progress toward clinical application in the era of artificial intelligence
H Satake, S Ishigaki, R Ito, S Naganawa - La radiologia medica, 2022 - Springer
Breast magnetic resonance imaging (MRI) is the most sensitive imaging modality for breast
cancer diagnosis and is widely used clinically. Dynamic contrast-enhanced MRI is the basis …
cancer diagnosis and is widely used clinically. Dynamic contrast-enhanced MRI is the basis …
The diagnostic performance of machine learning-based radiomics of DCE-MRI in predicting axillary lymph node metastasis in breast cancer: a meta-analysis
J Zhang, L Li, X Zhe, M Tang, X Zhang, X Lei… - Frontiers in …, 2022 - frontiersin.org
Objective The aim of this study was to perform a meta‐analysis to evaluate the diagnostic
performance of machine learning (ML)-based radiomics of dynamic contrast-enhanced …
performance of machine learning (ML)-based radiomics of dynamic contrast-enhanced …
A nomogram based on radiomics signature and deep-learning signature for preoperative prediction of axillary lymph node metastasis in breast cancer
D Wang, Y Hu, C Zhan, Q Zhang, Y Wu, T Ai - Frontiers in oncology, 2022 - frontiersin.org
Purpose To develop a nomogram based on radiomics signature and deep-learning
signature for predicting the axillary lymph node (ALN) metastasis in breast cancer. Methods …
signature for predicting the axillary lymph node (ALN) metastasis in breast cancer. Methods …
Preoperative prediction of axillary lymph node metastasis in breast cancer using CNN based on multiparametric MRI
Z Wang, H Sun, J Li, J Chen, F Meng… - Journal of Magnetic …, 2022 - Wiley Online Library
Background Multiparametric magnetic resonance imaging (MRI) is widely used in breast
cancer screening. Accurate prediction of the axillary lymph nodes metastasis (ALNM) is …
cancer screening. Accurate prediction of the axillary lymph nodes metastasis (ALNM) is …
Diagnostic performance of radiomics in predicting axillary lymph node metastasis in breast cancer: a systematic review and meta-analysis
X Gong, Y Guo, T Zhu, X Peng, D Xing… - Frontiers in …, 2022 - frontiersin.org
Background This study aimed to perform a meta‐analysis to evaluate the diagnostic
performance of radiomics in predicting axillary lymph node metastasis (ALNM) and sentinel …
performance of radiomics in predicting axillary lymph node metastasis (ALNM) and sentinel …
MRI radiomics of breast cancer: machine learning-based prediction of lymphovascular invasion status
Rationale and Objectives In patients with breast cancer (BC), lymphovascular invasion (LVI)
status is considered an important prognostic factor. We aimed to develop machine learning …
status is considered an important prognostic factor. We aimed to develop machine learning …
Artificial intelligence in breast imaging: potentials and challenges
J Li, D Sheng, J Chen, C You, S Liu… - Physics in Medicine & …, 2023 - iopscience.iop.org
Artificial intelligence in breast imaging: potentials and challenges Page 1 Physics in Medicine
& Biology ACCEPTED MANUSCRIPT • OPEN ACCESS Artificial intelligence in breast …
& Biology ACCEPTED MANUSCRIPT • OPEN ACCESS Artificial intelligence in breast …
Intra-and peritumoral radiomics of contrast-enhanced mammography predicts axillary lymph node metastasis in patients with breast cancer: a multicenter study
Z Wang, H Zhang, F Lin, R Zhang, H Ma, Y Shi… - Academic …, 2023 - Elsevier
Rationale and Objectives This multicenter study aimed to explore the feasibility of radiomics
based on intra-and peritumoral regions on preoperative breast cancer contrast-enhanced …
based on intra-and peritumoral regions on preoperative breast cancer contrast-enhanced …
Clinical study on the prediction of ALN metastasis based on intratumoral and peritumoral DCE-MRI radiomics and clinico-radiological characteristics in breast cancer
Y Wang, Y Shang, Y Guo, M Hai, Y Gao, Q Wu… - Frontiers in …, 2024 - frontiersin.org
Objective To investigate the value of predicting axillary lymph node (ALN) metastasis based
on intratumoral and peritumoral dynamic contrast-enhanced MRI (DCE-MRI) radiomics and …
on intratumoral and peritumoral dynamic contrast-enhanced MRI (DCE-MRI) radiomics and …
Ultrasound-based radiomics nomogram for predicting axillary lymph node metastasis in early-stage breast cancer
W Zhang, S Wang, Y Wang, J Sun, H Wei, W Xue… - La radiologia …, 2024 - Springer
Purpose We aimed at assessing the predictive ability of ultrasound-based radiomics
combined with clinical characteristics for axillary lymph node (ALN) status in early-stage …
combined with clinical characteristics for axillary lymph node (ALN) status in early-stage …