Preoperative prediction of lymph node metastasis using deep learning-based features
Lymph node involvement increases the risk of breast cancer recurrence. An accurate non-
invasive assessment of nodal involvement is valuable in cancer staging, surgical risk, and …
invasive assessment of nodal involvement is valuable in cancer staging, surgical risk, and …
Optimizing the peritumoral region size in radiomics analysis for sentinel lymph node status prediction in breast cancer
Rationale and Objectives Peritumoral features have been suggested to be useful in
improving the prediction performance of radiomic models. The aim of this study is to …
improving the prediction performance of radiomic models. The aim of this study is to …
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 …
Deep learning radiomics of preoperative breast MRI for prediction of axillary lymph node metastasis in breast cancer
Y Chen, L Wang, X Dong, R Luo, Y Ge, H Liu… - Journal of Digital …, 2023 - Springer
The objective of this study is to develop a radiomic signature constructed from deep learning
features and a nomogram for prediction of axillary lymph node metastasis (ALNM) in breast …
features and a nomogram for prediction of axillary lymph node metastasis (ALNM) in breast …
Deep learning signature based on staging CT for preoperative prediction of sentinel lymph node metastasis in breast cancer
X Yang, L Wu, W Ye, K Zhao, Y Wang, W Liu, J Li… - Academic …, 2020 - Elsevier
Rationale and Objectives To evaluate the noninvasive predictive performance of deep
learning features based on staging CT for sentinel lymph node (SLN) metastasis of breast …
learning features based on staging CT for sentinel lymph node (SLN) metastasis of breast …
Value of the application of CE-MRI radiomics and machine learning in preoperative prediction of sentinel lymph node metastasis in breast cancer
Y Zhu, L Yang, H Shen - Frontiers in Oncology, 2021 - frontiersin.org
Purpose To explore the value of machine learning model based on CE-MRI radiomic
features in preoperative prediction of sentinel lymph node (SLN) metastasis of breast …
features in preoperative prediction of sentinel lymph node (SLN) metastasis of breast …
Deep Learning Radiomics Nomogram Based on Multiphase Computed Tomography for Predicting Axillary Lymph Node Metastasis in Breast Cancer
J Zhang, W Yin, L Yang, X Yao - Molecular Imaging and Biology, 2024 - Springer
Purpose This study aims to develop and validate a deep learning radiomics nomogram
(DLRN) for prediction of axillary lymph node metastasis (ALNM) in breast cancer patients …
(DLRN) for prediction of axillary lymph node metastasis (ALNM) in breast cancer patients …
Preoperative prediction of sentinel lymph node metastasis in breast cancer by radiomic signatures from dynamic contrast‐enhanced MRI
Background Sentinel lymph node (SLN) status is an important prognostic factor for patients
with breast cancer, which is currently determined in clinical practice by invasive SLN biopsy …
with breast cancer, which is currently determined in clinical practice by invasive SLN biopsy …
Preoperative prediction of axillary lymph node metastasis in breast cancer based on intratumoral and peritumoral DCE‐MRI radiomics nomogram
Y Liu, X Li, L Zhu, Z Zhao, T Wang… - Contrast Media & …, 2022 - Wiley Online Library
Objective. To investigate the value of preoperative prediction of breast cancer axillary lymph
node metastasis based on intratumoral and peritumoral dynamic contrast enhancement …
node metastasis based on intratumoral and peritumoral dynamic contrast enhancement …
Comparison of traditional radiomics, deep learning radiomics and fusion methods for axillary lymph node metastasis prediction in breast cancer
X Li, L Yang, X Jiao - Academic Radiology, 2023 - Elsevier
Rationale and Objectives Accurate identification of axillary lymph node (ALN) status in
breast cancer patients is important for determining treatment options and avoiding axillary …
breast cancer patients is important for determining treatment options and avoiding axillary …
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