Deep learning with radiomics for disease diagnosis and treatment: challenges and potential
The high-throughput extraction of quantitative imaging features from medical images for the
purpose of radiomic analysis, ie, radiomics in a broad sense, is a rapidly develo** and …
purpose of radiomic analysis, ie, radiomics in a broad sense, is a rapidly develo** and …
Radiomics and artificial intelligence in breast imaging: a survey
Medical imaging techniques, such as mammography, ultrasound and magnetic resonance
imaging, plays an integral role in the detection and characterization of breast cancer …
imaging, plays an integral role in the detection and characterization of breast cancer …
A ultrasound-based radiomic approach to predict the nodal status in clinically negative breast cancer patients
In breast cancer patients, an accurate detection of the axillary lymph node metastasis status
is essential for reducing distant metastasis occurrence probabilities. In case of patients …
is essential for reducing distant metastasis occurrence probabilities. In case of patients …
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 …
Peritumoral edema enhances MRI-based deep learning radiomic model for axillary lymph node metastasis burden prediction in breast cancer
H Luo, Z Chen, H Xu, J Ren, P Zhou - Scientific reports, 2024 - nature.com
To investigate whether peritumoral edema (PE) could enhance deep learning radiomic
(DLR) model in predicting axillary lymph node metastasis (ALNM) burden in breast cancer …
(DLR) model in predicting axillary lymph node metastasis (ALNM) burden in breast cancer …
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 **ng… - 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 …
CNN-based approaches with different tumor bounding options for lymph node status prediction in breast DCE-MRI
Simple Summary Breast cancer represents the most frequent cancer in women in the world.
The state of the axillary lymph node is considered an independent prognostic factor and is …
The state of the axillary lymph node is considered an independent prognostic factor and is …
The impact of tumor edema on T2-weighted 3T-MRI invasive breast cancer histological characterization: a pilot radiomics study
D Santucci, E Faiella, E Cordelli, A Calabrese, R Landi… - Cancers, 2021 - mdpi.com
Simple Summary Breast cancer is the most common cancer in women worldwide. Currently
the use of MR is mandatory in staging phase. The standard protocol includes T2-weighted …
the use of MR is mandatory in staging phase. The standard protocol includes T2-weighted …
A two-step feature selection radiomic approach to predict molecular outcomes in breast cancer
Breast Cancer (BC) is the most common cancer among women worldwide and is
characterized by intra-and inter-tumor heterogeneity that strongly contributes towards its …
characterized by intra-and inter-tumor heterogeneity that strongly contributes towards its …
The CT-based intratumoral and peritumoral machine learning radiomics analysis in predicting lymph node metastasis in rectal carcinoma
H Yuan, X Xu, S Tu, B Chen, Y Wei, Y Ma - BMC gastroenterology, 2022 - Springer
Background To construct clinical and machine learning nomogram for predicting the lymph
node metastasis (LNM) status of rectal carcinoma (RC) based on radiomics and clinical …
node metastasis (LNM) status of rectal carcinoma (RC) based on radiomics and clinical …