Multi-view learning for lymph node metastasis prediction using tumor and nodal radiomics in gastric cancer

J Yang, L Wang, J Qin, J Du, M Ding… - Physics in Medicine & …, 2022 - iopscience.iop.org
Purpose. This study aims to develop and validate a multi-view learning method by the
combination of primary tumor radiomics and lymph node (LN) radiomics for the preoperative …

Integrating tumor and nodal radiomics to predict lymph node metastasis in gastric cancer

J Yang, Q Wu, L Xu, Z Wang, K Su, R Liu… - Radiotherapy and …, 2020 - Elsevier
Background To develop and validate a radiomics method via integrating tumor and lymph
node radiomics for the preoperative prediction of lymph node (LN) status in gastric cancer …

A radiomics-based model for prediction of lymph node metastasis in gastric cancer

X Gao, T Ma, J Cui, Y Zhang, L Wang, H Li… - European Journal of …, 2020 - Elsevier
Purpose To develop and validate a radiomics-based model for preoperative prediction of
lymph node metastasis (LNM) in gastric cancer (GC). Method A total of 768 GC patients …

A CT-based radiomics model for prediction of lymph node metastasis in early stage gastric cancer

X Gao, T Ma, J Cui, Y Zhang, L Wang, H Li, Z Ye - Academic Radiology, 2021 - Elsevier
Rationale and Objectives To develop and validate a CT-based radiomics model for
preoperative prediction of lymph node metastasis (LNM) in early stage gastric cancer (EGC) …

A new radiomics approach combining the tumor and peri-tumor regions to predict lymph node metastasis and prognosis in gastric cancer

Y Yang, H Chen, M Ji, J Wu, X Chen… - Gastroenterology …, 2023 - academic.oup.com
Objective The development of non-invasive methods for evaluating lymph node metastasis
(LNM) preoperatively in gastric cancer (GC) is necessary. In this study, we developed a new …

Radiomics signature based on computed tomography images for the preoperative prediction of lymph node metastasis at individual stations in gastric cancer: A …

Z Sun, Y Jiang, C Chen, H Zheng, W Huang… - Radiotherapy and …, 2021 - Elsevier
Background Specific diagnosis and treatment of gastric cancer (GC) require accurate
preoperative predictions of lymph node metastasis (LNM) at individual stations, such as …

Multiparametric MRI-based radiomics analysis for prediction of lymph node metastasis and survival outcome in gastric cancer: A dual-center study

R Song, W Chen, J Zhang, J Zhang, Y Du, J Ren… - Academic …, 2024 - Elsevier
Rationale and Objectives Gastric cancer (GC) is highly heterogeneous, and accurate
preoperative assessment of lymph node status remains challenging. We aimed to develop a …

[HTML][HTML] Evaluation of lymph node metastasis in advanced gastric cancer using magnetic resonance imaging-based radiomics

W Chen, S Wang, D Dong, X Gao, K Zhou, J Li… - Frontiers in …, 2019 - frontiersin.org
Objective: To develop and evaluate a diffusion-weighted imaging (DWI)-based radiomic
nomogram for lymph node metastasis (LNM) prediction in advanced gastric cancer (AGC) …

A radio-pathologic integrated model for prediction of lymph node metastasis stage in patients with gastric cancer

Y Zhao, L Li, K Han, T Li, J Duan, Q Sun, C Zhu… - Abdominal …, 2023 - Springer
Background Accurate prediction of lymph node metastasis stage (LNMs) facilitates precision
therapy for gastric cancer. We aimed to develop and validate a deep learning-based radio …

[HTML][HTML] Radiomics signature on computed tomography imaging: association with lymph node metastasis in patients with gastric cancer

Y Jiang, W Wang, C Chen, X Zhang, X Zha, W Lv… - Frontiers in …, 2019 - frontiersin.org
Background: To evaluate whether radiomic feature-based computed tomography (CT)
imaging signatures allow prediction of lymph node (LN) metastasis in gastric cancer (GC) …