Predicting peritoneal recurrence and disease-free survival from CT images in gastric cancer with multitask deep learning: a retrospective study

Yuming Jiang, Zhicheng Zhang, Qingyu Yuan, +14

The Lancet Digital Health

Radiomic signature of¹⁸F fluorodeoxyglucose PET/CT for prediction of gastric cancer survival and chemotherapeutic benefits

Yuming Jiang, Qingyu Yuan, Wenbing Lv, +13

Theranostics

Noninvasive Prediction of Occult Peritoneal Metastasis in Gastric Cancer Using Deep Learning

Yuming Jiang, Xiaokun Liang, Wei Wang, +11

JAMA Network Open

Noninvasive imaging of the tumor immune microenvironment correlates with response to immunotherapy in gastric cancer

Weicai Huang, Yuming Jiang, Wenjun Xiong, +19

Nature Communications

Radiomics Analysis of PET and CT Components of PET/CT Imaging Integrated with Clinical Parameters: Application to Prognosis for Nasopharyngeal Carcinoma

Wenbing Lv, Qingyu Yuan, Quanshi Wang, +5

Molecular Imaging and Biology

Positron Emission TomographyEngineeringHealth SciencesMedical ImagingPet-mri +10

Non-invasive tumor microenvironment evaluation and treatment response prediction in gastric cancer using deep learning radiomics

Yuming Jiang, Kangneng Zhou, Zepang Sun, +15

Cell Reports Medicine

Tme StatusEngineeringMachine LearningOncologic ImagingAdjuvant Chemotherapy +19

Biology-guided deep learning predicts prognosis and cancer immunotherapy response

Yuming Jiang, Zhicheng Zhang, Wei Wang, +17

Nature Communications

Subregional Radiomics Analysis of PET/CT Imaging with Intratumor Partitioning: Application to Prognosis for Nasopharyngeal Carcinoma

Hui Xu, Wenbing Lv, Hui Feng, +8

Molecular Imaging and Biology

Positron Emission TomographyEngineeringOncologic ImagingMedical ImagingSubregional Radiomics Analysis +12

Robustness versus disease differentiation when varying parameter settings in radiomics features: application to nasopharyngeal PET/CT

Wenbing Lv, Qingyu Yuan, Quanshi Wang, +7

European Radiology

Positron Emission TomographyComputed TomographyEngineeringMedical ImagingRadiomics Features +11

Machine Learning Methods for Optimal Radiomics-Based Differentiation Between Recurrence and Inflammation: Application to Nasopharyngeal Carcinoma Post-therapy PET/CT Images

Dongyang Du, Hui Feng, Wenbing Lv, +8

Molecular Imaging and Biology

Radiation OncologyEngineeringMachine LearningMedical ImagingDeep Learning +11