About me
I am currently engaged in scientific research in Regina Beets-Tan’s group in the Radiology Department of the Netherlands Cancer Institute, and Ritse Mann’s Breast Imaging Group (BIG) in RadboudUMC. In early 2023, under the leadership of Ritse Mann, I participated in the ODELIA project as a postdoctoral researcher.
Research Interests
My research focuses on artificial intelligence in medicine. My current projects include predicting molecular subtypes of breast cancer using multimodal data (mammography, ultrasound, MRI, etc.) based on deep learning, processing unstructured electronic health records and providing decision support based on natural language processing models, synthesis of missing MRI sequences based on AI models, prediction of breast cancer response to therapy based on radiomics, etc.
Selected Publications
- Tianyu Zhang, Tao Tan, Xin Wang, Yuan Gao, Luyi Han, Luuk Balkenende, Anna D’Angelo, Lingyun Bao, Hugo M. Horlings, Jonas Teuwen, Regina G. H. Beets-Tan, Ritse M. Mann. RadioLOGIC: A healthcare model for processing electronic health records and decision-making in breast disease. Cell Reports Medicine, 2023, 4(8).
- Tianyu Zhang, Ritse Mann. Contrast-enhanced Mammography: Better with AI? European Radiology, 2023, 1-3.
- Tianyu Zhang, Tao Tan, Luyi Han, Linda Appelman, Jeroen Veltman, Ronni Wessels, Katya Duvivier, Claudette Loo, Yuan Gao, Xin Wang, Hugo Horlings, Regina Beets-Tan, Ritse Mann. Predicting breast cancer types on and beyond molecular level in a multi-modal fashion. NPJ Breast Cancer, 2023, 9(1): 16.
- Tianyu Zhang, Luyi Han, Anna D’Angelo, Xin Wang, Yuan Gao, Chunyao Lu, Jonas Teuwen, Regina Beets-Tan, Tao Tan, Ritse Mann. Synthesis of contrast-enhanced breast MRI using multi-b-value DWI-based multi-sequence fusion network. MICCAI, 2023, 79-88.
- Tianyu Zhang, Tao Tan, Riccardo Samperna, Zhang Li, Yuan Gao, Xin Wang, Luyi Han, Qifeng Yu, Regina G. H. Beets-Tan, Ritse M. Mann. Radiomics and Artificial Intelligence in Breast Imaging: A Survey. Artificial Intelligence Review, 2023, 1-36.
More publications see my GoogleScholar
Conference
- Medical Imaging with Deep Learning (MIDL)
- European Association for Cancer Research (EACR)
- Radiological Society of North America (RSNA)
- European Congress of Radiology (ECR)
- Medical Image Computing and Computer Assisted Intervention (MICCAI)
Member
- Associate Member of the European Society of Radiology (ESR)
- Member of the AI Validation Group of the Radiological Society of North America (RSNA)
- Member of the Medical Image Computing and Computer Assisted Intervention (MICCAI)