Author

Wei Ding

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Open access Aug 2026

Benchmarking of pathology foundation models for assessing HER2 amplification and CEP17 polysomy in breast cancer

Accurate assessment of Human Epidermal Growth Factor Receptor 2 (HER2) amplification and Chromosome 17 (CEP17) copy number is critical for breast cancer treatment, yet diagnostically equivocal (IHC 2+) cases remain a clinical bottleneck. This study systematically benchmarks 14 feature encoders, including 12 Pathology...

Qing-Jie Lv, Xin Yu, Tao Wang et al. · npj Breast Cancer · 0 citations

#artificial intelligence Preprint Sep 2026

A Vision-Language Foundation Model for Precise and Comprehensive Brain Tumor Diagnosis from Preoperative Multimodal Data

The developed BrainVLM to classify all 12 World Health Organization (WHO) 2021 brain tumor types and demonstrated its utility in preoperative molecular subgroup prediction for adult-type diffuse gliomas, using a multi-center cohort of 632 patients.

Y. Wang, Jian-Wen Chen, Zhou Chen et al. · 0 citations