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Open access Oct 2026

Enhancing cervical squamous cell carcinoma diagnosis under distribution shift via domain-adaptive representation learning

Summary Automated whole-slide image (WSI) analysis for cervical squamous cell carcinoma (CSCC) is challenged by limited pathological specificity in general models and poor cross-center generalization. We propose CSCC-PAG (pre-training, adaptation, generalization), a framework integrating domain-specific pre-training wi...

Zi-Rui Huang, Yen-Chun Liu, Sai-Hui Jin et al. · 0 citations
Aug 2026

Kinase Fusions Define a Distinct Subset of BRAF V600E‑Negative Metanephric Adenomas: A Multi-Institutional Study of 7 Cases.

Metanephric adenoma (MA) is a rare benign renal neoplasm characterized by recurrent BRAF V600E mutations in ∼80% to 90% of cases. The molecular drivers in BRAF V600E‑negative MAs remain poorly understood, although rare kinase fusions have been reported. Here, we present a multi‑institutional series of 7 BRAF V600E‑nega...

Ming Zhao, Xiao-Qun Yang, Qifeng Wang et al. · 0 citations

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