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Author

G. Giannelli

2 papers indexed here

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Review Open access Sep 2026

Biomarker-Driven Strategies for Stromal Reprogramming in Pancreatic Ductal Adenocarcinoma

Pancreatic ductal adenocarcinoma (PDAC) remains highly lethal, partly because its dense, heterogeneous stroma restricts drug delivery, promotes immune exclusion, and supports therapeutic resistance. Stromal targeting has, therefore, evolved from broad depletion towards biomarker-guided reprogramming and normalization s...

M. De Luca, Francesco Balestra, Giorgia Panzetta et al. · 0 citations
Open access Jul 2026

AMIUgraph: analysis and modeling of interactions for utility-driven benchmarking of graph-based models in healthcare.

BACKGROUND Graph-based machine learning approaches, including Knowledge Graph Embedding (KGE) methods and Graph Neural Networks (GNNs), have emerged as powerful tools for modeling complex biomedical data. However, a systematic and clinically grounded comparison of these approaches across heterogeneous healthcare graphs...

P. Sorino, A. D. Bellis, Daniele Malitesta et al. · 0 citations

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