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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ai-Ping Lu

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Review Open access Oct 2026

Cancer-Associated Fibroblasts in Perineural Invasion: Biological Roles and Therapeutic Strategies

This review synthesizes current understanding of CAF-mediated PNI, highlights critical knowledge gaps, and proposes future directions, conceptualize CAF-mediated PNI as a coordinated process linking CAF subtype dynamics, neural niche remodeling, and tumor–nerve crosstalk, rather than as a collection of isolated pro-inv...

Xin-Xing Cui, Yun He, Liu Yang et al. · 0 citations
Jul 2026

Toxicological Knowledge-Guided Graph Learning for Interpretable and Generalizable Molecular Toxicity Prediction.

This work introduces Toxicological Knowledge-guided Graph-based Learning (TKGL), a multiview framework that integrates molecular graphs with substructural alerts and biological mechanism information for more accurate, interpretable, and generalizable chemical safety assessment.

Yan-Jing Duan, Woruo Chen, Kun Li et al. · 0 citations

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