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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

Wen-Chi Ge

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Sep 2026

A Task-Adaptive Multimodal Pretrained Framework for Antibiotic Virtual Screening with Joint Activity and Cytotoxicity Prediction

Antimicrobial resistance (AMR) poses a growing threat to global public health, particularly for priority pathogens such as Staphylococcus aureus (SA) and Neisseria gonorrheae (NG), for which therapeutic options are increasingly limited. Although deep learning has accelerated antibiotic discovery, existing approaches...

Zhi-Jie Pan, Xin Yang, Wen-Chi Ge et al. · 0 citations
Aug 2026

Predicting Antibody-Antigen Mutation ΔΔG via Side-Specific Protein Language Models and Paired Geometric Graph Learning.

Overall, AbAgMut-GNN is best viewed as a task-oriented computational tool for trend-level mutation ranking and pre-experimental candidate prioritization rather than as a high-precision substitute for quantitative biophysical measurement.

Wen-Chi Ge, Qi-Jia Yu, Jin-Cen Shuai et al. · 0 citations
Review Jul 2026

Beyond SBDD: Geometric Deep Learning in Polypharmacology and Multi-target Drug Design

This review elucidates the paradigm shift in drug discovery from serendipitous exploration to rational, structure-driven polypharmacological molecular engineering, thereby providing a clear, structured guide for navigating the complexities of next-generation therapeutics.

Tianming Han, Zhijie Pan, Wenchi Ge et al. · 0 citations

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