Author

Zhi-Jie Pan

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Sep 2026

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

MAPViS provides a scalable multimodal framework for joint activity–toxicity modeling and offers a practical computational tool for antibiotic virtual screening and candidate prioritization.

Zhi-Jie Pan, Xin Yang, Wen-Chi Ge et al. · Journal of Chemical Informat... · 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