Author

Quan Zou

2 papers indexed here

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Open access Sep 2026

AET5: A transcriptome-guided molecular generation framework with contrastive self-supervised learning

Gene expression profiles capture system-level drug responses and offer a promising basis for de novo molecular generation. However, their application is limited by data sparsity and experimental noise, which hinder the reliable mapping between disease-associated transcriptomic perturbations and chemically valid therape...

Zhi-Kang Yuan, Xin Zhang, Gao-Ming Lin et al. · PLoS Computational Biology · 0 citations

#graph neural networks Open access Sep 2026

A unified framework for potency-oriented AMP discovery via multi-modal learning and guided sequence synthesis

The generation-screening-validation workflow enables reliable discovery of potent AMPs, and provides a practical strategy for rational peptide design, rapid prediction, and translational applications.

Wen-Yu Zhang, Yi-Zheng Wang, Yi-Xiao Zhai et al. · PLoS Computational Biology · 1 citation