Diffusion models in de novo drug design
Diffusion models have emerged as powerful tools for molecular generation, particularly in
the context of 3D molecular structures. Inspired by nonequilibrium statistical physics, these …
the context of 3D molecular structures. Inspired by nonequilibrium statistical physics, these …
SurfDock is a surface-informed diffusion generative model for reliable and accurate protein–ligand complex prediction
D Cao, M Chen, R Zhang, Z Wang, M Huang, J Yu… - Nature …, 2024 - nature.com
Accurately predicting protein–ligand interactions is crucial for understanding cellular
processes. We introduce SurfDock, a deep-learning method that addresses this challenge …
processes. We introduce SurfDock, a deep-learning method that addresses this challenge …
Ligand-Conditioned Side Chain Packing for Flexible Molecular Docking
D Luo, X Qu, D Lu, Y Wang, L Dong… - Journal of Chemical …, 2025 - ACS Publications
Molecular docking is a crucial technique for elucidating protein–ligand interactions. Machine
learning-based docking methods offer promising advantages over traditional approaches …
learning-based docking methods offer promising advantages over traditional approaches …
Flexible docking via unbalanced flow matching
Diffusion models have emerged as a recent successful paradigm for molecular docking.
However, these methods treat the protein either as a rigid structure, or force the model to fold …
However, these methods treat the protein either as a rigid structure, or force the model to fold …
ApoDock: Ligand-Conditioned Sidechain Packing for Flexible Molecular Docking
D Luo, X Qu, D Lu, Y Wang, L Dong, B Wang - bioRxiv, 2024 - biorxiv.org
Molecular docking is a crucial technique for elucidating protein-ligand interactions. Machine
learning-based docking methods offer promising advantages over traditional approaches …
learning-based docking methods offer promising advantages over traditional approaches …
[PDF][PDF] Energy-Based Flow Matching for Molecular Docking
W Zhou, CI Sprague, H Azizpour - mlsb.io
Molecular docking, which predicts the bound structure of protein-ligand conformations, is
essential for structure-based drug design. Recent advances in generative modeling, such as …
essential for structure-based drug design. Recent advances in generative modeling, such as …