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Liang Wang

2 papers in the library · 145 citations · publishing 2024-2025

Papers

AlphaFold2 structures guide prospective ligand discovery

Science May 16, 2024 Jiankun Lyu, Nicholas J. Kapolka, Ryan H. Gumpper et al. 145 citations

Docking large libraries of molecules against unrefined AlphaFold2 (AF2) models of the σ2 and serotonin 2A (5-HT2A) receptors produced hit rates and affinities as high as those obtained by docking against experimental structures. These results were achieved despite differences in orthosteric residue conformations between the AF2 models and the experimental structures. A cryo–electron microscopy structure of one potent 5-HT2A ligand identified from AF2 docking showed residue accommodations similar to the AF2 prediction. AF2 models may sample low-energy conformations that differ from experimental structures but remain useful for ligand discovery, extending the reach of structure-based drug design.

The Construction Approach of Machine Consciousness and Its Limitations

Computer Sciences & Mathematics Forum March 26, 2025 Liang Wang, Ziyi Ma

Machine consciousness research follows two main approaches: the algorithm-construction strategy, which uses mathematical and theoretical computations without reference to the human brain, and the brain-like-construction strategy, which attempts to generate consciousness through biophysical mechanisms based on how the human brain produces consciousness. This paper presents both paths and analyzes their limitations.