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A 3D Generative Model for Structure-Based Drug Design. (arXiv:2203.10446v2 [q-bio.BM] UPDATED)
Nov. 15, 2022, 2:12 a.m. | Shitong Luo, Jiaqi Guan, Jianzhu Ma, Jian Peng
cs.LG updates on arXiv.org arxiv.org
We study a fundamental problem in structure-based drug design -- generating
molecules that bind to specific protein binding sites. While we have witnessed
the great success of deep generative models in drug design, the existing
methods are mostly string-based or graph-based. They are limited by the lack of
spatial information and thus unable to be applied to structure-based design
tasks. Particularly, such models have no or little knowledge of how molecules
interact with their target proteins exactly in 3D space. …
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