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  • title: Antigen-Specific Antibody Design and Optimization with Diffusion-Based Generative Models for Protein Structures
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            Antigen-Specific Antibody Design and Optimization with Diffusion-Based Generative Models for Protein Structures
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            Antigen-Specific Antibody Design and Optimization with Diffusion-Based Generative Models for Protein Structures

            Nov 28, 2022

            Speakers

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            Shitong Luo

            Speaker · 1 follower

            YS

            Yufeng Su

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            XP

            Xingang Peng

            Speaker · 2 followers

            About

            Antibodies are immune system proteins that protect the host by binding to specific antigens such as viruses and bacteria.The binding between antibodies and antigens are mainly determined by the complementarity-determining regions (CDR) on the antibodies. In this work, we develop a deep generative model that jointly models sequences and structures of CDRs based on diffusion processes and equivariant neural networks. Our method is the first deep learning-based method that can explicitly target spe…

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            NeurIPS 2022

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