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Open Access Article
Open Access Article
16 pages, 890 KB 📄

Graph Neural Networks and Diffusion Models for De Novo Structural Protein Design and Crop Pathogen Resistance

by Mei-Ling Zhou, Carlos Mendez and Vikram S. Mehta
J. Deep Sci. Tech. Consort. 2026, 1(1), 103; https://doi.org/10.69001/jdstc.2026.0103 (registering DOI) - 30 Aug 2026

Abstract: Computational protein engineering has been revolutionized by geometric deep learning and denoising score-based diffusion models. In this research, we introduce ProtDiff-Graph, an SE(3)-equivariant graph neural network integrated with continuous-space diffusion for de novo generation of high-affinity crop pathogen receptor binders... [...] Read more.

(This article belongs to the Track: Life Sciences, Biotech & Genomic Bio-Systems)
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