cs.AI updates on arXiv.org 07月04日
HelixDesign-Antibody: A Scalable Production-Grade Platform for Antibody Design Built on HelixFold3
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本文介绍了一种基于HelixFold3和HelixDesign-Antibody的高通量抗体设计平台,通过高精度结构预测模型和集成高性能计算支持,实现大规模抗体候选序列生成和抗原相互作用评估,提高抗体研发效率。

arXiv:2507.02345v1 Announce Type: cross Abstract: Antibody engineering is essential for developing therapeutics and advancing biomedical research. Traditional discovery methods often rely on time-consuming and resource-intensive experimental screening. To enhance and streamline this process, we introduce a production-grade, high-throughput platform built on HelixFold3, HelixDesign-Antibody, which utilizes the high-accuracy structure prediction model, HelixFold3. The platform facilitates the large-scale generation of antibody candidate sequences and evaluates their interaction with antigens. Integrated high-performance computing (HPC) support enables high-throughput screening, addressing challenges such as fragmented toolchains and high computational demands. Validation on multiple antigens showcases the platform's ability to generate diverse and high-quality antibodies, confirming a scaling law where exploring larger sequence spaces increases the likelihood of identifying optimal binders. This platform provides a seamless, accessible solution for large-scale antibody design and is available via the antibody design page of PaddleHelix platform.

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抗体设计 高通量平台 生物研发
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