arXiv Open Access 2025

HelixDesign-Antibody: A Scalable Production-Grade Platform for Antibody Design Built on HelixFold3

Jie Gao Jing Hu Shanzhuo Zhang Kunrui Zhu Sheng Qian +3 lainnya
Lihat Sumber

Abstrak

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.

Topik & Kata Kunci

Penulis (8)

J

Jie Gao

J

Jing Hu

S

Shanzhuo Zhang

K

Kunrui Zhu

S

Sheng Qian

Y

Yueyang Huang

X

Xiaonan Zhang

X

Xiaomin Fang

Format Sitasi

Gao, J., Hu, J., Zhang, S., Zhu, K., Qian, S., Huang, Y. et al. (2025). HelixDesign-Antibody: A Scalable Production-Grade Platform for Antibody Design Built on HelixFold3. https://arxiv.org/abs/2507.02345

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Tahun Terbit
2025
Bahasa
en
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arXiv
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Open Access ✓