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Deep learning-driven integrated pipeline for de novo design and synthesis of antimicrobial peptides.

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Title: Deep learning-driven integrated pipeline for de novo design and synthesis of antimicrobial peptides.
Authors: Liu J; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China., Chen Y; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China., Tang J; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China., Xing X; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China., Lin JS; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; State Key Laboratory of Chemical Oncogenomics, Tsinghua Shenzhen International Graduate School, Shenzhen, China., Sun J; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China., Xing XH; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China., Li J; Energy and Transportation Domain, Beijing Institute of Technology, Zhuhai, China., Zhang CY; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China. zhang.cy@sz.tsinghua.edu.cn.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China. zhang.cy@sz.tsinghua.edu.cn.; Key Laboratory of Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China. zhang.cy@sz.tsinghua.edu.cn.
Source: Npj drug discovery [NPJ Drug Discov] 2026 May 04; Vol. 3 (1). Date of Electronic Publication: 2026 May 04.
Publication Type: Journal Article
Journal Info: Publisher: Nature Portfolio Country of Publication: England NLM ID: 9918993695206676 Publication Model: Electronic Cited Medium: Internet ISSN: 3005-1452 (Electronic) Linking ISSN: 30051452 NLM ISO Abbreviation: NPJ Drug Discov Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Chen+Y%22">Chen Y</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Tang+J%22">Tang J</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Xing+X%22">Xing X</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Lin+JS%22">Lin JS</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; State Key Laboratory of Chemical Oncogenomics, Tsinghua Shenzhen International Graduate School, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Sun+J%22">Sun J</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Xing+XH%22">Xing XH</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China.; Key Laboratory of Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; Energy and Transportation Domain, Beijing Institute of Technology, Zhuhai, China.<br /><searchLink fieldCode="AU" term="%22Zhang+CY%22">Zhang CY</searchLink>; Institute of Biopharmaceutical and Health Engineering, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China. zhang.cy@sz.tsinghua.edu.cn.; Key Laboratory of Bioactive Proteins and Peptides Green Biomanufacturing of Guangdong Higher Education Institutes, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China. zhang.cy@sz.tsinghua.edu.cn.; Key Laboratory of Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China. zhang.cy@sz.tsinghua.edu.cn.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Portfolio%22">Nature Portfolio </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9918993695206676 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>3005-1452 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2230051452%22">30051452 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Drug Discov <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1038/s44386-026-00045-6
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              Text: 2026 May 04
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