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Reliable prediction of protein-protein binding affinity changes upon mutations with Pythia-PPI

Fangting Tao Jinyuan Sun Pengyue Gao George Fu Gao Bian Wu

国家科学评论(英文版)2025,Vol.12Issue(6):19-30,12.
国家科学评论(英文版)2025,Vol.12Issue(6):19-30,12.DOI:10.1093/nsr/nwaf231

Reliable prediction of protein-protein binding affinity changes upon mutations with Pythia-PPI

Reliable prediction of protein-protein binding affinity changes upon mutations with Pythia-PPI

Fangting Tao 1Jinyuan Sun 2Pengyue Gao 3George Fu Gao 3Bian Wu4

作者信息

  • 1. Division of Life Sciences and Medicine,University of Science and Technology of China,Hefei 230026,China||Laboratory of Pathogen Microbiology and Immunology,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100101,China||AIM center,College of Life Sciences and Technology,Beijing University of Chemical Technology,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100029,China
  • 2. AIM center,College of Life Sciences and Technology,Beijing University of Chemical Technology,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100029,China||College of Life Sciences,University of Chinese Academy of Sciences,Beijing 100049,China||State Key Laboratory of Microbial Diversity and Innovative Utilization,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100101,China
  • 3. Division of Life Sciences and Medicine,University of Science and Technology of China,Hefei 230026,China||Laboratory of Pathogen Microbiology and Immunology,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100101,China
  • 4. AIM center,College of Life Sciences and Technology,Beijing University of Chemical Technology,Institute of Microbiology,Chinese Academy of Sciences,Beijing 100029,China||State Key Laboratory of Green Biomanufacturing,Beijing University of Chemical Technology,Beijing 100029,China
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摘要

关键词

AI for microbiology/protein-protein interaction/protein engineering/machine learning

Key words

AI for microbiology/protein-protein interaction/protein engineering/machine learning

引用本文复制引用

Fangting Tao,Jinyuan Sun,Pengyue Gao,George Fu Gao,Bian Wu..Reliable prediction of protein-protein binding affinity changes upon mutations with Pythia-PPI[J].国家科学评论(英文版),2025,12(6):19-30,12.

基金项目

This work was supported by the National Key R&D Program of China(2024YFC3405500),the Fundamental Research Funds for the Central Universities(buctrc202539)and the National Natural Science Foundation of China(32170033,32225002 and 32422001). (2024YFC3405500)

国家科学评论(英文版)

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