MACHINE LEARNING FOR PROTEIN BINDING SITES
    2.
    发明公开

    公开(公告)号:EP4354447A2

    公开(公告)日:2024-04-17

    申请号:EP24160073.3

    申请日:2019-11-29

    IPC分类号: G16B40/20

    CPC分类号: G16B15/30 G16B40/20

    摘要: A computer-implemented method of training a machine learning model to learn ligand binding similarities between protein binding sites is disclosed. The method comprises inputting to the machine learning model: a representation of a first binding site; a representation of a second binding site, wherein the representations of the first and second binding sites comprise structural information; and a label comprising an indication of ligand binding similarity between the first binding site and the second binding site. The method also comprises outputting from the machine model a similarity indicator based on the representations of the first and second binding sites; performing a comparison between the similarity indicator and the label; and updating the machine learning model based on the comparison.

    MACHINE LEARNING FOR PROTEIN BINDING SITES
    3.
    发明公开

    公开(公告)号:EP4354447A3

    公开(公告)日:2024-06-19

    申请号:EP24160073.3

    申请日:2019-11-29

    IPC分类号: G16B15/30 G16B40/20

    CPC分类号: G16B15/30 G16B40/20

    摘要: A computer-implemented method of training a machine learning model to learn ligand binding similarities between protein binding sites is disclosed. The method comprises inputting to the machine learning model: a representation of a first binding site; a representation of a second binding site, wherein the representations of the first and second binding sites comprise structural information; and a label comprising an indication of ligand binding similarity between the first binding site and the second binding site. The method also comprises outputting from the machine model a similarity indicator based on the representations of the first and second binding sites; performing a comparison between the similarity indicator and the label; and updating the machine learning model based on the comparison.