The application discloses a
drug design method and device based on topological
data analysis, equipment and medium, relates to the technical field of computer-aided
drug design, and the method comprises the steps of obtaining a plurality of three-dimensional structure conformations of a
target protein, determining the
binding pocket region of each three-dimensional structure conformation, and constructing a conformation set; calculating a topological descriptor representing the topological relationship between atoms based on the
atomic coordinates of the
binding pocket region of each three-dimensional structure conformation, and converting the topological descriptor into a corresponding conformation
feature vector; performing a
pooling operation on the conformation
feature vector corresponding to each three-dimensional structure conformation to generate a unified topological feature representation representing the common topological feature mode of the
target protein binding pocket under a plurality of three-dimensional structure conformations; and screening or generating candidate drugs based on the unified topological feature representation. The common topological invariant information of a plurality of conformations is used to represent the flexible
protein binding pocket, the screening omission caused by single conformation representation is reduced, and the representation accuracy and the calculation efficiency are considered.