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167 results about "Molecule docking" patented technology

Method for predicting binding free energy of protein and ligand based on progressive neural network

The invention discloses a method for predicting the binding free energy of protein and ligand based on a progressive neural network, and belongs to the technical field of computer-aided drug design. The method comprises the steps: obtaining a pdb file from a PDBbind database, establishing local database, acquiring an amino acid molecule within 4.5 angstroms in the protein binding pocket by takingthe ligand molecule as a center, performing extended connectivity fingerprint calculation, carrying out SPLIF fingerprint calculation, searching for the number of salt bridges and hydrogen bonds between protein and ligand molecules, converting the structural information of the protein and the ligand into a one-dimensional tensor, and establishing a training set, a verification set and a test set;training the progressive neural network by using the training set; optimizing and searching hyper-parameters for prediction; through comparison with a molecular docking result, obtaining a higher Pearson correlation coefficient. According to the invention, the technical problem of how to convert a three-dimensional structure of protein and ligand molecules into tensors which are easy to calculateby a computer and input the tensors into the progressive neural network for training and optimization is solved, and the calculation rate and the prediction accuracy are greatly improved.
Owner:JIANGSU UNIV OF TECH

Virtual drug screening method and device, computing equipment and storage medium

ActiveCN111462833AFocus on physical and chemical propertiesFocus on dynamic featuresChemical property predictionMolecular designProtein targetAlgorithm
The invention discloses a virtual drug screening method and device, computing equipment and a storage medium. The method comprises the following steps: carrying out molecular docking on a ligand compound and a target protein; taking each atom contained in the docked compound molecules as a reference atom, determining a compound adjacent atom and a protein adjacent atom of each reference atom, recording corresponding predetermined structure information, and mapping the predetermined structure information into a structure information matrix group; performing embedding operation on the structureinformation matrix group by using a neural network, and obtaining a representation matrix of a compound-protein complex from the embedded structure information matrix group; carrying out convolution,bias and pooling on the representation matrix to obtain a structure vector; and splicing the structure vector with a physicochemical property vector representing the physicochemical property and the molecular fingerprint of the compound, and performing full-connection operation after neural network weighting and biasing to obtain a two-dimensional vector representing the inactivity and activity ofthe compound to the target protein so as to perform drug screening.
Owner:深圳智药信息科技有限公司

Virtual screening method for anti-inflammation and anti-rejection drugs taking CRAC channels as targets

The invention discloses a virtual screening method for anti-inflammation and anti-rejection drugs taking CRAC channels as targets. The virtual screening method comprises the following steps that (1), CRAC channel protein structural data are obtained to construct a homology model; (2), an active center is determined, and an activity bag is set; (3), according to the activity bag, molecular docking software is utilized for carrying out docking marking on compounds; (4), the compounds with the CRAC channel blocking activity are determined preliminarily; (5), activity screening is carried out on the compounds, and leading drugs with the CRAC channel blocking activity are obtained; (6), a pharmacophore model is constructed, the small-molecule compounds on which molecule docking is not carried out or the small-molecule compounds on which docking is carried out are matched and compared for guiding screening of the compounds or structure optimizing of the leading compounds. According to the virtual screening method for the drugs, the number of the compounds on which activity testing is carried out is reduced, the cost is saved, the screening efficiency is improved, and the virtual screening method can be used for further developing the novel anti-inflammation and anti-rejection drugs.
Owner:SHANDONG UNIV

Epitope polypeptide combination capable of inducing immunity and application thereof

The invention discloses an epitope polypeptide combination capable of inducing immunity and application thereof, belongs to the technical field of biology, and aims to carry out molecular design of related vaccines by utilizing immunoinformatics on the basis of epitope analysis optimization. Based on a structural antigen epitope vaccine design strategy, a B cell epitope, a Th epitope and a CTL epitope on a new coronavirus S protein are determined through immunoinformatics to induce a main neutralizing antibody, activate cellular immune response and induce body fluid and cellular immune balance. The epitope vaccine is designed through connection of a molecular adjuvant and candidate antigen epitopes, antigenicity, physicochemical properties, protein secondary structure and tertiary structure modeling of the epitope vaccine are analyzed, vaccine conformation B cell epitopes are analyzed by means of a structural biological tool, and immune response characteristics of the vaccine are verified through molecular docking with TLR4 and immune response simulation stimulation. Information analysis results show that the designed candidate epitope combination has well balanced humoral immune and cellular immune response capabilities.
Owner:SHANTOU UNIV MEDICAL COLLEGE

Lead compound for targeted human FKBP51 protein and screening method and application thereof

The invention provides a lead compound for a targeted human FKBP51 protein and a screening method and application thereof, belonging to the technical field of biochemical pharmacy. According to the lead compound and the screening method and application thereof, an FK1 structural domain of FKBP51 is used as a receptor; FK506 of the FKBP51 is selected to be combined with a sack; molecular docking is performed by using a Glide program; 150 small molecular compounds are obtained by virtual screening from more than 1.5 million of compounds and are used for fluorescence quenching experiments; according to the experiments, a combination action of the compounds and the FK1 is verified, and the binding property of a target protein and compounds with a strong docking effect is researched; two kinds of cells LNCaP and DU145 are selected to verify the cell viability of screened small molecular compounds resisting prostate cancer; meanwhile, the structural biology research on a compound formed by the FKBP51 and small molecular lead compounds is performed. According to the lead compound provided by the invention, a cell model and a mouse model of CRPC (Castration Resistant Prostate Cancer) are established, the effectiveness of the lead compound to the CRPC is evaluated, and an action mechanism and a rule of the lead compound and the target protein are explained at the molecular level; a foundation is provided for researching and developing new drugs for treating common prostate cancer and the CRPC.
Owner:LANZHOU UNIVERSITY

Screening method of heterologous competitive antigen for improving immunodetection sensitivity

The invention provides a screening method of heterologous competitive antigens for improving immunodetection sensitivity, which comprises the following steps: performing corresponding molecular descriptor calculation on enrofloxacin analogues, and performing principal component analysis on the molecular descriptors to obtain a principal component analysis result; respectively measuring to obtain the semi-inhibitory concentration of the enrofloxacin and the semi-inhibitory concentration of each enrofloxacin analogue, and further calculating to obtain the cross reaction rate of each enrofloxacin analogue; according to the principal component analysis result and the corresponding cross reaction rate of each enrofloxacin analogue, establishing a mathematical model and carrying out classified learning to obtain a classified learning result; and according to a classification learning result, carrying out molecular docking by utilizing a quinolone molecular crossover and lysine to obtain a conformation, and carrying out configuration optimization to obtain a minimum-energy conformation so as to determine the optimal heterologous competitive antigen. The invention is convenient for screening and determining the heterologous competitive antigen capable of improving the immunodetection sensitivity, and has a good application prospect.
Owner:JIANGXI HUANGSHANGHUANG GROUP FOOD

Molecular conformation searching method based on hybrid fireworks algorithm

The invention provides a molecular conformation searching method based on a hybrid fireworks algorithm. The molecular conformation searching method is characterized by comprising the following steps of: S1, setting a docking area of receptor molecules, and expressing the docking area by using a docking box which is used for storing ligand conformations; S2, initializing a plurality of initial fireworks, wherein each firework represents a ligand conformation, expressing the ligand conformations as solution vectors, and setting a receptor-ligand binding affinity scoring function as a fitness function; S3, constructing a solution space according to the solution vectors, wherein the solution space comprises a plurality of layers; S4, constructing an operator of a fireworks algorithm; and S5, constructing the hybrid fireworks algorithm by combining the fireworks algorithm and a local search algorithm, and searching for an approximately optimal ligand conformation in the docking box by usingthe hybrid fireworks algorithm. According to the invention, the average time for docking on a test compound in molecular docking is reduced, and a molecular docking speed is increased; and meanwhile,the approximate optimal value of the fitness function can be found, and the precision of molecular docking is improved.
Owner:SOUTHWEST MEDICAL UNIVERISTY
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