Application of virtual screening compound as integrin protein alpha v beta 3 antagonist and application of virtual screening compound in preparation of antitumor medicines
An anti-tumor drug, virtual screening technology, applied in the field of anti-tumor drugs
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[0028] virtual screening
[0029] The present invention discovers small molecule inhibitors of αvβ3 receptors based on machine learning and molecular docking methods. The αvβ3 integrin inhibitors (1337 molecules) were first downloaded from the pubchem database, and the Decoy dataset was generated at the same time. Split into training set (962 molecules), test set (241 molecules), validation set (134 molecules) and external test set (182 molecules) downloaded from chembl. Molecular fingerprint descriptors were generated by Morgan2. Then use the machine learning model RF and SVM algorithm to establish a screening model.
[0030] The screening model was used to conduct a preliminary screening of 350,000 small molecules in the SPECS database, and then use the αvβ3 crystal structure (1L5G and 6MK0) downloaded from the PDB to perform FRED molecular docking and Libdock molecular docking from Discovery Studio. The invention uses the active pocket defined by the original ligand in t...
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