Patents by Inventor Orhun Vural

Orhun Vural has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Publication number: 20250029680
    Abstract: The present invention enables the prediction of both the ligand type for protein-ligand binding sites and their druggability scores. The invention provides a computational method to investigate the ligand type and druggability of protein-ligand binding sites. The invention has two distinct training sets for two different prediction methods. The method leverages attention-based deep learning models for both ligand type and druggability prediction tasks. Deep learning models incorporate both channel-based and spatial-based attention mechanisms. The training phase focuses on the coordinates of known ligand binding sites to enhance the accuracy of druggability prediction. The method also provides the capability to update the training set with new data, thereby ensuring continued improvement in the prediction performance. The invention also details a computer device with a memory and processor, storing a computer program to implement the method.
    Type: Application
    Filed: July 19, 2023
    Publication date: January 23, 2025
    Inventors: Orhun Vural, Lurong Pan