MolOptimizer: A Molecular Optimization Toolkit for Fragment-Based Drug Design

Author:

Soffer Adam12,Viswas Samuel Joshua12,Alon Shahar3,Rozenberg Nofar3,Peled Amit3,Piro Daniel3,Vilenchik Dan4ORCID,Akabayov Barak12ORCID

Affiliation:

1. Department of Chemistry, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel

2. Data Science Research Centre, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel

3. Department of Software Engineering, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel

4. School of Computer and Electrical Engineering, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel

Abstract

MolOptimizer is a user-friendly computational toolkit designed to streamline the hit-to-lead optimization process in drug discovery. MolOptimizer extracts features and trains machine learning models using a user-provided, labeled, and small-molecule dataset to accurately predict the binding values of new small molecules that share similar scaffolds with the target in focus. Hosted on the Azure web-based server, MolOptimizer emerges as a vital resource, accelerating the discovery and development of novel drug candidates with improved binding properties.

Funder

United States-Israel Binational Science Foundation

IMTI (TAMAT)/Israel Ministry of Industry–KAMIN Program

Israel Ministry of Defense

Publisher

MDPI AG

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