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In silico tools used for compound selection during target-based drug discovery and development
1Janssen Research & Development LLC, Discovery Sciences , Spring House, PA , USA gcaldwel@its.jnj.com.
Expert Opinion on Drug Discovery
|May 9, 2015
Summary
Integrating in silico tools with experimental data in drug discovery can improve R&D productivity. However, inconsistent application, especially at the hit-to-lead (H2L) stage, hinders effective lead compound selection.
Area of Science:
- Drug Discovery
- Computational Chemistry
- Pharmacology
Background:
- The target-based drug discovery process is standard in pharmaceutical R&D.
- Integrating in silico tools with in vitro/in vivo data can enhance R&D productivity.
- Effective selection criteria and drug design strategies are crucial for success.
Purpose of the Study:
- To review the impact of in silico tools in target-based drug discovery over the last five years.
- To understand the application of these tools across different stage gates.
- To identify challenges and opportunities for improving R&D productivity.
Main Methods:
- Literature review focusing on the past 5 years.
- Analysis of in silico tool application in target selection, screening, hit-to-lead (H2L), and lead optimization.
- Evaluation of data integration strategies.
Main Results:
- Numerous in silico tools exist for selection criteria and optimization.
- Inconsistent integration of experimental data with predictive in silico models impacts R&D productivity.
- A notable lack of reliable in silico tools at the H2L stage leads to suboptimal lead compound selection.
Conclusions:
- Further development of in silico multiparameter models is needed.
- Cross-functional teams of biologists and chemists are essential for expanding in silico tool utilization.
- Improved integration and application of in silico tools across all drug discovery phases can boost R&D productivity.
Keywords:
high-throughput screeninghit-to-leadin silico toolslead optimizationpharmaceutical crisistarget selectiontarget-basedMore Related Videos
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