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Analyses of Recent Hit-Finding Campaigns for Difficult Targets Provides Guidance for Informed Integrated Hit
Christian M Gampe1, Bigna Wörsdörfer2, Ge Zou3
1Genentech, 1 DNA Way, South San Francisco, California 94080, United States.
DNA-encoded library technology (DELT) proved most effective for discovering drug leads against challenging targets. Stratifying targets as difficult-to-drug or difficult-to-ligand aids hit-finding success prediction and strategy.
Area of Science:
- Drug discovery and development
- Medicinal chemistry
- Chemical biology
Background:
- Many biological targets remain challenging to drug (difficult-to-drug, D2D) or find ligands for (difficult-to-ligand, D2L).
- Hit-finding campaigns are crucial for identifying starting points for drug development.
Purpose of the Study:
- To analyze the success rates of various hit-finding technologies against D2D and D2L targets.
- To evaluate the utility of target stratification in predicting project success and guiding screening strategies.
Main Methods:
- Analysis of 21 hit-finding campaigns across three Roche research organizations.
- Comparison of DNA-encoded library technology (DELT), high-throughput screening, covalent screening, peptide screening, fragment screening, and virtual screening.
- Stratification of targets into D2D and D2L categories.
Main Results:
- DNA-encoded library technology (DELT) demonstrated the highest success rate in generating validated hits and lead series.
- High-throughput, covalent, and peptide screens also yielded progressable chemical matter.
- Fragment and virtual screens showed lower success rates despite generating validated hits.
- D2D targets exhibited higher rates of chemical enablement compared to D2L targets.
Conclusions:
- DELT is a valuable tool for assessing target ligandability and enabling hit discovery for challenging targets.
- Stratifying targets aids in estimating project success likelihood and optimizing hit-finding strategies.
- An integrated approach to hit discovery, tailored to target characteristics, is essential for efficient drug development.
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