What question did this study set out to answer?

This study aims to refine methods for identifying lead compounds that act primarily on a single biological target while minimizing side effects.

Using High-Throughput Screening Data To Discriminate Compounds with Single-Target Effects from Those with Side Effects

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Randomized trial identifies compounds with single-target effects, suggesting meaningful insights for drug development.

This study aims to refine methods for identifying lead compounds that act primarily on a single biological target while minimizing side effects.
Utilized multiple assays on a chemical library to evaluate compound activity.
Applied a new statistic, the coincidence score, to assess patterns of assay activity.
Achieved an 88% accuracy rate when discriminating between single-target effects and side effects.
The coincidence score successfully identified compound classes with single-target effects with 88% accuracy.
Many compounds predicted to have single-target effects were known bioactive compounds.
Patterns of activity in multiple assays often suggested a compound's biological target or mechanism of action.

Klekota et al. (2006) studied this question.

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