Historically (until the late 1980s), compounds discovered by phenotypical in vivo screens were at least characterised with implicit ADMET data. An attractive compound in these test systems was available at the (usually unknown) target; had a minimal toxicological profile (the animal did not die immediately) and gave phenotypical (High-Content) information in the animal used for the experiment.
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