<p>Barriers to the ready adoption of
biocatalysis into asymmetric synthesis for early stage medicinal chemistry are
addressed, using ketone reduction by alcohol dehydrogenase as a model reaction.
An efficient substrate screening approach is used to show the wide substrate
scope of commercial alcohol dehydrogenase enzymes, with a high tolerance to
chemical groups employed in drug discovery (heterocycle, trifluoromethyl and
nitrile/nitro groups) observed. We use
our screening data to build a preliminary predictive pharmacophore-based
screening tool using Forge software, with a precision of 0.67/1, demonstrating
the potential for developing substrate screening tools for commercially
available enzymes without publically available structures. We hope that this
work, combined with our simple protocols for scaleable H<sub>2</sub>-driven
biocatalytic ketone reduction, will facilitate a culture shift towards adopting
biocatalysis alongside traditional chemical catalytic methods.</p>