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Evaluating continuous chirality measure as a 3D descriptor in chemoinformatics applied to asymmetric catalysis
Authors:Andrew F. Zahrt  Scott E. Denmark
Affiliation:Roger Adams Laboratory, Department of Chemistry, University of Illinois, Urbana, IL 61801, USA
Abstract:Continuous Chirality Measure (CCM) is a computational metric by which to quantify the chirality of a compound. In enantioselective catalysis, prior work has postulated that CCM is correlated to selectivity and can be used to understand which structural features dictate catalyst efficacy. Herein, the investigation of CCM as a metric capable of guiding catalyst optimization is explored. Conformer-dependent CCM is also explored. Finally, CCM is used with Sterimol parameters to significantly improve the performance of Random Forest models.
Keywords:Continuous chirality measure  Machine learning  Multivariate analysis
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