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Updated: Jun 15, 2025

Development of Heterogeneous Enantioselective Catalysts using Chiral Metal-Organic Frameworks MOFs
Published on: January 17, 2020
Structure Sensitive Reaction Kinetics of Chiral Molecules on Intrinsically Chiral Surfaces
Kareem Abdelmaqsoud1, Michael Radetic1, Carlos Fernández-Cabán1
1Department of Chemical Engineering and Department of Physics, Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, Pennsylvania 15213, United States.
Data-driven models predict optimal chiral surfaces for enantiospecific catalysis. These models identify specific copper (Cu) surface structures that maximize the separation of enantiomers, advancing catalyst design.
Area of Science:
- Heterogeneous catalysis
- Surface chemistry
- Chiral materials science
Background:
- Enantiospecific heterogeneous catalysis relies on chiral surfaces to separate enantiomers through structure-sensitive surface chemistry.
- Designing effective catalysts requires identifying chiral surface structures that enhance enantiospecificity.
Purpose of the Study:
- Develop data-driven models to predict the enantiospecificity of tartaric acid reactions on chiral copper (Cu) surfaces.
- Identify key structural features governing enantiospecificity in catalysis.
Main Methods:
- Utilized curved Cu(hkl) surfaces for kinetic measurements across diverse chiral orientations.
- Developed two data-driven models: one using generalized coordination numbers and another employing chiral cubic harmonic functions to describe surface structure.
- Correlated surface structure descriptors with measured enantiospecific rate constants.
Main Results:
- Both models achieved similar fitting errors, indicating comparable predictive power.
- The generalized coordination number model used 58 descriptors, while the cubic harmonic model used only 5.
- Both models predicted maximum enantiospecificity on closely related surface orientations.
Conclusions:
- Data-driven models, particularly those using symmetry-based descriptors like cubic harmonics, can effectively predict enantiospecificity.
- The findings are applicable to various enantiospecific reactions on chiral materials with cubic lattices.
- This work provides a pathway to understanding and optimizing structure-sensitive enantiospecific reaction kinetics.
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