Enhance catalytic efficiency through AI-guided active site engineering and high-throughput screening. Optimize kcat and Km parameters for superior biocatalyst performance.
Our AI-driven platform combines deep learning mutation prediction with high-throughput screening to deliver superior biocatalyst variants.
AI-guided optimization of catalytic residues and binding pocket architecture to enhance turnover rates and substrate affinity.
Deep learning models trained on large-scale mutagenesis data predict beneficial mutations for improved catalytic properties.
Complete kinetic profiling to optimize kcat, Km, and catalytic efficiency (kcat/Km) for your specific application.
Automated screening of thousands of variants per round using multi-parameter detection systems.
Enginoma Structure prediction and molecular dynamics simulation for rational design decisions.
Comprehensive analysis of sequence-activity relationships to guide iterative optimization cycles.
A systematic approach combining computational prediction with experimental validation.
AI-powered analysis of enzyme structure and identification of optimization targets.
Deep learning prediction of beneficial mutations based on sequence-structure relationships.
Construction of focused mutation libraries prioritizing high-probability improvements.
High-throughput screening and complete kinetic characterization of lead variants.
Our platform leverages state-of-the-art deep learning models to predict and validate mutations that enhance catalytic efficiency while maintaining enzyme stability.
Our enzyme activity optimization services support diverse industrial applications.
Optimize enzymes for API synthesis, chiral resolution, and stereoselective transformations.
Engineer cellulases, lipases, and other enzymes for efficient biomass conversion.
Enhance enzymes for flavor development, texture modification, and processing optimization.
Develop enzymes for biopesticides, soil remediation, and crop protection.
Optimize enzymes for denim finishing, bioscouring, and fabric modification.
Create tailored biocatalysts for green chemistry and sustainable manufacturing.
Peer-reviewed research supporting our enzyme activity optimization approaches.
Mazurenko, S. et al. Machine Learning in Enzyme Engineering. ACS Catalysis 10, 1210-1223 (2020). https://doi.org/10.1021/acscatal.9b04321
Li, G. et al. EnzyACT: A Novel Deep Learning Method to Predict the Impacts of Single and Multiple Mutations on Enzyme Activity. Journal of Chemical Information and Modeling 64, 2024 (2024). https://doi.org/10.1021/acs.jcim.4c00920
Orsi, E. et al. Automated in vivo enzyme engineering accelerates biocatalyst optimization. Nature Communications 15, 3447 (2024). https://doi.org/10.1038/s41467-024-46574-4
Common questions about our enzyme activity optimization services.
Typical projects achieve significant improvement in kcat/Km (catalytic efficiency). The exact improvement depends on the starting enzyme, target reaction, and specific parameters to optimize.
We optimize all six major EC classes: oxidoreductases, transferases, hydrolases, lyases, isomerases, and ligases. Our platform handles both natural and non-natural substrates.
We use AI-guided active site optimization to identify rate-limiting steps and engineer residues that lower activation barriers. Combined with high-throughput screening, we rapidly validate improvements.
We engineer substrate binding affinity through pocket reshaping and key interaction optimization to achieve tighter binding without compromising catalytic efficiency.
Yes. We have experience with membrane proteins, multi-domain enzymes, metalloenzymes, and enzymes requiring post-translational modifications.
We screen thousands of variants per round using automated microtiter plate assays with multi-parameter detection systems.
Yes. We provide complete kinetic profiling including kcat, Km, kcat/Km, substrate specificity, IC50 determinations, and temperature/pH optima for all lead variants.
Partner with our team to enhance catalytic efficiency and develop production-ready biocatalyst variants.
Schedule a ConsultationTell us about your project and we'll get back within 24 hours.
