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Updated: Aug 5, 2026

Site-Specific Lysine Lactylation via Genetic Code Expansion in E. coli and Mammalian Cells
Published on: February 24, 2026
Behind substrate specificity switch in lactate dehydrogenase: Active-site loop dynamics and epistatic enhancement
Hanfeng Cai1, Smadar Shulami2, Tomica Hrenar3
1Department of Biotechnology and Food Engineering, and Resnick Sustainability Center for Catalysis, Technion-Israel Institute of Technology, Haifa, 3200003, Israel; The Resnick Sustainability Center for Catalysis, Technion-Israel Institute of Technology, Haifa, 3200003, Israel.
Enzyme engineering of lactate dehydrogenases (LDHs) was advanced by combining electrostatic and steric modifications. This study reveals how mutations alter substrate specificity, offering a framework for designing enzymes with desired metabolic functions.
Area of Science:
- Enzyme engineering
- Protein biochemistry
- Metabolic flux control
Background:
- Substrate specificity in lactate dehydrogenases (LDHs) is crucial for controlling metabolic flux but challenging to engineer, especially for substrates differing by a single carboxylate group.
- The role of glutamine (Q102) as a substrate-specificity determinant is known, but its interplay with steric effects, dynamics, and scaffold context in substrate recognition is unclear.
Purpose of the Study:
- To investigate specificity switching from pyruvate to oxaloacetate in Geobacillus stearothermophilus L-LDH (GsLDH) using combined experimental and computational approaches.
- To elucidate the cooperative mechanisms of electrostatic and steric factors in governing substrate recognition and catalytic efficiency.
Main Methods:
- Steady-state kinetics were employed to measure enzyme activity and efficiency.
- Molecular dynamics simulations were used to analyze substrate binding, conformational dynamics, and productive geometries.
- Principal component analysis was utilized to study the redistribution of conformational ensembles.
Main Results:
- The Q86R substitution significantly enhanced oxaloacetate efficiency via electrostatic stabilization and substrate retention, while reducing pyruvate activity.
- The I227V substitution primarily improved steric accommodation, broadening substrate acceptance for both pyruvate and oxaloacetate.
- The combined Q86R/I227V variant showed positive epistasis, achieving the highest oxaloacetate efficiency, and mutations were found to shift conformational ensembles towards productive states.
Conclusions:
- Specificity switching in LDH is driven by a combination of electrostatic stabilization and steric optimization, operating through an ensemble-selection mechanism.
- Catalysis requires the coordinated interplay of loop conformation, substrate retention, and precise geometric arrangements for hydride/proton transfer.
- Specificity switching is asymmetric and scaffold-dependent, as demonstrated by reciprocal mutations in malate dehydrogenase (MDH).
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