ArticleProceedings of the National Academy of Sciences of the United States of America2024
Network of epistatic interactions in an enzyme active site revealed by large-scale deep mutational scanning.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- Graph-based representations in modern protein science.The Biochemical journal · 2026Review
- Pockets to products: a data-driven approach for classification of monoterpene synthases.Digital discovery · 2026Article
- Machine-learning prediction of affinity and epistasis in the bovine pancreatic trypsin inhibitor-chymotrypsin complex.Protein science : a publication of the Protein Society · 2026Article
- Proteoform medicine: characterizing and targeting protein forms in human disease.Nature reviews. Genetics · 2026Review
- Origins and breadth of pairwise epistasis in an α-helix of β-lactamase TEM-1.Nature communications · 2026Article
- D-LIM: A neural network for interpretable gene-gene interactions.PLoS computational biology · 2026Article
- Free energy perturbations in enzyme kinetic models reveal cryptic epistasis.PLoS computational biology · 2026Article
- Computational rational design of unspecific peroxygenase for C-H oxidation.Science advances · 2026Article
- Phosphate ions modulate enzyme activity and epistatic effects in two clavulanic acid-resistant β-lactamase mutants.Protein science : a publication of the Protein Society · 2025Article
- Seasonal Influenza Viruses Show Distinct Adaptive Dynamics During Growth in Chicken Eggs.Molecular biology and evolution · 2025Article
- Effect of Mutations on the Evolution of Extended Spectrum β-lactamases (ESBL).The protein journal · 2025Review
- Evolutionary rewiring of the dynamic network underpinning allosteric epistasis in NS1 of the influenza A virus.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- The tetracycline resistome is shaped by selection for specific resistance mechanisms by each antibiotic generation.Nature communications · 2025Article
- Optimizing enzyme thermostability by combining multiple mutations using protein language model.mLife · 2024Article
- Mutations Selectively Evolving Peroxidase Activity Among Alternative Catalytic Functions of Human Glutathione Transferase P1-1.Antioxidants (Basel, Switzerland) · 2024Article
- A combinatorially complete epistatic fitness landscape in an enzyme active site.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
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Authors and funding
7 authors.
Funding
Abstract
Cooperative interactions between amino acids are critical for protein function. A genetic reflection of cooperativity is epistasis, which is when a change in the amino acid at one position changes the sequence requirements at another position. To assess epistasis within an enzyme active site, we utilized CTX-M β-lactamase as a model system. CTX-M hydrolyzes β-lactam antibiotics to provide antibiotic resistance, allowing a simple functional selection for rapid sorting of modified enzymes. We created all pairwise mutations across 17 active site positions in the β-lactamase enzyme and quantitated the function of variants against two β-lactam antibiotics using next-generation sequencing. Context-dependent sequence requirements were determined by comparing the antibiotic resistance function of double mutations across the CTX-M active site to their predicted function based on the constituent single mutations, revealing both positive epistasis (synergistic interactions) and negative epistasis (antagonistic interactions) between amino acid substitutions. The resulting trends demonstrate that positive epistasis is present throughout the active site, that epistasis between residues is mediated through substrate interactions, and that residues more tolerant to substitutions serve as generic compensators which are responsible for many cases of positive epistasis. Additionally, we show that a key catalytic residue (Glu166) is amenable to compensatory mutations, and we characterize one such double mutant (E166Y/N170G) that acts by an altered catalytic mechanism. These findings shed light on the unique biochemical factors that drive epistasis within an enzyme active site and will inform enzyme engineering efforts by bridging the gap between amino acid sequence and catalytic function.
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