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Proteinase K (PRK) is a proteolytic enzyme that has been widely used in industrial applications. However, poor stability has severely limited the uses of PRK. In this work, we used two structure-guided rational design methods, Rosetta and FoldX, to modify PRK thermostability. Fifty-two single amino acid conversion mutants were constructed based on software predictions of residues that could affect protein stability. Experimental characterization revealed that 46% (21 mutants) exhibited enhanced thermostability. The top four variants, D260V, T4Y, S216Q, and S219Q, showed improved half-lives at 69°C by 12.4-, 2.6-, 2.3-, and 2.2-fold that of the parent enzyme, respectively. We also found that selecting mutations predicted by both methods could increase the predictive accuracy over that of either method alone, with 73% of the shared predicted mutations resulting in higher thermostability. In addition to providing promising new variants of PRK in industrial applications, our findings also show that combining these programs may synergistically improve their predictive accuracy.
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http://dx.doi.org/10.1093/protein/gzab024 | DOI Listing |
Nat Comput Sci
August 2025
Department of Statistics, University of Oxford, Oxford, UK.
Antibody-antigen binding affinity lies at the heart of therapeutic antibody development: efficacy is guided by specific binding and control of affinity. Here we present Graphinity, an equivariant graph neural network architecture built directly from antibody-antigen structures that achieves test Pearson's correlations of up to 0.87 on experimental change in binding affinity (ΔΔG) prediction.
View Article and Find Full Text PDFJ Agric Food Chem
July 2025
School of Functional Food and Wine, Shenyang Pharmaceutical University, 103 Wenhua Road, Shenhe District, Shenyang 110016, China.
Vanillin, a widely used aromatic compound, can be biocatalytically synthesized using -anethole oxygenase (TAO). However, wild-type TAO shows low activity and stability. This study utilized AlphaFold2/3 modeling, molecular docking, and MD simulations to identify key residues (R86, T90, and H118) involved in substrate binding and catalysis.
View Article and Find Full Text PDFAm J Hum Genet
May 2025
Molecular Cancer Epidemiology Laboratory, QIMR Berghofer MRI, Herston, QLD 4006, Australia; University of Queensland, Brisbane, QLD, Australia. Electronic address:
The clinical classification of germline missense variants and single-amino-acid deletions is challenging. The BayesDel and Align-GVGD bioinformatic prediction tools currently used for ClinGen TP53 variant curation expert panel (VCEP) classification do not directly capture changes in protein folding stability, measured using computed destabilization energies (ΔΔG scores). The AlphaMissense tool recently developed by Google DeepMind to predict pathogenicity for all human proteome missense variants is trained in part using AlphaFold2 architecture.
View Article and Find Full Text PDFACS Synth Biol
April 2025
School of Life Sciences and Health Engineering, Jiangnan University, Wuxi 214122, China.
2-Pyrrolidone is an important chemical intermediate with broad applications in the materials and pharmaceutical industries. Traditional petrochemical synthesis methods pose significant environmental challenges. In the case of biosynthesis, the limited thermostability of coenzyme A ligase (CaiC) represents a major barrier to industrial-scale production.
View Article and Find Full Text PDFInt J Biol Macromol
April 2025
College of Food Science and Engineering, Ocean University of China, Qingdao 266404, China. Electronic address:
A rational design strategy to improve the thermal stability of enzymes is essential for advancing industrial applications. This study proposes a computer-aided rational design strategy combining deep learning and multiple energy function methods to enhance the thermal stability of ulvan lyase. ColabFold was employed for structure prediction.
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