{"title":"Loop-Centric Engineering of Terminal Deoxynucleotidyl Transferase for Enhanced Catalysis of 3'-Modified Nucleotides.","authors":"Kun Shi, An-Na Li, Jian-He Xu, Hui-Lei Yu","doi":"10.1002/bit.70397","DOIUrl":null,"url":null,"abstract":"<p><p>Efficient enzymatic DNA synthesis requires terminal deoxynucleotidyl transferases (TdTs) that can accept reversibly blocked nucleotides, but improving wild-type enzymes has traditionally depended on labor-intensive screening. Here, we combine deep learning-based structure prediction with molecular dynamics simulations to guide loop-centric engineering of a TdT from Crocodylus porosus. The resulting variant M3 (V253E/L256M/N338R) showed a 26-fold increase in specific activity toward 3'-ONH<sub>2</sub>-dCTP while maintaining expression and thermostability. Simulations indicated that the mutations reorganized Loop1 dynamics and reproducibly biased the incoming nucleotide toward a more favorable in-line attack orientation. The key N338R change also improved a second TdT scaffold, supporting N338 as a potentially transferable engineering hotspot. These results provide a practical computational strategy for improving terminal deoxynucleotidyl transferases for incorporation of 3'-modified nucleotides, reducing reliance on large-scale screening.</p>","PeriodicalId":9168,"journal":{"name":"Biotechnology and Bioengineering","volume":" ","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2026-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biotechnology and Bioengineering","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1002/bit.70397","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Efficient enzymatic DNA synthesis requires terminal deoxynucleotidyl transferases (TdTs) that can accept reversibly blocked nucleotides, but improving wild-type enzymes has traditionally depended on labor-intensive screening. Here, we combine deep learning-based structure prediction with molecular dynamics simulations to guide loop-centric engineering of a TdT from Crocodylus porosus. The resulting variant M3 (V253E/L256M/N338R) showed a 26-fold increase in specific activity toward 3'-ONH2-dCTP while maintaining expression and thermostability. Simulations indicated that the mutations reorganized Loop1 dynamics and reproducibly biased the incoming nucleotide toward a more favorable in-line attack orientation. The key N338R change also improved a second TdT scaffold, supporting N338 as a potentially transferable engineering hotspot. These results provide a practical computational strategy for improving terminal deoxynucleotidyl transferases for incorporation of 3'-modified nucleotides, reducing reliance on large-scale screening.
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