Loop-Centric Engineering of Terminal Deoxynucleotidyl Transferase for Enhanced Catalysis of 3'-Modified Nucleotides.

IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Kun Shi, An-Na Li, Jian-He Xu, Hui-Lei Yu
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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.

末端脱氧核苷酸转移酶的环中心工程增强3'-修饰核苷酸的催化作用。
高效的酶促DNA合成需要能够接受可逆阻断核苷酸的末端脱氧核苷酸转移酶(tdt),但改进野生型酶传统上依赖于劳动密集型筛选。在这里,我们将基于深度学习的结构预测与分子动力学模拟相结合,以指导鳄鱼TdT的环中心工程。得到的变异M3 (V253E/L256M/N338R)在保持表达和热稳定性的同时,对3'-ONH2-dCTP的特异性活性增加了26倍。模拟表明,突变重组了Loop1动力学,并可重复地将进入的核苷酸偏向于更有利的在线攻击方向。关键的N338R变化也改善了第二个TdT支架,支持N338作为潜在的可转移工程热点。这些结果为改善末端脱氧核苷酸转移酶以整合3'-修饰核苷酸提供了实用的计算策略,减少了对大规模筛选的依赖。
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来源期刊
Biotechnology and Bioengineering
Biotechnology and Bioengineering 工程技术-生物工程与应用微生物
CiteScore
7.90
自引率
5.30%
发文量
280
审稿时长
2.1 months
期刊介绍: Biotechnology & Bioengineering publishes Perspectives, Articles, Reviews, Mini-Reviews, and Communications to the Editor that embrace all aspects of biotechnology. These include: -Enzyme systems and their applications, including enzyme reactors, purification, and applied aspects of protein engineering -Animal-cell biotechnology, including media development -Applied aspects of cellular physiology, metabolism, and energetics -Biocatalysis and applied enzymology, including enzyme reactors, protein engineering, and nanobiotechnology -Biothermodynamics -Biofuels, including biomass and renewable resource engineering -Biomaterials, including delivery systems and materials for tissue engineering -Bioprocess engineering, including kinetics and modeling of biological systems, transport phenomena in bioreactors, bioreactor design, monitoring, and control -Biosensors and instrumentation -Computational and systems biology, including bioinformatics and genomic/proteomic studies -Environmental biotechnology, including biofilms, algal systems, and bioremediation -Metabolic and cellular engineering -Plant-cell biotechnology -Spectroscopic and other analytical techniques for biotechnological applications -Synthetic biology -Tissue engineering, stem-cell bioengineering, regenerative medicine, gene therapy and delivery systems The editors will consider papers for publication based on novelty, their immediate or future impact on biotechnological processes, and their contribution to the advancement of biochemical engineering science. Submission of papers dealing with routine aspects of bioprocessing, description of established equipment, and routine applications of established methodologies (e.g., control strategies, modeling, experimental methods) is discouraged. Theoretical papers will be judged based on the novelty of the approach and their potential impact, or on their novel capability to predict and elucidate experimental observations.
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