The Crucial Role of Methodology Development in Directed Evolution of Selective Enzymes

被引:342
|
作者
Qu, Ge [1 ]
Li, Aitao [2 ]
Acevedo-Rocha, Carlos G. [3 ]
Sun, Zhoutong [1 ]
Reetz, Manfred T. [1 ,4 ,5 ]
机构
[1] Chinese Acad Sci, Tianjin Inst Ind Biotechnol, 32 West 7th Ave, Tianjin 300308, Peoples R China
[2] Hubei Univ, Hubei Collaborat Innovat Ctr Green Transformat Bi, State Key Lab Biocatalysis & Enzyme Engn, Hubei Key Lab Ind Biotechnol,Coll Life Sci, 368 Youyi Rd, Wuhan 430062, Peoples R China
[3] Biosyntia ApS, DK-2100 Copenhagen, Denmark
[4] Max Planck Inst Kohlenforsch, Kaiser Wilhelm Pl 1, D-45470 Mulheim, Germany
[5] Philipps Univ, Dept Chem, Hans Meerwein Str 4, D-35032 Marburg, Germany
关键词
directed evolution; iterative saturation mutagenesis; machine learning; stereoselectivity; synthetic genes; ITERATIVE SATURATION MUTAGENESIS; SYNTHETIC PROTEIN LIBRARIES; CANDIDA-ANTARCTICA LIPASE; GENE SYNTHESIS METHOD; AMINO-ACID ALPHABETS; IN-VITRO; COMPUTATIONAL TOOLS; LABORATORY EVOLUTION; ACTIVE-SITE; EVOLVING ENANTIOSELECTIVITY;
D O I
10.1002/anie.201901491
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Directed evolution of stereo-, regio-, and chemoselective enzymes constitutes a unique way to generate biocatalysts for synthetically interesting transformations in organic chemistry and biotechnology. In order for this protein engineering technique to be efficient, fast, and reliable, and also of relevance to synthetic organic chemistry, methodology development was and still is necessary. Following a description of early key contributions, this review focuses on recent developments. It includes optimization of molecular biological methods for gene mutagenesis and the design of efficient strategies for their application, resulting in notable reduction of the screening effort (bottleneck of directed evolution). When aiming for laboratory evolution of selectivity and activity, second-generation versions of Combinatorial Active-Site Saturation Test (CAST) and Iterative Saturation Mutagenesis (ISM), both involving saturation mutagenesis (SM) at sites lining the binding pocket, have emerged as preferred approaches, aided by in silico methods such as machine learning. The recently proposed Focused Rational Iterative Site-specific Mutagenesis (FRISM) constitutes a fusion of rational design and directed evolution. On-chip solid-phase chemical gene synthesis for rapid library construction enhances library quality notably by eliminating undesired amino acid bias, the future of directed evolution?
引用
收藏
页码:13204 / 13231
页数:28
相关论文
共 50 条
  • [41] Potential for Applying Continuous Directed Evolution to Plant Enzymes: An Exploratory Study
    Garcia-Garcia, Jorge D.
    Joshi, Jaya
    Patterson, Jenelle A.
    Trujillo-Rodriguez, Lidimarie
    Reisch, Christopher R.
    Javanpour, Alex A.
    Liu, Chang C.
    Hanson, Andrew D.
    LIFE-BASEL, 2020, 10 (09): : 1 - 16
  • [42] Recommendations on the Implementation of Genetic Algorithms for the Directed Evolution of Enzymes for Industrial Purposes
    Barley, Mark H.
    Turner, Nicolas J.
    Goodacre, Royston
    CHEMBIOCHEM, 2017, 18 (12) : 1087 - 1097
  • [43] A machine learning approach for reliable prediction of amino acid interactions and its application in the directed evolution of enantioselective enzymes
    Frédéric Cadet
    Nicolas Fontaine
    Guangyue Li
    Joaquin Sanchis
    Matthieu Ng Fuk Chong
    Rudy Pandjaitan
    Iyanar Vetrivel
    Bernard Offmann
    Manfred T. Reetz
    Scientific Reports, 8
  • [44] Assessing directed evolution methods for the generation of biosynthetic enzymes with potential in drug biosynthesis
    Nannemann, David P.
    Birmingham, William R.
    Scism, Robert A.
    Bachmann, Brian O.
    FUTURE MEDICINAL CHEMISTRY, 2011, 3 (07) : 803 - 819
  • [45] Machine learning and genetic algorithm-guided directed evolution for the development of antimicrobial peptides
    Zhang, Heqian
    Wang, Yihan
    Zhu, Yanran
    Huang, Pengtao
    Gao, Qiandi
    Li, Xiaojie
    Chen, Zhaoying
    Liu, Yu
    Jiang, Jiakun
    Gao, Yuan
    Huang, Jiaquan
    Qin, Zhiwei
    JOURNAL OF ADVANCED RESEARCH, 2025, 68 : 415 - 428
  • [46] Engineering Thermostable CYP2D Enzymes for Biocatalysis Using Combinatorial Libraries of Ancestors for Directed Evolution (CLADE)
    Gumulya, Yosephine
    Huang, Weiliang
    D'Cunha, Stephlina A.
    Richards, Katelyn E.
    Thomson, Raine E. S.
    Hunter, Dominic J. B.
    Baek, Jong-Min
    Harris, Kurt L.
    Boden, M.
    De Voss, James J.
    Hayes, Martin A.
    Isin, Emre M.
    Andersson, Shalini
    Jurva, Ulrik
    Gillam, Elizabeth M. J.
    CHEMCATCHEM, 2019, 11 (02) : 841 - 850
  • [47] Simultaneous Directed Evolution of Coupled Enzymes for Efficient Asymmetric Synthesis of L-Phosphinothricin
    Cheng, Feng
    Li, Qing-Hua
    Zhang, Hua-Yue
    Wei, Lan
    Zhang, Jia-Min
    Li, Ju-Mou
    Xue, Ya-Ping
    Zheng, Yu-Guo
    APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2021, 87 (05) : 1 - 12
  • [48] Structure-based chimeric enzymes as an alternative to directed enzyme evolution: phytase as a test case
    Jermutus, L
    Tessier, M
    Pasamontes, L
    van Loon, APGM
    Lehmann, M
    JOURNAL OF BIOTECHNOLOGY, 2001, 85 (01) : 15 - 24
  • [49] Validated High-Throughput Screening System for Directed Evolution of Nylon-Depolymerizing Enzymes
    Puetz, Hendrik
    Janknecht, Christoph
    Contreras, Francisca
    Vorobii, Mariia
    Kurkina, Tetiana
    Schwaneberg, Ulrich
    ACS SUSTAINABLE CHEMISTRY & ENGINEERING, 2023, 11 (43) : 15513 - 15522
  • [50] Directed evolution of enantioselective enzymes: Iterative cycles of CASTing for probing protein-sequence space
    Reetz, MT
    Wang, LW
    Bocola, M
    ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2006, 45 (08) : 1236 - 1241