1.Advances of high-throughput screening system in reengineering of biological entities.
Jianhua YANG ; Xiaolan SU ; Leilei ZHU
Chinese Journal of Biotechnology 2021;37(7):2197-2210
Enzymes and cell factories are the core of industrial biotechnology. They play important roles in various fields such as medicine, chemical industry, food, agriculture, and energy. Usually, natural enzymes and cells need to be engineered to improve the catalytic efficiency, stability and enantioselectivity. Directed evolution makes it possible to rapidly improve the properties of enzymes and cell factories. Sensitive and reliable high-throughput screening approaches are the key for successful and efficient engineering of enzymes and cell factories. In this review, we first summarize the advantages and disadvantages of different screening methods and signal generation strategies as well as their application scope; we then describe the latest advances of ultra-high throughput screening technology applied in the directed evolution of enzymes and cell factories in the past three years. On this basis, we discuss the limiting factors that need to be further improved for high-throughput screening systems and forecast the future development trends of high-throughput screening methods, hoping that researchers in various fields including biotechnology and instrument development can cooperate closely to enhance the reliability and applicability of the high-throughput screening techniques.
Biotechnology
;
Directed Molecular Evolution
;
Enzymes
;
High-Throughput Screening Assays
;
Reproducibility of Results
2.Progress in the construction and screening of random mutation library.
Jue CHEN ; Jiamin HUANG ; Tianhe YAN ; Xiaoyu PENG ; Jun LIN
Chinese Journal of Biotechnology 2021;37(1):163-177
Directed evolution is a cyclic process that alternates between constructing different genes and screening functional gene variants. It has been widely used in optimization and analysis of DNA sequence, gene function and protein structure. It includes random gene libraries construction, gene expression in suitable hosts and mutant libraries screening. The key to construct gene library is the storage capacity and mutation diversity, to screen is high sensitivity and high throughput. This review discusses the latest advances in directed evolution. These new technologies greatly accelerate and simplify the traditional directional evolution process and promote the development of directed evolution.
Base Sequence
;
Directed Molecular Evolution
;
Gene Library
;
Mutation
;
Proteins/genetics*
3.Recent advances of continuous in vivo evolution.
Haotian ZHAI ; Qingsheng QI ; Jin HOU
Chinese Journal of Biotechnology 2021;37(2):486-499
Laboratory evolution is an important approach to improve the performance of microorganisms. In the past decades, the methods for laboratory evolution have developed rapidly and applied widely. However, the commonly used evolution strategies for strains or specific proteins cannot achieve continuous mutation, and require multiple rounds of operation, therefore they are considered as a labor intensive process. The development of mutation and screening technologies have facilitated the development of continuous evolution in vivo and greatly improved the efficiency of laboratory evolution. The continuous in vivo evolution achieves in vivo mutation, perfectly combining mutation with screening to evolve a specific phenotype with minimal human intervention. This review summarizes the recent advances of in vivo continuous evolution technologies for either genome-scale mutation or evolution of specific proteins. The principles of these technologies and their applications are introduced. On this basis, the advantages and limitations of these technologies are discussed. We also give a perspective of future development of continuous in vivo evolution.
Directed Molecular Evolution
;
Humans
;
Mutation
;
Phenotype
;
Proteins
4.Protein engineering: from directed evolution to computational design.
Ge QU ; Tong ZHU ; Yingying JIANG ; Bian WU ; Zhoutong SUN
Chinese Journal of Biotechnology 2019;35(10):1843-1856
By constructing mutant libraries and utilizing high-throughput screening methods, directed evolution has emerged as the most popular strategy for protein design nowadays. In the past decade, taking advantages of computer performance and algorithms, computer-assisted protein design has rapidly developed and become a powerful method of protein engineering. Based on the simulation of protein structure and calculation of energy function, computational design can alter the substrate specificity and improve the thermostability of enzymes, as well as de novo design of artificial enzymes with expected functions. Recently, machine learning and other artificial intelligence technologies have also been applied to computational protein engineering, resulting in a series of remarkable applications. Along the lines of protein engineering, this paper reviews the progress and applications of computer-assisted protein design, and current trends and outlooks of the development.
Directed Molecular Evolution
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High-Throughput Screening Assays
;
Protein Engineering
;
Proteins
;
chemistry
;
genetics
;
metabolism
;
Substrate Specificity
5.Resistance evolutionary pathway analysis of HIV-1 CRF_07BC reverse transcriptase.
Zhenpeng LI ; Yang HUANG ; Yabo OUYANG ; Hui XING ; Lingjie LIAO ; Yiming SHAO ; Liying MA
Chinese Journal of Preventive Medicine 2014;48(4):301-306
OBJECTIVETo study resistance evolution pathway of HIV-1 CRF_BC under drug selection pressure, and compare with B subtype.
METHODSBased on the reverse transcriptase region of CRF_ 97BC HIV-1 from 588 treatment-naive and 274 treatment patients, selection pressure based method was used to select resistance-associated mutations, and Bayesian network was used to construct the resistance evolutionary pathway under antiretroviral therapy. Meanwhile, it was constructed that the resistance evolutionary pathway for B subtype with the same regimens using the data from HIV resistance database, and made a comparison with CRF_07BC.
RESULTSThe major resistance mutations for CRF_07BC were identified including K103N, Q197K, V179D and Y188L. While for B subtype, the major resistance mutations include M184V, K103N,Y181C, T69N,G190A, K238T,Y188H and P225H. Much difference was observed between these two classes. However, the classical TMA1 (41L, 210W and 215Y) and TMA2 (67N, 70R and 219E/Q) pathways exist in both pathways. As different from B subtype, the predicted major drug resistance mutations for CRF_07BC did not contain TAM-related mutations, and nucleoside reverse transcriptase inhibitor-related mutations and non-nucleoside reverse transcriptase inhibitor-related mutations were mutually depending on each other.
CONCLUSIONHIV-1 CRF_07BC showed distinctive resistance evolutionary pathway, the mutations K103N,Q197K,V179D and Y188L were the major resistance mutations, and different resistance evolutionary pathways were observed between HIV-1 CRF_07BC and B subtype.
Anti-HIV Agents ; pharmacology ; Bayes Theorem ; Drug Resistance, Viral ; genetics ; Evolution, Molecular ; HIV-1 ; drug effects ; enzymology ; genetics ; Humans ; Mutation ; RNA-Directed DNA Polymerase ; genetics
6.Development of an activity-directed selection system enabled significant improvement of the carboxylation efficiency of Rubisco.
Zhen CAI ; Guoxia LIU ; Junli ZHANG ; Yin LI
Protein & Cell 2014;5(7):552-562
Photosynthetic CO(2) fixation is the ultimate source of organic carbon on earth and thus is essential for crop production and carbon sequestration. Ribulose-1,5-bisphosphate carboxylase/oxygenase (Rubisco) catalyzes the first step of photosynthetic CO(2) fixation. However, the extreme low carboxylation efficiency of Rubisco makes it the most attractive target for improving photosynthetic efficiency. Extensive studies have focused on re-engineering a more efficient enzyme, but the effort has been impeded by the limited understanding of its structure-function relationships and the lack of an efficient selection system towards its activity. To address the unsuccessful molecular engineering of Rubisco, we developed an Escherichia coli-based activity-directed selection system which links the growth of host cell solely to the Rubisco activity therein. A Synechococcus sp. PCC7002 Rubisco mutant with E49V and D82G substitutions in the small subunit was selected from a total of 15,000 mutants by one round of evolution. This mutant showed an 85% increase in specific carboxylation activity and a 45% improvement in catalytic efficiency towards CO(2). The small-subunit E49V mutation was speculated to influence holoenzyme catalysis through interaction with the large-subunit Q225. This interaction is conserved among various Rubisco from higher plants and Chlamydomonas reinhardtii. Knowledge of these might provide clues for engineering Rubisco from higher plants, with the potential of increasing the crop yield.
Amino Acid Substitution
;
Bacterial Proteins
;
chemistry
;
genetics
;
Carbon Dioxide
;
chemistry
;
Directed Molecular Evolution
;
Escherichia coli
;
growth & development
;
Ribulose-Bisphosphate Carboxylase
;
chemistry
;
genetics
;
Synechococcus
;
enzymology
7.Enhanced thermostability of Rhizopus chinensis lipase by error-prone PCR.
Rui WANG ; Xiaowei YU ; Yan XU
Chinese Journal of Biotechnology 2013;29(12):1753-1764
Directed evolution was conducted to improve the thermostability of lipase from Rhizopus chinensis CCTCC M201021. Mutations were introduced by two rounds of error-prone PCR and mutant lipase was selected by fast-blue RR top agar screening. Two positive variants were selected in the first-round and four in the second-round screening process. Ep2-4 was proved as the most thermostable lipase and its DNA sequencing revealed three amino acid substitutions: A129S, P168L and V329A. Compared with the parent, its half-life at 60 degrees C was 5.4- times longer and T50 was 7.8 degrees higher. Purified lipase of Ep2-4 was characterized and the result shows that its thermostability improved without compromising enzyme activity. According to the mimicked protein structure, mutation A129S formed a hydrogen bond with Gln133 and improved the thermostability by increasing the hydrophilicity and polarity of protein; mutation P168L by forming a hydrophobic bond with the nearby Leu164.
Cloning, Molecular
;
Directed Molecular Evolution
;
methods
;
Enzyme Stability
;
genetics
;
Hot Temperature
;
Industrial Microbiology
;
Lipase
;
chemistry
;
genetics
;
Mutation
;
Pichia
;
genetics
;
metabolism
;
Polymerase Chain Reaction
;
methods
;
Protein Engineering
;
methods
;
Rhizopus
;
enzymology
8.Molecular engineering of cellulase catalytic domain based on glycoside hydrolase family.
Xiaomei ZHANG ; Dandan LI ; Lushan WANG ; Yue ZHAO ; Guanjun CHEN
Chinese Journal of Biotechnology 2013;29(4):422-433
Molecular engineering of cellulases can improve enzymatic activity and efficiency. Recently, the Carbohydrate-Active enZYmes Database (CAZy), including glycoside hydrolase (GH) families, has been established with the development of Omics and structural measurement technologies. Molecular engineering based on GH families can obviously decrease the probing space of target sequences and structures, and increase the odds of experimental success. Besides, the study of cellulase active-site architecture paves the way toward the explanation of catalytic mechanism. This review focuses on the main GH families and the latest progresses in molecular engineering of catalytic domain. Based on the combination of analysis of a large amount of data in the same GH family and their conservative active-site architecture information, rational design will be an important direction for molecular engineering and promote the rapid development of the conversion of biomass.
Catalytic Domain
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genetics
;
Cellulase
;
chemistry
;
genetics
;
Directed Molecular Evolution
;
methods
;
Evolution, Molecular
;
Glycoside Hydrolases
;
chemistry
;
genetics
;
Protein Engineering
;
methods
9.Conversion of a murine monoclonal antibody A13 targeting epidermal growth factor receptor to a human monoclonal antibody by guided selection.
Ki Hwan CHANG ; Min Soo KIM ; Gwang Won HONG ; Yong Nam SHIN ; Se Ho KIM
Experimental & Molecular Medicine 2012;44(1):52-59
Epidermal growth factor receptor (EGFR) is an attractive target for tumor therapy because it is overexpressed in the majority of solid tumors and the increase in receptor expression levels has been linked with a poor clinical prognosis. Also it is well established that blocking the interaction of EGFR and the growth factors could lead to the arrest of tumor growth and possibly result in tumor cell death. A13 is a murine monoclonal antibody (mAb) that specifically binds to various sets of EGFR-expressing tumor cells and inhibits EGF-induced EGFR phosphorylation. We isolated human immunoglobulin genes by guided selection based on the mAb A13. Four different human single chain Fvs (scFvs) were isolated from from hybrid scFv libraries containing a human VH repertoire with the VL of mAb A13 and a human VL repertoire with the VH of mAb A13. All the 4 scFvs bound to EGFR-expressing A431 cells. One scFv (SC414) with the highest affinity was converted to IgG1 (ER414). The ER414 exhibited ~17 fold lower affinity compared to the A13 mAb. In addition the ER414 inhibited an EGF-induced tyrosine phosphorylation of EGFR with much lower efficacy compared to the A13 mAb and Cetuximab (Merck KgaA, Germany). We identified that the epitope of A13 mAb is retained in ER414. This approach will provide an efficient way of converting a murine mAb to a human mAb.
Animals
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Antibodies, Monoclonal, Humanized/*genetics/immunology/therapeutic use
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Antibody Affinity
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Cell Line, Tumor
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Directed Molecular Evolution/*methods
;
Epitope Mapping
;
Epitopes/genetics/immunology/therapeutic use
;
Humans
;
*Immunotherapy
;
Mice
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Neoplasms/*therapy
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Phosphorylation/drug effects
;
Protein Binding
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Receptor, Epidermal Growth Factor/*antagonists & inhibitors/immunology
;
Selection, Genetic
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Single-Chain Antibodies/*genetics/immunology/therapeutic use
10.Design and application of high-throughput screening tools: a review.
Shuangyan TANG ; Chaoning LIANG ; Peixia JIANG
Chinese Journal of Biotechnology 2012;28(7):781-788
As an efficient and promising protein engineering strategy, directed evolution includes the construction of mutant libraries and screening of desirable mutants. A rapid and high-throughput screening method has played a critical role in the successful application of directed evolution strategy. We reviewed several high-throughput screening tools which have great potential to be applied in directed evolution. The development of powerful high-throughput screening tools will make great contributions to the advancement of protein engineering.
Directed Molecular Evolution
;
methods
;
High-Throughput Screening Assays
;
methods
;
Mutagenesis, Site-Directed
;
methods
;
Mutant Proteins
;
genetics
;
Protein Engineering
;
methods

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