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Seo K, Hagino K, Ichihashi N. Progresses in Cell-Free In Vitro Evolution. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2023; 186:121-140. [PMID: 37306699 DOI: 10.1007/10_2023_219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Biopolymers, such as proteins and RNA, are integral components of living organisms and have evolved through a process of repeated mutation and selection. The technique of "cell-free in vitro evolution" is a powerful experimental approach for developing biopolymers with desired functions and structural properties. Since Spiegelman's pioneering work over 50 years ago, biopolymers with a wide range of functions have been developed using in vitro evolution in cell-free systems. The use of cell-free systems offers several advantages, including the ability to synthesize a wider range of proteins without the limitations imposed by cytotoxicity, and the capacity for higher throughput and larger library sizes than cell-based evolutionary experiments. In this chapter, we provide a comprehensive overview of the progress made in the field of cell-free in vitro evolution by categorizing evolution into directed and undirected. The biopolymers produced by these methods are valuable assets in medicine and industry, and as a means of exploring the potential of biopolymers.
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Affiliation(s)
- Kaito Seo
- Department of Life Science, Graduate School of Arts and Science, The University of Tokyo, Tokyo, Japan
| | - Katsumi Hagino
- Department of Life Science, Graduate School of Arts and Science, The University of Tokyo, Tokyo, Japan
| | - Norikazu Ichihashi
- Department of Life Science, Graduate School of Arts and Science, The University of Tokyo, Tokyo, Japan.
- Komaba Institute for Science, The University of Tokyo, Tokyo, Japan.
- Universal Biology Institute, The University of Tokyo, Tokyo, Japan.
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GAN R, Cabezas MD, Pan M, Zhang H, Hu G, Clark LG, Jewett MC, Nicol R. High-Throughput Regulatory Part Prototyping and Analysis by Cell-Free Protein Synthesis and Droplet Microfluidics. ACS Synth Biol 2022; 11:2108-2120. [PMID: 35549070 DOI: 10.1021/acssynbio.2c00050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Engineering regulatory parts for improved performance in genetic programs has played a pivotal role in the development of the synthetic biology cell programming toolbox. Here, we report the development of a novel high-throughput platform for regulatory part prototyping and analysis that leverages the advantages of engineered DNA libraries, cell-free protein synthesis (CFPS), high-throughput emulsion droplet microfluidics, standard flow sorting adapted to screen droplet reactions, and next-generation sequencing (NGS). With this integrated platform, we screened the activity of millions of genetic parts within hours, followed by NGS retrieval of the improved designs. This in vitro platform is particularly valuable for engineering regulatory parts of nonmodel organisms, where in vivo high-throughput screening methods are not readily available. The platform can be extended to multipart screening of complete genetic programs to optimize yield and stability.
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Affiliation(s)
- Rui GAN
- Broad Institute of MIT and Harvard, Cambridge, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Maria D. Cabezas
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
| | - Ming Pan
- Broad Institute of MIT and Harvard, Cambridge, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Huaibin Zhang
- Broad Institute of MIT and Harvard, Cambridge, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Gang Hu
- Broad Institute of MIT and Harvard, Cambridge, 415 Main Street, Cambridge, Massachusetts 02142, United States
| | - Lauren G. Clark
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
| | - Michael C. Jewett
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
- Interdisciplinary Biological Sciences Program, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
- Chemistry of Life Processes Institute, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
- Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208-3120, United States
| | - Robert Nicol
- Broad Institute of MIT and Harvard, Cambridge, 415 Main Street, Cambridge, Massachusetts 02142, United States
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Li R, Kang G, Hu M, Huang H. Ribosome Display: A Potent Display Technology used for Selecting and Evolving Specific Binders with Desired Properties. Mol Biotechnol 2018; 61:60-71. [DOI: 10.1007/s12033-018-0133-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
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Carbohydrate active enzyme domains from extreme thermophiles: components of a modular toolbox for lignocellulose degradation. Extremophiles 2017; 22:1-12. [PMID: 29110088 DOI: 10.1007/s00792-017-0974-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Accepted: 10/24/2017] [Indexed: 02/06/2023]
Abstract
Lignocellulosic biomass is a promising feedstock for the manufacture of biodegradable and renewable bioproducts. However, the complex lignocellulosic polymeric structure of woody tissue is difficult to access without extensive industrial pre-treatment. Enzyme processing of partly depolymerised biomass is an established technology, and there is evidence that high temperature (extremely thermophilic) lignocellulose degrading enzymes [carbohydrate active enzymes (CAZymes)] may enhance processing efficiency. However, wild-type thermophilic CAZymes will not necessarily be functionally optimal under industrial pre-treatment conditions. With recent advances in synthetic biology, it is now potentially possible to build CAZyme constructs from individual protein domains, tailored to the conditions of specific industrial processes. In this review, we identify a 'toolbox' of thermostable CAZyme domains from extremely thermophilic organisms and highlight recent advances in CAZyme engineering which will allow for the rational design of CAZymes tailored to specific aspects of lignocellulose digestion.
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Determination of a Screening Metric for High Diversity DNA Libraries. PLoS One 2016; 11:e0167088. [PMID: 27930689 PMCID: PMC5145166 DOI: 10.1371/journal.pone.0167088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Accepted: 11/07/2016] [Indexed: 11/20/2022] Open
Abstract
The fields of antibody engineering, enzyme optimization and pathway construction rely increasingly on screening complex variant DNA libraries. These highly diverse libraries allow researchers to sample a maximized sequence space; and therefore, more rapidly identify proteins with significantly improved activity. The current state of the art in synthetic biology allows for libraries with billions of variants, pushing the limits of researchers' ability to qualify libraries for screening by measuring the traditional quality metrics of fidelity and diversity of variants. Instead, when screening variant libraries, researchers typically use a generic, and often insufficient, oversampling rate based on a common rule-of-thumb. We have developed methods to calculate a library-specific oversampling metric, based on fidelity, diversity, and representation of variants, which informs researchers, prior to screening the library, of the amount of oversampling required to ensure that the desired fraction of variant molecules will be sampled. To derive this oversampling metric, we developed a novel alignment tool to efficiently measure frequency counts of individual nucleotide variant positions using next-generation sequencing data. Next, we apply a method based on the "coupon collector" probability theory to construct a curve of upper bound estimates of the sampling size required for any desired variant coverage. The calculated oversampling metric will guide researchers to maximize their efficiency in using highly variant libraries.
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Perez JG, Stark JC, Jewett MC. Cell-Free Synthetic Biology: Engineering Beyond the Cell. Cold Spring Harb Perspect Biol 2016; 8:cshperspect.a023853. [PMID: 27742731 DOI: 10.1101/cshperspect.a023853] [Citation(s) in RCA: 104] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Cell-free protein synthesis (CFPS) technologies have enabled inexpensive and rapid recombinant protein expression. Numerous highly active CFPS platforms are now available and have recently been used for synthetic biology applications. In this review, we focus on the ability of CFPS to expand our understanding of biological systems and its applications in the synthetic biology field. First, we outline a variety of CFPS platforms that provide alternative and complementary methods for expressing proteins from different organisms, compared with in vivo approaches. Next, we review the types of proteins, protein complexes, and protein modifications that have been achieved using CFPS systems. Finally, we introduce recent work on genetic networks in cell-free systems and the use of cell-free systems for rapid prototyping of in vivo networks. Given the flexibility of cell-free systems, CFPS holds promise to be a powerful tool for synthetic biology as well as a protein production technology in years to come.
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Affiliation(s)
- Jessica G Perez
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208-3120.,Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208-3120
| | - Jessica C Stark
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208-3120.,Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208-3120
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208-3120.,Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208-3120.,Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois 60611-3068.,Simpson Querrey Institute for BioNanotechnology, Northwestern University, Chicago, Illinois 60611-2875
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Torres L, Krüger A, Csibra E, Gianni E, Pinheiro VB. Synthetic biology approaches to biological containment: pre-emptively tackling potential risks. Essays Biochem 2016; 60:393-410. [PMID: 27903826 PMCID: PMC5264511 DOI: 10.1042/ebc20160013] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 10/21/2016] [Accepted: 10/24/2016] [Indexed: 12/29/2022]
Abstract
Biocontainment comprises any strategy applied to ensure that harmful organisms are confined to controlled laboratory conditions and not allowed to escape into the environment. Genetically engineered microorganisms (GEMs), regardless of the nature of the modification and how it was established, have potential human or ecological impact if accidentally leaked or voluntarily released into a natural setting. Although all evidence to date is that GEMs are unable to compete in the environment, the power of synthetic biology to rewrite life requires a pre-emptive strategy to tackle possible unknown risks. Physical containment barriers have proven effective but a number of strategies have been developed to further strengthen biocontainment. Research on complex genetic circuits, lethal genes, alternative nucleic acids, genome recoding and synthetic auxotrophies aim to design more effective routes towards biocontainment. Here, we describe recent advances in synthetic biology that contribute to the ongoing efforts to develop new and improved genetic, semantic, metabolic and mechanistic plans for the containment of GEMs.
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Affiliation(s)
- Leticia Torres
- Department of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT, U.K.
| | - Antje Krüger
- Department of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT, U.K
| | - Eszter Csibra
- Department of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT, U.K
| | - Edoardo Gianni
- Department of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT, U.K
| | - Vitor B Pinheiro
- Department of Structural and Molecular Biology, University College London, Gower Street, London, WC1E 6BT, U.K.
- Birkbeck, Department of Biological Sciences, University of London, Malet Street, WC1E 7HX, U.K
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