1
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Ogawa A, Fujikawa M, Onishi K, Takahashi H. Cell-Free Biosensors Based on Modular Eukaryotic Riboswitches That Function in One Pot at Ambient Temperature. ACS Synth Biol 2024; 13:2238-2245. [PMID: 38913391 DOI: 10.1021/acssynbio.4c00341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/25/2024]
Abstract
Artificial riboswitches responsive to user-defined analytes can be constructed by successfully inserting in vitro selected aptamers, which bind to the analytes, into untranslated regions of mRNA. Among them, eukaryotic riboswitches are more promising as biosensors than bacterial ones because they function well at ambient temperature. In addition, cell-free expression systems allow the broader use of these riboswitches as cell-free biosensors in an environmentally friendly manner without cellular limitations. The current best cell-free eukaryotic riboswitch regulates eukaryotic canonical translation initiation through self-cleavage mediated by an implanted analyte-responsive ribozyme (i.e., an aptazyme, an aptamer-ribozyme fusion). However, it has critical flaws as a sensor: due to the less-active ribozyme used, self-cleavage and translation reactions must be conducted separately and sequentially, and a different aptazyme has to be selected to change the analyte specificity, even if an aptamer for the next analyte is available. We here stepwise engineered novel types of cell-free eukaryotic riboswitches that harness highly active self-cleavage and thus require no reaction partitioning. Despite the single-step and one-pot reaction, these riboswitches showed higher analyte dose dependency and sensitivities than the current best cell-free eukaryotic riboswitch requiring multistep reactions. In addition, the analyte specificity can be changed in an extremely facile way, simply by aptamer substitution (and the subsequent simple fine-tuning for giant aptamers). Given that cell-free systems can be lyophilized for storage and transport, the present one-pot and thus easy-to-handle cell-free biosensors utilizing eukaryotic riboswitches are expected to be widely used for on-the-spot sensing of analytes at ambient temperature.
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Affiliation(s)
- Atsushi Ogawa
- Proteo-Science Center, Ehime University, 2-5 Bunkyo, Matsuyama ,Ehime 790-8577, Japan
| | - Masahiro Fujikawa
- Proteo-Science Center, Ehime University, 2-5 Bunkyo, Matsuyama ,Ehime 790-8577, Japan
| | - Kazuki Onishi
- Proteo-Science Center, Ehime University, 2-5 Bunkyo, Matsuyama ,Ehime 790-8577, Japan
| | - Hajime Takahashi
- Proteo-Science Center, Ehime University, 2-5 Bunkyo, Matsuyama ,Ehime 790-8577, Japan
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2
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Alfaro-Palma J, Johnston WA, Behrendorff J, Cui Z, Moradi SV, Alexandrov K. Development of Lyophilized Eukaryotic Cell-Free Protein Expression System Based on Leishmania tarentolae. ACS Synth Biol 2024; 13:449-456. [PMID: 38268082 DOI: 10.1021/acssynbio.3c00428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2024]
Abstract
Eukaryotic cell-free protein expression systems enable rapid production of recombinant multidomain proteins in their functional form. A cell-free system based on the rapidly growing protozoan Leishmania tarentolae (LTE) has been extensively used for protein engineering and analysis of protein interaction networks. However, like other eukaryotic cell-free systems, LTE deteriorates at ambient temperatures and requires deep freezing for transport and storage. In this study, we report the development of a lyophilized version of LTE. Use of lyoprotectants such as poly(ethylene glycol) and trehalose during the drying process allows retention of 76% of protein expression activity versus nonlyophilized controls. Lyophilized LTE is capable of withstanding storage at room temperature for over 2 weeks. We demonstrated that upon reconstitution the lyophilized LTE could be used for in vitro expression of active enzymes, analysis of protein-protein interactions by AlphaLISA assay, and functional analysis of protein biosensors. Development of lyophilized LTE lowers the barriers to its distribution and opens the door to its application in remote areas.
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Affiliation(s)
- Juan Alfaro-Palma
- ARC Centre of Excellence in Synthetic Biology, Centre for Agriculture and the Bioeconomy, School of Biology and Environmental Science, Queensland University of Technology, Brisbane, QLD 4001, Australia
| | - Wayne A Johnston
- ARC Centre of Excellence in Synthetic Biology, Centre for Agriculture and the Bioeconomy, School of Biology and Environmental Science, Queensland University of Technology, Brisbane, QLD 4001, Australia
| | - James Behrendorff
- ARC Centre of Excellence in Synthetic Biology, Centre for Agriculture and the Bioeconomy, School of Biology and Environmental Science, Queensland University of Technology, Brisbane, QLD 4001, Australia
- CSIRO Future Science Platform in Synthetic Biology, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Black Mountain, ACT 2601, Australia
| | - Zhenling Cui
- ARC Centre of Excellence in Synthetic Biology, Centre for Agriculture and the Bioeconomy, School of Biology and Environmental Science, Queensland University of Technology, Brisbane, QLD 4001, Australia
| | - Shayli Varasteh Moradi
- Protein Expression Facility, AIBN Building, The University of Queensland, St Lucia, QLD 4072, Australia
| | - Kirill Alexandrov
- ARC Centre of Excellence in Synthetic Biology, Centre for Agriculture and the Bioeconomy, School of Biology and Environmental Science, Queensland University of Technology, Brisbane, QLD 4001, Australia
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3
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Brooks R, Morici L, Sandoval N. Cell Free Bacteriophage Synthesis from Engineered Strains Improves Yield. ACS Synth Biol 2023; 12:2418-2431. [PMID: 37548960 PMCID: PMC10443043 DOI: 10.1021/acssynbio.3c00239] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Indexed: 08/08/2023]
Abstract
Phage therapy to treat life-threatening drug-resistant infections has been hampered by technical challenges in phage production. Cell-free bacteriophage synthesis (CFBS) can overcome the limitations of standard phage production methods by manufacturing phage virions in vitro. CFBS mimics intracellular phage assembly using transcription/translation machinery (TXTL) harvested from bacterial lysates and combined with reagents to synthesize proteins encoded by a phage genomic DNA template. These systems may enable rapid phage production and engineering to accelerate phages from bench-to-bedside. TXTL harvested from wild type or commonly used bacterial strains was not optimized for bacteriophage production. Here, we demonstrate that TXTL from genetically modified E. coli BL21 can be used to enhance phage T7 yields in vitro by CFBS. Expression of 18 E. coli BL21 genes was manipulated by inducible CRISPR interference (CRISPRi) mediated by nuclease deficient Cas12a from F. novicida (dFnCas12a) to identify genes implicated in T7 propagation as positive or negative effectors. Genes shown to have a significant effect were overexpressed (positive effectors) or repressed (negative effectors) to modify the genetic background of TXTL harvested for CFBS. Phage T7 CFBS yields were improved by up to 10-fold in vitro through overexpression of translation initiation factor IF-3 (infC) and small RNAs OxyS and CyaR and by repression of RecC subunit exonuclease RecBCD. Continued improvement of CFBS will mitigate phage manufacturing bottlenecks and lower hurdles to widespread adoption of phage therapy.
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Affiliation(s)
- Rani Brooks
- Interdisciplinary
Bioinnovation PhD Program, Tulane University, New Orleans, Louisiana 70118-5665, United
States
| | - Lisa Morici
- Department
of Microbiology and Immunology, Tulane University
School of Medicine, New Orleans, Louisiana 70112, United States
| | - Nicholas Sandoval
- Department
of Chemical and Biomolecular Engineering, Tulane University, New Orleans, Louisiana 70118, United States
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4
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Cell-free protein synthesis system for bioanalysis: Advances in methods and applications. Trends Analyt Chem 2023. [DOI: 10.1016/j.trac.2023.117015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
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5
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Williams AJ, Warfel KF, Desai P, Li J, Lee JJ, Wong DA, Nguyen PM, Qin Y, Sobol SE, Jewett MC, Chang YF, DeLisa MP. A low-cost recombinant glycoconjugate vaccine confers immunogenicity and protection against enterotoxigenic Escherichia coli infections in mice. Front Mol Biosci 2023; 10:1085887. [PMID: 36936989 PMCID: PMC10018396 DOI: 10.3389/fmolb.2023.1085887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 02/14/2023] [Indexed: 03/06/2023] Open
Abstract
Enterotoxigenic Escherichia coli (ETEC) is the primary etiologic agent of traveler's diarrhea and a major cause of diarrheal disease and death worldwide, especially in infants and young children. Despite significant efforts over the past several decades, an affordable vaccine that appreciably decreases mortality and morbidity associated with ETEC infection among children under the age of 5 years remains an unmet aspirational goal. Here, we describe robust, cost-effective biosynthetic routes that leverage glycoengineered strains of non-pathogenic E. coli or their cell-free extracts for producing conjugate vaccine candidates against two of the most prevalent O serogroups of ETEC, O148 and O78. Specifically, we demonstrate site-specific installation of O-antigen polysaccharides (O-PS) corresponding to these serogroups onto licensed carrier proteins using the oligosaccharyltransferase PglB from Campylobacter jejuni. The resulting conjugates stimulate strong O-PS-specific humoral responses in mice and elicit IgG antibodies that possess bactericidal activity against the cognate pathogens. We also show that one of the prototype conjugates decorated with serogroup O148 O-PS reduces ETEC colonization in mice, providing evidence of vaccine-induced mucosal protection. We anticipate that our bacterial cell-based and cell-free platforms will enable creation of multivalent formulations with the potential for broad ETEC serogroup protection and increased access through low-cost biomanufacturing.
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Affiliation(s)
- Asher J. Williams
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, United States
| | - Katherine F. Warfel
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute, Evanston, IL, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, United States
- Center for Synthetic Biology, Northwestern University, Technological Institute, Evanston, IL, United States
| | - Primit Desai
- Biochemistry, Molecular and Cell Biology, Cornell University, Ithaca, NY, United States
| | - Jie Li
- Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Jen-Jie Lee
- Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Derek A. Wong
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute, Evanston, IL, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, United States
- Center for Synthetic Biology, Northwestern University, Technological Institute, Evanston, IL, United States
| | - Phuong M. Nguyen
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, United States
| | - Yufan Qin
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, United States
| | - Sarah E. Sobol
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute, Evanston, IL, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, United States
- Center for Synthetic Biology, Northwestern University, Technological Institute, Evanston, IL, United States
| | - Michael C. Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute, Evanston, IL, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, United States
- Center for Synthetic Biology, Northwestern University, Technological Institute, Evanston, IL, United States
- Department of Bioengineering, Stanford University, Stanford, CA, United States
| | - Yung-Fu Chang
- Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, United States
| | - Matthew P. DeLisa
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, United States
- Biochemistry, Molecular and Cell Biology, Cornell University, Ithaca, NY, United States
- Cornell Institute of Biotechnology, Cornell University, Ithaca, NY, United States
- *Correspondence: Matthew P. DeLisa,
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6
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Sánchez-Costa M, López-Gallego F. Solid-Phase Cell-Free Protein Synthesis and Its Applications in Biotechnology. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2023; 185:21-46. [PMID: 37306703 DOI: 10.1007/10_2023_226] [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
Cell-free systems for the in vitro production of proteins have revolutionized the synthetic biology field. In the last decade, this technology is gaining momentum in molecular biology, biotechnology, biomedicine and even education. Materials science has burst into the field of in vitro protein synthesis to empower the value of existing tools and expand its applications. In this sense, the combination of solid materials (normally functionalized with different biomacromolecules) together with cell-free components has made this technology more versatile and robust. In this chapter, we discuss the combination of solid materials with DNA and transcription-translation machinery to synthesize proteins within compartments, to immobilize and purify in situ the nascent protein, to transcribe and transduce DNAs immobilized on solid surfaces, and the combination of all or some of these strategies.
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Affiliation(s)
- Mercedes Sánchez-Costa
- Heterogeneous Biocatalysis Laboratory, Center for Cooperative Research in Biomaterials (CIC biomaGUNE), Basque Research and Technology Alliance (BRTA), Donostia-San Sebastián, Spain
| | - Fernando López-Gallego
- Heterogeneous Biocatalysis Laboratory, Center for Cooperative Research in Biomaterials (CIC biomaGUNE), Basque Research and Technology Alliance (BRTA), Donostia-San Sebastián, Spain.
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7
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Warfel K, Williams A, Wong DA, Sobol SE, Desai P, Li J, Chang YF, DeLisa MP, Karim AS, Jewett MC. A Low-Cost, Thermostable, Cell-Free Protein Synthesis Platform for On-Demand Production of Conjugate Vaccines. ACS Synth Biol 2022; 12:95-107. [PMID: 36548479 PMCID: PMC9872175 DOI: 10.1021/acssynbio.2c00392] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Cell-free protein synthesis systems that can be lyophilized for long-term, non-refrigerated storage and transportation have the potential to enable decentralized biomanufacturing. However, increased thermostability and decreased reaction cost are necessary for further technology adoption. Here, we identify maltodextrin as an additive to cell-free reactions that can act as both a lyoprotectant to increase thermostability and a low-cost energy substrate. As a model, we apply optimized formulations to produce conjugate vaccines for ∼$0.50 per dose after storage at room temperature (∼22 °C) or 37 °C for up to 4 weeks, and ∼$1.00 per dose after storage at 50 °C for up to 4 weeks, with costs based on raw materials purchased at the laboratory scale. We show that these conjugate vaccines generate bactericidal antibodies against enterotoxigenic Escherichia coli (ETEC) O78 O-polysaccharide, a pathogen responsible for diarrheal disease, in immunized mice. We anticipate that our low-cost, thermostable cell-free glycoprotein synthesis system will enable new models of medicine biosynthesis and distribution that bypass cold-chain requirements.
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Affiliation(s)
- Katherine
F. Warfel
- Department
of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, Illinois 60208, United States,Chemistry
of Life Processes Institute, Northwestern
University, 2170 Campus
Drive, Evanston, Illinois 60208, United States,Center
for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological
Institute E136, Evanston, Illinois 60208, United States
| | - Asher Williams
- Robert
Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853 United States
| | - Derek A. Wong
- Department
of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, Illinois 60208, United States,Chemistry
of Life Processes Institute, Northwestern
University, 2170 Campus
Drive, Evanston, Illinois 60208, United States,Center
for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological
Institute E136, Evanston, Illinois 60208, United States
| | - Sarah E. Sobol
- Department
of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, Illinois 60208, United States,Chemistry
of Life Processes Institute, Northwestern
University, 2170 Campus
Drive, Evanston, Illinois 60208, United States,Center
for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological
Institute E136, Evanston, Illinois 60208, United States
| | - Primit Desai
- Biochemistry,
Molecular & Cell Biology, Cornell University, Ithaca, New York 14853 United States
| | - Jie Li
- Department
of Population Medicine and Diagnostic Sciences, College of Veterinary
Medicine, Cornell University, Ithaca, New York 14853, United States
| | - Yung-Fu Chang
- Department
of Population Medicine and Diagnostic Sciences, College of Veterinary
Medicine, Cornell University, Ithaca, New York 14853, United States
| | - Matthew P. DeLisa
- Robert
Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14853 United States,Biochemistry,
Molecular & Cell Biology, Cornell University, Ithaca, New York 14853 United States,Cornell
Institute of Biotechnology, Cornell University, Ithaca, New York 14853 United States
| | - Ashty S. Karim
- Department
of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, Illinois 60208, United States,Chemistry
of Life Processes Institute, Northwestern
University, 2170 Campus
Drive, Evanston, Illinois 60208, United States,Center
for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological
Institute E136, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Department
of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, Illinois 60208, United States,Chemistry
of Life Processes Institute, Northwestern
University, 2170 Campus
Drive, Evanston, Illinois 60208, United States,Center
for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological
Institute E136, Evanston, Illinois 60208, United States,Robert
H. Lurie Comprehensive Cancer Center, Northwestern
University, 676 North
Saint Clair Street, Suite 1200, Chicago, Illinois 60611, United States,Simpson
Querrey Institute, Northwestern University, 303 East Superior Street, Suite
11-131, Chicago, Illinois 60611, United States,. Phone: 1-847-497-5007
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8
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Romantseva E, Alperovich N, Ross D, Lund SP, Strychalski EA. Effects of DNA template preparation on variability in cell-free protein production. Synth Biol (Oxf) 2022; 7:ysac015. [PMID: 36046152 PMCID: PMC9425043 DOI: 10.1093/synbio/ysac015] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 07/01/2022] [Accepted: 08/12/2022] [Indexed: 08/08/2023] Open
Abstract
DNA templates for protein production remain an unexplored source of variability in the performance of cell-free expression (CFE) systems. To characterize this variability, we investigated the effects of two common DNA extraction methodologies, a postprocessing step and manual versus automated preparation on protein production using CFE. We assess the concentration of the DNA template, the quality of the DNA template in terms of physical damage and the quality of the DNA solution in terms of purity resulting from eight DNA preparation workflows. We measure the variance in protein titer and rate of protein production in CFE reactions associated with the biological replicate of the DNA template, the technical replicate DNA solution prepared with the same workflow and the measurement replicate of nominally identical CFE reactions. We offer practical guidance for preparing and characterizing DNA templates to achieve acceptable variability in CFE performance.
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Affiliation(s)
| | - Nina Alperovich
- National Institute of Standards and Technology, Gaithersburg, MD USA
| | - David Ross
- National Institute of Standards and Technology, Gaithersburg, MD USA
| | - Steven P Lund
- National Institute of Standards and Technology, Gaithersburg, MD USA
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9
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Jiang H, Wang J, Cong W, Huang Y, Ramezani M, Sarma A, Dokholyan NV, Mahdavi M, Kandemir MT. Predicting Protein-Ligand Docking Structure with Graph Neural Network. J Chem Inf Model 2022; 62:2923-2932. [PMID: 35699430 PMCID: PMC10279412 DOI: 10.1021/acs.jcim.2c00127] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Modern day drug discovery is extremely expensive and time consuming. Although computational approaches help accelerate and decrease the cost of drug discovery, existing computational software packages for docking-based drug discovery suffer from both low accuracy and high latency. A few recent machine learning-based approaches have been proposed for virtual screening by improving the ability to evaluate protein-ligand binding affinity, but such methods rely heavily on conventional docking software to sample docking poses, which results in excessive execution latencies. Here, we propose and evaluate a novel graph neural network (GNN)-based framework, MedusaGraph, which includes both pose-prediction (sampling) and pose-selection (scoring) models. Unlike the previous machine learning-centric studies, MedusaGraph generates the docking poses directly and achieves from 10 to 100 times speedup compared to state-of-the-art approaches, while having a slightly better docking accuracy.
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Affiliation(s)
- Huaipan Jiang
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Jian Wang
- Departments of Pharmacology and Biochemistry and Molecular Biology, Pennsylvania State College of Medicine, Hershey, Pennsylvania 17033, United States
| | - Weilin Cong
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Yihe Huang
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Morteza Ramezani
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Anup Sarma
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Nikolay V Dokholyan
- Departments of Pharmacology and Biochemistry and Molecular Biology, Pennsylvania State College of Medicine, Hershey, Pennsylvania 17033, United States
- Departments of Chemistry and Biomedical Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Mehrdad Mahdavi
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
| | - Mahmut T Kandemir
- Department of Computer Science and Engineering, Pennsylvania State University, State College, Pennsylvania 16802, United States
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10
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Shimane Y, Kuruma Y. Rapid and Facile Preparation of Giant Vesicles by the Droplet Transfer Method for Artificial Cell Construction. Front Bioeng Biotechnol 2022; 10:873854. [PMID: 35464723 PMCID: PMC9021372 DOI: 10.3389/fbioe.2022.873854] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 03/03/2022] [Indexed: 11/22/2022] Open
Abstract
Giant vesicles have been widely used for the bottom-up construction of artificial (or synthetic) cells and the physicochemical analysis of lipid membranes. Although methods for the formation of giant vesicles and the encapsulation of molecules within them have been established, a standardized protocol has not been shared among researchers including non-experts. Here we proposed a rapid and facile protocol that allows the formation of giant vesicles within 30 min. The quality of the giant vesicles encapsulating a cell-free protein expression system was comparable to that of the ones formed using a conventional method, in terms of the synthesis of both soluble and membrane proteins. We also performed protein synthesis in artificial cells using a lyophilized cell-free mixture and showed an equivalent level of protein synthesis. Our method could become a standard method for giant vesicle formation suited for artificial cell research.
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Affiliation(s)
- Yasuhiro Shimane
- Institute for Extra-cutting-edge Science and Technology Avant-garde Research (X-star), Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokosuka, Japan
- Research Institute of Industrial Technology, Toyo University, Saitama, Japan
| | - Yutetsu Kuruma
- Institute for Extra-cutting-edge Science and Technology Avant-garde Research (X-star), Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokosuka, Japan
- PRESTO, Japan Science and Technology Agency (JST), Saitama, Japan
- Graduate School of Nanobioscience, Yokohama City University, Yokohama, Japan
- *Correspondence: Yutetsu Kuruma,
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11
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Romantseva EF, Tack DS, Alperovich N, Ross D, Strychalski EA. Best Practices for DNA Template Preparation Toward Improved Reproducibility in Cell-Free Protein Production. Methods Mol Biol 2022; 2433:3-50. [PMID: 34985735 DOI: 10.1007/978-1-0716-1998-8_1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Performance variability is a common challenge in cell-free protein production and hinders a wider adoption of these systems for both research and biomanufacturing. While the inherent stochasticity and complexity of biology likely contributes to variability, other systematic factors may also play a role, including the source and preparation of the cell extract, the composition of the supplemental reaction buffer, the facility at which experiments are conducted, and the human operator (Cole et al. ACS Synth Biol 8:2080-2091, 2019). Variability in protein production could also arise from differences in the DNA template-specifically the amount of functional DNA added to a cell-free reaction and the quality of the DNA preparation in terms of contaminants and strand breakage. Here, we present protocols and suggest best practices optimized for DNA template preparation and quantitation for cell-free systems toward reducing variability in cell-free protein production.
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Affiliation(s)
| | - Drew S Tack
- National Institute of Standards and Technology, Gaithersburg, MD, USA
| | - Nina Alperovich
- National Institute of Standards and Technology, Gaithersburg, MD, USA
| | - David Ross
- National Institute of Standards and Technology, Gaithersburg, MD, USA
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12
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13
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Soltani M, Hunt JP, Bundy BC. Rapid RNase inhibitor production to enable low-cost, on-demand cell-free protein synthesis biosensor use in human body fluids. Biotechnol Bioeng 2021; 118:3973-3983. [PMID: 34185319 DOI: 10.1002/bit.27874] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 05/24/2021] [Accepted: 05/25/2021] [Indexed: 12/22/2022]
Abstract
Human body fluids contain biomarkers which are used extensively for prognostication, diagnosis, monitoring, and evaluation of different treatments for a variety of diseases and disorders. The application of biosensors based on cell-free protein synthesis (CFPS) offers numerous advantages including on-demand and at-home use for fast, accurate detection of a variety of biomarkers in human fluids at an affordable price. However, current CFPS-based biosensors use commercial RNase inhibitors to inhibit different RNases present in human fluids and this reagent is approximately 90% of the expense of these biosensors. Here the flexible nature of Escherichia coli-lysate-based CFPS was used for the first time to produce murine RNase Inhibitor (m-RI) and to optimize its soluble and active production by tuning reaction temperature, reaction time, reduced potential, and addition of GroEL/ES folding chaperons. Furthermore, RNase inhibition activity of m-RI with the highest activity and stability was determined against increasing amounts of three human fluids of serum, saliva, and urine (0%-100% v/v) in lyophilized CFPS reactions. To further demonstrate the utility of the CFPS-produced m-RI, a lyophilized saliva-based glutamine biosensor was demonstrated to effectively work with saliva samples. Overall, the use of CFPS-produced m-RI reduces the total reagent costs of CFPS-based biosensors used in human body fluids approximately 90%.
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Affiliation(s)
- Mehran Soltani
- Department of Chemical Engineering, Brigham Young University, Provo, Utah, USA
| | - J Porter Hunt
- Department of Chemical Engineering, Brigham Young University, Provo, Utah, USA
| | - Bradley C Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, Utah, USA
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14
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Hershewe JM, Warfel KF, Iyer SM, Peruzzi JA, Sullivan CJ, Roth EW, DeLisa MP, Kamat NP, Jewett MC. Improving cell-free glycoprotein synthesis by characterizing and enriching native membrane vesicles. Nat Commun 2021; 12:2363. [PMID: 33888690 PMCID: PMC8062659 DOI: 10.1038/s41467-021-22329-3] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Accepted: 03/08/2021] [Indexed: 02/02/2023] Open
Abstract
Cell-free gene expression (CFE) systems from crude cellular extracts have attracted much attention for biomanufacturing and synthetic biology. However, activating membrane-dependent functionality of cell-derived vesicles in bacterial CFE systems has been limited. Here, we address this limitation by characterizing native membrane vesicles in Escherichia coli-based CFE extracts and describing methods to enrich vesicles with heterologous, membrane-bound machinery. As a model, we focus on bacterial glycoengineering. We first use multiple, orthogonal techniques to characterize vesicles and show how extract processing methods can be used to increase concentrations of membrane vesicles in CFE systems. Then, we show that extracts enriched in vesicle number also display enhanced concentrations of heterologous membrane protein cargo. Finally, we apply our methods to enrich membrane-bound oligosaccharyltransferases and lipid-linked oligosaccharides for improving cell-free N-linked and O-linked glycoprotein synthesis. We anticipate that these methods will facilitate on-demand glycoprotein production and enable new CFE systems with membrane-associated activities.
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Affiliation(s)
- Jasmine M Hershewe
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Katherine F Warfel
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Shaelyn M Iyer
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Justin A Peruzzi
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
| | - Claretta J Sullivan
- Air Force Research Laboratory, Materials and Manufacturing Directorate, Wright-Patterson Air Force Base, Dayton, OH, 45433, USA
| | - Eric W Roth
- Northwestern University Atomic and Nanoscale Characterization and Experimentation (NUANCE) Center, Tech Institute A/B Wing A173, Evanston, IL, 60208, USA
| | - Matthew P DeLisa
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, 14853, USA
- Nancy E. and Peter C. Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Biomedical and Biological Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, 14853, USA
| | - Neha P Kamat
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA
- Department of Biomedical Engineering, Northwestern University, Technological Institute E310, Evanston, IL, 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA.
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL, 60208, USA.
- Center for Synthetic Biology, Northwestern University, Technological Institute E136, Evanston, IL, 60208, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, 60611, USA.
- Simpson Querrey Institute, Northwestern University, Chicago, IL, 60611, USA.
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15
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16
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Palazzo A, Marsano RM. Transposable elements: a jump toward the future of expression vectors. Crit Rev Biotechnol 2021; 41:792-808. [PMID: 33622117 DOI: 10.1080/07388551.2021.1888067] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Expression vectors (EVs) are artificial nucleic acid molecules with a modular structure that allows for the transcription of DNA sequences of interest in either cellular or cell-free environments. These vectors have emerged as cross-disciplinary tools with multiple applications in an expanding Life Sciences market. The cis-regulatory sequences (CRSs) that control the transcription in EVs are typically sourced from either viruses or from characterized genes. However, the recent advancement in transposable elements (TEs) technology provides attractive alternatives that may enable a significant improvement in the design of EVs. Commonly known as "jumping genes," due to their ability to move between genetic loci, TEs are constitutive components of both eukaryotic and prokaryotic genomes. TEs harbor native CRSs that allow the regulated transcription of transposition-related genes. However, some TE-related CRSs display striking characteristics, which provides the opportunity to reconsider TEs as lead actors in the design of EVs. In this article, we provide a synopsis of the transcriptional control elements commonly found in EVs together with an extensive discussion of their advantages and limitations. We also highlight the latest findings that may allow for the implementation of TE-derived sequences in the EVs feasible, possibly improving existing vectors. By introducing this new concept of TEs as a source of regulatory sequences, we aim to stimulate a profitable discussion of the potential advantages and benefits of developing a new generation of EVs based on the use of TE-derived control sequences.
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Affiliation(s)
- Antonio Palazzo
- Laboratory of Translational Nanotechnology, "Istituto Tumori Giovanni Paolo II" I.R.C.C.S, Bari, Italy
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17
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Cole SD, Miklos AE, Chiao AC, Sun ZZ, Lux MW. Methodologies for preparation of prokaryotic extracts for cell-free expression systems. Synth Syst Biotechnol 2020; 5:252-267. [PMID: 32775710 PMCID: PMC7398980 DOI: 10.1016/j.synbio.2020.07.006] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 07/22/2020] [Accepted: 07/23/2020] [Indexed: 12/19/2022] Open
Abstract
Cell-free systems that mimic essential cell functions, such as gene expression, have dramatically expanded in recent years, both in terms of applications and widespread adoption. Here we provide a review of cell-extract methods, with a specific focus on prokaryotic systems. Firstly, we describe the diversity of Escherichia coli genetic strains available and their corresponding utility. We then trace the history of cell-extract methodology over the past 20 years, showing key improvements that lower the entry level for new researchers. Next, we survey the rise of new prokaryotic cell-free systems, with associated methods, and the opportunities provided. Finally, we use this historical perspective to comment on the role of methodology improvements and highlight where further improvements may be possible.
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Affiliation(s)
- Stephanie D. Cole
- US Army Combat Capabilities Development Command Chemical Biological Center, 8567 Ricketts Point Road, Aberdeen Proving Ground, MD, 21010, USA
| | - Aleksandr E. Miklos
- US Army Combat Capabilities Development Command Chemical Biological Center, 8567 Ricketts Point Road, Aberdeen Proving Ground, MD, 21010, USA
| | - Abel C. Chiao
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
- Synvitrobio Inc., San Francisco, CA, USA
| | - Zachary Z. Sun
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
- Synvitrobio Inc., San Francisco, CA, USA
| | - Matthew W. Lux
- US Army Combat Capabilities Development Command Chemical Biological Center, 8567 Ricketts Point Road, Aberdeen Proving Ground, MD, 21010, USA
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18
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19
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Development of a robust Escherichia coli-based cell-free protein synthesis application platform. Biochem Eng J 2020; 165:107830. [PMID: 33100890 PMCID: PMC7568173 DOI: 10.1016/j.bej.2020.107830] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 09/30/2020] [Accepted: 10/13/2020] [Indexed: 02/07/2023]
Abstract
A robust cell-free protein synthesis platform has been developed. Engineering strategies were explored to improve the synthesis efficiency. The platform has been applied in prototyping, screening and on-demand synthesis.
Since the cell-free protein synthesis system is not limited by the cell growth, all the substrates are used to produce the protein of interest, and the reaction environment can be flexibly controlled. All the advantages allow it to synthesize toxic proteins, membrane proteins, and unnatural proteins that are difficult to make in vivo. However, one typical reason why the cell-free system has not been widely accepted as a practical alternative, is its expression efficiency problem. The Escherichia coli-based system was chosen in this study, and the model protein deGFP was expressed to explore a more efficient cell-free system. The results showed that Mg2+ with a concentration of 15 mM in the cell-free system with BL21 Star (DE3) as the extract could better synthesize protein. The smaller the vectors, the lighter the burden, the higher the protein synthesis. Simulating the crowding effect in the cell does not improve the protein expression efficiency of the optimized cell-free protein synthesis system. Based on the optimized system, the cell-free fundamental research platform, primary screening platform, and portable biomolecular synthesis platform were established. This study provides a robust cell-free protein synthesis toolbox with easy extract preparation and high protein yield. It also enables more researchers to reap the benefits from the cell-free biosynthesis platform.
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20
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Guo X, Zhu Y, Bai L, Yang D. The Protection Role of Magnesium Ions on Coupled Transcription and Translation in Lyophilized Cell-Free System. ACS Synth Biol 2020; 9:856-863. [PMID: 32216368 DOI: 10.1021/acssynbio.9b00508] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Cell-free protein synthesis (CFPS) is a promising platform for protein engineering and synthetic biology. The storage of a CFPS system usually involves lyophilization, during which preventing the conformational damage of involved enzymes is critical to the activity. Herein, we report the protection role of magnesium ions on coupled transcription and translation in a lyophilized cell-free system. Mg2+ prevents the inactivation of the CFPS system from direct colyophilization of enzymes and substrates (nucleotides, and amino acids), and furthermore activates the CFPS system. We propose two-metal-ion regulation of Mg2+: Mg2+ (I) acts as an allosteric role for enzymes to prevent the conformational damage of enzymes from direct binding with substrates during lyophilization which locks up inactive enzyme-substrate complex; Mg2+ (II) consequently binds to enzymes to activate the CFPS system. Our work provides important implications for maximizing protein yields by using a cell-free system in protein engineering and understanding the functions of Mg2+ in biological systems.
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Affiliation(s)
- Xiaocui Guo
- Frontier Science Center for Synthetic Biology, Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300350, P. R. China
| | - Yi Zhu
- Frontier Science Center for Synthetic Biology, Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300350, P. R. China
| | - Lihui Bai
- Frontier Science Center for Synthetic Biology, Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300350, P. R. China
| | - Dayong Yang
- Frontier Science Center for Synthetic Biology, Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300350, P. R. China
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21
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Hunt JP, Wilding KM, Barnett RJ, Robinson H, Soltani M, Cho JE, Bundy BC. Engineering Cell‐Free Protein Synthesis for High‐Yield Production and Human Serum Activity Assessment of Asparaginase: Toward On‐Demand Treatment of Acute Lymphoblastic Leukemia. Biotechnol J 2020; 15:e1900294. [DOI: 10.1002/biot.201900294] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 11/13/2019] [Indexed: 12/22/2022]
Affiliation(s)
- J. Porter Hunt
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - Kristen M. Wilding
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - R. Jordan Barnett
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - Hannah Robinson
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - Mehran Soltani
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - Jae Eun Cho
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
| | - Bradley C. Bundy
- Department of Chemical Engineering Brigham Young University Provo UT 84602 USA
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22
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Hunt JP, Zhao EL, Soltani M, Frei M, Nelson JAD, Bundy BC. Streamlining the preparation of "endotoxin-free" ClearColi cell extract with autoinduction media for cell-free protein synthesis of the therapeutic protein crisantaspase. Synth Syst Biotechnol 2019; 4:220-224. [PMID: 31890926 PMCID: PMC6926305 DOI: 10.1016/j.synbio.2019.11.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 11/26/2019] [Accepted: 11/28/2019] [Indexed: 11/29/2022] Open
Abstract
An "endotoxin-free" E. coli-based cell-free protein synthesis system has been reported to produce therapeutic proteins rapidly and on-demand. However, preparation of the most complex CFPS reagent - the cell extract - remains time-consuming and labor-intensive because of the relatively slow growth kinetics of the endotoxin-free ClearColiTMBL21(DE3) strain. Here we report a streamlined procedure for preparing E. coli cell extract from ClearColi™ using auto-induction media. In this work, the term auto-induction describes cell culture media which eliminates the need for manual induction of protein expression. Culturing Clearcoli™ cells in autoinduction media significantly reduces the hands-on time required during extract preparation, and the resulting "endotoxin-free" cell extract maintained the same cell-free protein synthesis capability as extract produced with traditional induction as demonstrated by the high-yield expression of crisantaspase, an FDA approved leukemia therapeutic. It is anticipated that this work will lower the barrier for researchers to enter the field and use this technology as the method to produce endotoxin-free E. coli-based extract for CFPS.
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Affiliation(s)
| | | | | | | | | | - Bradley C. Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
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23
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Des Soye BJ, Gerbasi VR, Thomas PM, Kelleher NL, Jewett MC. A Highly Productive, One-Pot Cell-Free Protein Synthesis Platform Based on Genomically Recoded Escherichia coli. Cell Chem Biol 2019; 26:1743-1754.e9. [PMID: 31706984 DOI: 10.1016/j.chembiol.2019.10.008] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Revised: 06/05/2019] [Accepted: 10/18/2019] [Indexed: 12/26/2022]
Abstract
The site-specific incorporation of non-canonical amino acids (ncAAs) into proteins via amber suppression provides access to novel protein properties, structures, and functions. Historically, poor protein expression yields resulting from release factor 1 (RF1) competition has limited this technology. To address this limitation, we develop a high-yield, one-pot cell-free platform for synthesizing proteins bearing ncAAs based on genomically recoded Escherichia coli lacking RF1. A key feature of this platform is the independence on the addition of purified T7 DNA-directed RNA polymerase (T7RNAP) to catalyze transcription. Extracts derived from our final strain demonstrate high productivity, synthesizing 2.67 ± 0.06 g/L superfolder GFP in batch mode without supplementation of purified T7RNAP. Using an optimized one-pot platform, we demonstrate multi-site incorporation of the ncAA p-acetyl-L-phenylalanine into an elastin-like polypeptide with high accuracy of incorporation and yield. Our work has implications for chemical and synthetic biology.
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Affiliation(s)
- Benjamin J Des Soye
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL 60208, USA; Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Vincent R Gerbasi
- Proteomics Center of Excellence, Northwestern University, Evanston, IL 60208, USA
| | - Paul M Thomas
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA; Proteomics Center of Excellence, Northwestern University, Evanston, IL 60208, USA; Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA
| | - Neil L Kelleher
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL 60208, USA; Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA; Proteomics Center of Excellence, Northwestern University, Evanston, IL 60208, USA; Department of Chemistry, Northwestern University, Evanston, IL 60208, USA; Department of Molecular Biosciences, Northwestern University, Evanston, IL 60208, USA; Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL 60611, USA
| | - Michael C Jewett
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL 60208, USA; Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA; Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA; Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL 60611, USA; Simpson Querrey Institute, Northwestern University, Chicago, IL 60611, USA.
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24
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Tamiev D, Lantz A, Vezeau G, Salis H, Reuel NF. Controlling Heterogeneity and Increasing Titer from Riboswitch-Regulated Bacillus subtilis Spores for Time-Delayed Protein Expression Applications. ACS Synth Biol 2019; 8:2336-2346. [PMID: 31490060 DOI: 10.1021/acssynbio.9b00163] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Sporulated cells have potential as time-delayed expression chassis of proteins for applications such as "on-demand" biologics production, whole cell biosensors, or oral vaccines. However, the desired attributes of high expression rates and low product variances are difficult to maintain from germinated spores. In this work, we study the effect of an integrating vs theta-replicating plasmid in a wild-type Bacillus subtilis and two PolY mutants. The cells were engineered to produce a fluorescent reporter protein (RFP) under the control of a riboswitch activated by theophylline. This allowed for greater sensitivity to point mutations. The fluorescence and cell-growth curves were fit with a custom kinetic model, and a peak kinetic rate (LKPmax) was extracted for each clonal population (n = 30 for all cell, vector, and growth combinations). Plasmid-based expression yields higher (8.7×) expression rates because of an increased copy number of the expression cassette (10× over integrated). The variance of LKPmax values increased 2.1× after sporulation for the wild-type strain. This increase in variance from sporulation is very similar to what is observed with UV exposure. This effect can be partially mitigated by the use of PolY knockouts observed in suspended cell growths and adherent biofilms.
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Affiliation(s)
- Denis Tamiev
- Department of Biochemistry Biophysics and Molecular Biology, Iowa State University, Ames, Iowa 50011, United States
| | - Alyssa Lantz
- Department of Biochemistry Biophysics and Molecular Biology, Iowa State University, Ames, Iowa 50011, United States
| | - Grace Vezeau
- Department of Chemical Engineering, Agricultural and Biological Engineering, Penn State University, University Park, Pennsylvania 16802, United States
| | - Howard Salis
- Department of Chemical Engineering, Agricultural and Biological Engineering, Penn State University, University Park, Pennsylvania 16802, United States
| | - Nigel F. Reuel
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
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25
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Garenne D, Noireaux V. Cell-free transcription–translation: engineering biology from the nanometer to the millimeter scale. Curr Opin Biotechnol 2019; 58:19-27. [DOI: 10.1016/j.copbio.2018.10.007] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 10/14/2018] [Indexed: 01/01/2023]
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26
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Yang SO, Nielsen GH, Wilding KM, Cooper MA, Wood DW, Bundy BC. Towards On-Demand E. coli-Based Cell-Free Protein Synthesis of Tissue Plasminogen Activator. Methods Protoc 2019. [PMCID: PMC6632163 DOI: 10.3390/mps2020052] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Stroke is the leading cause of death with over 5 million deaths worldwide each year. About 80% of strokes are ischemic strokes caused by blood clots. Tissue plasminogen activator (tPa) is the only FDA-approved drug to treat ischemic stroke with a wholesale price over $6000. tPa is now off patent although no biosimilar has been developed. The production of tPa is complicated by the 17 disulfide bonds that exist in correctly folded tPA. Here, we present an Escherichia coli-based cell-free protein synthesis platform for tPa expression and report conditions which resulted in the production of active tPa. While the activity is below that of commercially available tPa, this work demonstrates the potential of cell-free expression systems toward the production of future biosimilars. The E. coli-based cell-free system is increasingly becoming an attractive platform for low-cost biosimilar production due to recent developments which enable production from shelf-stable lyophilized reagents, the removal of endotoxins from the reagents to prevent the risk of endotoxic shock, and rapid on-demand production in hours.
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Affiliation(s)
- Seung-Ook Yang
- Department of Chemical Engineering, Brigham Young University, Provo, UT 84602, USA; (S.-O.Y.); (G.H.N.); (K.M.W.)
| | - Gregory H. Nielsen
- Department of Chemical Engineering, Brigham Young University, Provo, UT 84602, USA; (S.-O.Y.); (G.H.N.); (K.M.W.)
| | - Kristen M. Wilding
- Department of Chemical Engineering, Brigham Young University, Provo, UT 84602, USA; (S.-O.Y.); (G.H.N.); (K.M.W.)
| | - Merideth A. Cooper
- Department of Chemical and Biomolecular Engineering, Ohio State University, Columbus, OH 43210, USA; (M.A.C.); (D.W.W.)
| | - David W. Wood
- Department of Chemical and Biomolecular Engineering, Ohio State University, Columbus, OH 43210, USA; (M.A.C.); (D.W.W.)
| | - Bradley C. Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, UT 84602, USA; (S.-O.Y.); (G.H.N.); (K.M.W.)
- Correspondence:
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27
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Lim HJ, Kim DM. Cell-Free Metabolic Engineering: Recent Developments and Future Prospects. Methods Protoc 2019; 2:mps2020033. [PMID: 31164613 PMCID: PMC6632161 DOI: 10.3390/mps2020033] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 04/21/2019] [Accepted: 04/24/2019] [Indexed: 02/03/2023] Open
Abstract
Due to the ongoing crises of fossil fuel depletion, climate change, and environmental pollution, microbial processes are increasingly considered as a potential alternative for cleaner and more efficient production of the diverse chemicals required for modern civilization. However, many issues, including low efficiency of raw material conversion and unintended release of genetically modified microorganisms into the environment, have limited the use of bioprocesses that rely on recombinant microorganisms. Cell-free metabolic engineering is emerging as a new approach that overcomes the limitations of existing cell-based systems. Instead of relying on metabolic processes carried out by living cells, cell-free metabolic engineering harnesses the metabolic activities of cell lysates in vitro. Such approaches offer several potential benefits, including operational simplicity, high conversion yield and productivity, and prevention of environmental release of microorganisms. In this article, we review the recent progress in this field and discuss the prospects of this technique as a next-generation bioconversion platform for the chemical industry.
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Affiliation(s)
- Hye Jin Lim
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon 34134, Korea.
| | - Dong-Myung Kim
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon 34134, Korea.
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28
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Jin X, Kightlinger W, Hong SH. Optimizing Cell-Free Protein Synthesis for Increased Yield and Activity of Colicins. Methods Protoc 2019; 2:28. [PMID: 36358105 PMCID: PMC6632115 DOI: 10.3390/mps2020028] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 04/02/2019] [Accepted: 04/03/2019] [Indexed: 12/19/2022] Open
Abstract
Colicins are antimicrobial proteins produced by Escherichia coli that hold great promise as viable complements or alternatives to antibiotics. Cell-free protein synthesis (CFPS) is a useful production platform for toxic proteins because it eliminates the need to maintain cell viability, a common problem in cell-based production. Previously, we demonstrated that colicins produced by CFPS based on crude Escherichia coli lysates are effective in eradicating antibiotic-tolerant bacteria known as persisters. However, we also found that some colicins have poor solubility or low cell-killing activity. In this study, we improved the solubility of colicin M from 16% to nearly 100% by producing it in chaperone-enriched E. coli extracts, resulting in enhanced cell-killing activity. We also improved the cytotoxicity of colicin E3 by adding or co-expressing the E3 immunity protein during the CFPS reaction, suggesting that the E3 immunity protein enhances colicin E3 activity in addition to protecting the host strain. Finally, we confirmed our previous finding that active colicins can be rapidly synthesized by observing colicin E1 production over time in CFPS. Within three hours of CFPS incubation, colicin E1 reached its maximum production yield and maintained high cytotoxicity during longer incubations up to 20 h. Taken together, our findings indicate that colicin production can be easily optimized for improved solubility and activity using the CFPS platform.
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Affiliation(s)
- Xing Jin
- Department of Chemical and Biological Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA;
| | - Weston Kightlinger
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA;
| | - Seok Hoon Hong
- Department of Chemical and Biological Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA;
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29
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Gregorio NE, Levine MZ, Oza JP. A User's Guide to Cell-Free Protein Synthesis. Methods Protoc 2019; 2:E24. [PMID: 31164605 PMCID: PMC6481089 DOI: 10.3390/mps2010024] [Citation(s) in RCA: 126] [Impact Index Per Article: 25.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 03/05/2019] [Accepted: 03/06/2019] [Indexed: 02/06/2023] Open
Abstract
Cell-free protein synthesis (CFPS) is a platform technology that provides new opportunities for protein expression, metabolic engineering, therapeutic development, education, and more. The advantages of CFPS over in vivo protein expression include its open system, the elimination of reliance on living cells, and the ability to focus all system energy on production of the protein of interest. Over the last 60 years, the CFPS platform has grown and diversified greatly, and it continues to evolve today. Both new applications and new types of extracts based on a variety of organisms are current areas of development. However, new users interested in CFPS may find it challenging to implement a cell-free platform in their laboratory due to the technical and functional considerations involved in choosing and executing a platform that best suits their needs. Here we hope to reduce this barrier to implementing CFPS by clarifying the similarities and differences amongst cell-free platforms, highlighting the various applications that have been accomplished in each of them, and detailing the main methodological and instrumental requirement for their preparation. Additionally, this review will help to contextualize the landscape of work that has been done using CFPS and showcase the diversity of applications that it enables.
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Affiliation(s)
- Nicole E Gregorio
- Center for Applications in Biotechnology, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
- Department of Chemistry and Biochemistry, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
| | - Max Z Levine
- Center for Applications in Biotechnology, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
| | - Javin P Oza
- Center for Applications in Biotechnology, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
- Department of Chemistry and Biochemistry, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
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A decade of Nucleic Acid Programmable Protein Arrays (NAPPA) availability: News, actors, progress, prospects and access. J Proteomics 2018; 198:27-35. [PMID: 30553075 DOI: 10.1016/j.jprot.2018.12.007] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Revised: 12/04/2018] [Accepted: 12/10/2018] [Indexed: 12/29/2022]
Abstract
Understanding the dynamic of the proteome is a critical challenge because it requires high sensitive methodologies in high-throughput formats in order to decipher its modifications and complexity. While molecular biology provides relevant information about cell physiology that may be reflected in post-translational changes, High-Throughput (HT) experimental proteomic techniques are essential to provide valuable functional information of the proteins, peptides and the interconnections between them. Hence, many methodological developments and innovations have been reported during the last decade. To study more dynamic protein networks and fine interactions, Nucleic Acid Programmable Protein Arrays (NAPPA) was introduced a decade ago. The tool is rapidly maturing and serving as a gateway to characterize biological systems and diseases thanks primarily to its accuracy, reproducibility, throughput and flexibility. Currently, NAPPA technology has proved successful in several research areas adding valuable information towards innovative diagnostic and therapeutic applications. Here, the basic and latest advances within this modern technology in basic, translational research are reviewed, in addition to presenting its exciting new directions. Our final goal is to encourage more scientists/researchers to incorporate this method, which can help to remove bottlenecks in their particular research or biomedical projects. SIGNIFICANCE: Nucleic Acid Programmable Protein Arrays (NAPPA) is becoming an essential tool for functional proteomics and protein-protein interaction studies. The technology impacts decisively on projects aiming massive screenings and the latest innovations like the multiplexing capability or printing consistency make this a promising method to be integrated in novel and combinatorial proteomic approaches.
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Bundy BC, Hunt JP, Jewett MC, Swartz JR, Wood DW, Frey DD, Rao G. Cell-free biomanufacturing. Curr Opin Chem Eng 2018. [DOI: 10.1016/j.coche.2018.10.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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Soltani M, Davis BR, Ford H, Nelson JAD, Bundy BC. Reengineering cell-free protein synthesis as a biosensor: Biosensing with transcription, translation, and protein-folding. Biochem Eng J 2018. [DOI: 10.1016/j.bej.2018.06.014] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
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Des Soye BJ, Davidson SR, Weinstock MT, Gibson DG, Jewett MC. Establishing a High-Yielding Cell-Free Protein Synthesis Platform Derived from Vibrio natriegens. ACS Synth Biol 2018; 7:2245-2255. [PMID: 30107122 DOI: 10.1021/acssynbio.8b00252] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
A new wave of interest in cell-free protein synthesis (CFPS) systems has shown their utility for producing proteins at high titers, establishing genetic regulatory element libraries ( e.g., promoters, ribosome binding sites) in nonmodel organisms, optimizing biosynthetic pathways before implementation in cells, and sensing biomarkers for diagnostic applications. Unfortunately, most previous efforts have focused on a select few model systems, such as Escherichia coli. Broadening the spectrum of organisms used for CFPS promises to better mimic host cell processes in prototyping applications and open up new areas of research. Here, we describe the development and characterization of a facile CFPS platform based on lysates derived from the fast-growing bacterium Vibrio natriegens, which is an emerging host organism for biotechnology. We demonstrate robust preparation of highly active extracts using sonication, without specialized and costly equipment. After optimizing the extract preparation procedure and cell-free reaction conditions, we show synthesis of 1.6 ± 0.05 g/L of superfolder green fluorescent protein in batch mode CFPS, making it competitive with existing E. coli CFPS platforms. To showcase the flexibility of the system, we demonstrate that it can be lyophilized and retain biosynthesis capability, that it is capable of producing antimicrobial peptides, and that our extract preparation procedure can be coupled with the recently described Vmax Express strain in a one-pot system. Finally, to further increase system productivity, we explore a knockout library in which putative negative effectors of CFPS are genetically removed from the source strain. Our V. natriegens-derived CFPS platform is versatile and simple to prepare and use. We expect it will facilitate expansion of CFPS systems into new laboratories and fields for compelling applications in synthetic biology.
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Affiliation(s)
| | | | | | - Daniel G. Gibson
- Synthetic Genomics, Inc., La Jolla, California 92037, United States
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Bhadra S, Pothukuchy A, Shroff R, Cole AW, Byrom M, Ellefson JW, Gollihar JD, Ellington AD. Cellular reagents for diagnostics and synthetic biology. PLoS One 2018; 13:e0201681. [PMID: 30110361 PMCID: PMC6093680 DOI: 10.1371/journal.pone.0201681] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Accepted: 07/19/2018] [Indexed: 11/18/2022] Open
Abstract
We have found that the overproduction of enzymes in bacteria followed by their lyophilization leads to 'cellular reagents' that can be directly used to carry out numerous molecular biology reactions. We demonstrate the use of cellular reagents in a variety of molecular diagnostics, such as TaqMan qPCR with no diminution in sensitivity, and in synthetic biology cornerstones such as the Gibson assembly of DNA fragments, where new plasmids can be constructed solely based on adding cellular reagents. Cellular reagents have significantly reduced complexity and cost of production, storage and implementation, features that should facilitate accessibility and use in resource-poor conditions.
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Affiliation(s)
- Sanchita Bhadra
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Arti Pothukuchy
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Raghav Shroff
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Austin W. Cole
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Michelle Byrom
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Jared W. Ellefson
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Jimmy D. Gollihar
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
| | - Andrew D. Ellington
- Department of Molecular Biosciences, College of Natural Sciences, The University of Texas at Austin, Austin, TX, United States of America
- * E-mail:
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35
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Salehi ASM, Yang SO, Earl CC, Shakalli Tang MJ, Porter Hunt J, Smith MT, Wood DW, Bundy BC. Biosensing estrogenic endocrine disruptors in human blood and urine: A RAPID cell-free protein synthesis approach. Toxicol Appl Pharmacol 2018; 345:19-25. [PMID: 29499249 DOI: 10.1016/j.taap.2018.02.016] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2017] [Revised: 01/26/2018] [Accepted: 02/23/2018] [Indexed: 11/30/2022]
Abstract
Many diseases and disorders are linked to exposure to endocrine disrupting chemicals (EDCs) that mimic the function of natural estrogen hormones. Here we present a Rapid Adaptable Portable In-vitro Detection biosensor platform (RAPID) for detecting chemicals that interact with the human estrogen receptor β (hERβ). This biosensor consists of an allosteric fusion protein, which is expressed using cell-free protein synthesis technology and is directly assayed by a colorimetric response. The resultant biosensor successfully detected known EDCs of hERβ (BPA, E2, and DPN) at similar or better detection range than an analogous cell-based biosensor, but in a fraction of time. We also engineered cell-free protein synthesis reactions with RNAse inhibitors to increase production yields in the presence of human blood and urine. The RAPID biosensor successfully detects EDCs in these human samples in the presence of RNAse inhibitors. Engineered cell-free protein synthesis facilitates the use of protein biosensors in complex sample matrices without cumbersome protein purification.
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Affiliation(s)
- Amin S M Salehi
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
| | - Seung Ook Yang
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
| | - Conner C Earl
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
| | - Miriam J Shakalli Tang
- Department of Chemical and Biomolecular Engineering, Ohio State University, Columbus, OH, USA
| | - J Porter Hunt
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
| | - Mark T Smith
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA
| | - David W Wood
- Department of Chemical and Biomolecular Engineering, Ohio State University, Columbus, OH, USA.
| | - Bradley C Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, UT, USA.
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36
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Wilding KM, Schinn SM, Long EA, Bundy BC. The emerging impact of cell-free chemical biosynthesis. Curr Opin Biotechnol 2018; 53:115-121. [PMID: 29310029 DOI: 10.1016/j.copbio.2017.12.019] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 12/16/2017] [Accepted: 12/19/2017] [Indexed: 02/07/2023]
Abstract
Biomanufacturing has emerged as a promising alternative to chemocatalysis for green, renewable, complex synthesis of biofuels, medicines, and fine chemicals. Cell-free chemical biosynthesis offers additional advantages over in vivo production, enabling plug-and-play assembly of separately produced enzymes into an optimal cascade, versatile reaction conditions, and direct access to the reaction environment. In order for these advantages to be realized on the larger scale of industry, strategies are needed to reduce costs of biocatalyst generation, improve biocatalyst stability, and enable economically sustainable continuous cascade operation. Here we overview the advantages and remaining challenges of applying cell-free chemical biosynthesis for commodity production, and discuss recent advances in cascade engineering, enzyme immobilization, and enzyme encapsulation which constitute important steps towards addressing these challenges.
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Affiliation(s)
- Kristen M Wilding
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Song-Min Schinn
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Emily A Long
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Bradley C Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States.
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37
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Hunt JP, Schinn SM, Jones MD, Bundy BC. Rapid, portable detection of endocrine disrupting chemicals through ligand-nuclear hormone receptor interactions. Analyst 2017; 142:4595-4600. [DOI: 10.1039/c7an01540b] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Recent advances in biosensing technology are enabling rapid and portable detection of nuclear hormone receptor ligand endocrine disrupting chemicals.
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Affiliation(s)
- J. Porter Hunt
- Department of Chemical Engineering
- Brigham Young University
- Provo
- USA
| | - Song-Min Schinn
- Department of Chemical Engineering
- Brigham Young University
- Provo
- USA
| | - Matthew D. Jones
- Department of Chemical Engineering
- Brigham Young University
- Provo
- USA
| | - Bradley C. Bundy
- Department of Chemical Engineering
- Brigham Young University
- Provo
- USA
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