Quantitative modeling of transcription and translation of an all-E. coli cell-free system

Cell-free transcription-translation (TXTL) is expanding as a polyvalent experimental platform to engineer biological systems outside living organisms. As the number of TXTL applications and users is rapidly growing, some aspects of this technology could be better characterized to provide a broader description of its basic working mechanisms. In particular, developing simple quantitative biophysical models that grasp the different regimes of in vitro gene expression, using relevant kinetic constants and concentrations of molecular components, remains insufficiently examined. In this work, we present an ODE (Ordinary Differential Equation)-based model of the expression of a reporter gene in an all E. coli TXTL that we apply to a set of regulatory elements spanning several orders of magnitude in strengths, far beyond the T7 standard system used in most of the TXTL platforms. Several key biochemical constants are experimentally determined through fluorescence assays. The robustness of the model is tested against the experimental parameters, and limitations of TXTL resources are described. We establish quantitative references between the performance of E. coli and synthetic promoters and ribosome binding sites. The model and the data should be useful for the TXTL community interested either in gene network engineering or in biomanufacturing beyond the conventional platforms relying on phage transcription.

[1]  P. Dennis,et al.  Cytoplasmic RNA Polymerase inEscherichia coli , 2001, Journal of bacteriology.

[2]  M. Jewett,et al.  Cell-free synthetic biology: thinking outside the cell. , 2012, Metabolic engineering.

[3]  Vincent Noireaux,et al.  Linear DNA for rapid prototyping of synthetic biological circuits in an Escherichia coli based TX-TL cell-free system. , 2014, ACS synthetic biology.

[4]  Vincent Noireaux,et al.  Study of messenger RNA inactivation and protein degradation in an Escherichia coli cell-free expression system , 2010, Journal of biological engineering.

[5]  H. Riezman,et al.  Transcription and translation initiation frequencies of the Escherichia coli lac operon. , 1977, Journal of molecular biology.

[6]  Paul S. Freemont,et al.  Validation of an entirely in vitro approach for rapid prototyping of DNA regulatory elements for synthetic biology , 2013, Nucleic acids research.

[7]  Vincent Noireaux,et al.  Efficient cell-free expression with the endogenous E. Coli RNA polymerase and sigma factor 70 , 2010, Journal of biological engineering.

[8]  R. Zimmer,et al.  Experiment and mathematical modeling of gene expression dynamics in a cell-free system. , 2012, Integrative biology : quantitative biosciences from nano to macro.

[9]  G. Gussin,et al.  Differential binding of RNA polymerase to the pRM and pR promoters of bacteriophage lambda. , 1983, Gene.

[10]  Christophe Danelon,et al.  Modelling cell-free RNA and protein synthesis with minimal systems , 2019, Physical biology.

[11]  V. Noireaux,et al.  An E. coli cell-free expression toolbox: application to synthetic gene circuits and artificial cells. , 2012, ACS synthetic biology.

[12]  R. Bar-Ziv,et al.  Principles of cell-free genetic circuit assembly , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[13]  R. Milo,et al.  Visual account of protein investment in cellular functions , 2014, Proceedings of the National Academy of Sciences.

[14]  Kazufumi Hosoda,et al.  Reaction dynamics analysis of a reconstituted Escherichia coli protein translation system by computational modeling , 2017, Proceedings of the National Academy of Sciences.

[15]  M. Ehrenberg,et al.  Control of rRNA Synthesis in Escherichia coli: a Systems Biology Approach , 2004, Microbiology and Molecular Biology Reviews.

[16]  Fabio Mavelli,et al.  A Simple Protein Synthesis Model for the PURE System Operation , 2015, Bulletin of mathematical biology.

[17]  R. Murray,et al.  Gene circuit performance characterization and resource usage in a cell-free "breadboard". , 2014, ACS synthetic biology.

[18]  Vincent Noireaux,et al.  Genome replication, synthesis, and assembly of the bacteriophage T7 in a single cell-free reaction. , 2012, ACS synthetic biology.

[19]  C. Georgopoulos,et al.  Isolation and characterization of ClpX, a new ATP-dependent specificity component of the Clp protease of Escherichia coli. , 1993, The Journal of biological chemistry.

[20]  Kara Calhoun,et al.  Sequence Specific Modeling of E. coli Cell-Free Protein Synthesis. , 2018, ACS synthetic biology.

[21]  Vincent Noireaux,et al.  Cell-free TXTL synthesis of infectious bacteriophage T4 in a single test tube reaction , 2018, Synthetic biology.

[22]  N. Fujita,et al.  Competition among seven Escherichia coli sigma subunits: relative binding affinities to the core RNA polymerase. , 2000, Nucleic acids research.

[23]  J. Mowbray Biochemistry of Metabolic Processes , 1983 .

[24]  Hiroyuki Furusawa,et al.  70 S Ribosomes Bind to Shine–Dalgarno Sequences without Required Dissociations , 2008, Chembiochem : a European journal of chemical biology.

[25]  Corie Lok,et al.  Thinking outside the cell , 2006, Nature Biotechnology.

[26]  Kazufumi Hosoda,et al.  Robustness of a Reconstituted Escherichia coli Protein Translation System Analyzed by Computational Modeling. , 2018, ACS synthetic biology.

[27]  M. Record,et al.  Characterization of the cytoplasm of Escherichia coli K-12 as a function of external osmolarity. Implications for protein-DNA interactions in vivo. , 1991, Journal of molecular biology.

[28]  Vincent Noireaux,et al.  Synthesis of Infectious Bacteriophages in an E. coli-based Cell-free Expression System. , 2017, Journal of visualized experiments : JoVE.

[29]  A. Ishihama,et al.  Regulation of RNA polymerase sigma subunit synthesis in Escherichia coli: intracellular levels of sigma 70 and sigma 38 , 1995, Journal of bacteriology.

[30]  Paul S. Freemont,et al.  Rapid acquisition and model-based analysis of cell-free transcription–translation reactions from nonmodel bacteria , 2018, Proceedings of the National Academy of Sciences.

[31]  H. Bremer Modulation of Chemical Composition and Other Parameters of the Cell by Growth Rate , 1999 .

[32]  H. Bremer,et al.  Control of rRNA synthesis in Escherichia coli at increased rrn gene dosage. Role of guanosine tetraphosphate and ribosome feedback. , 1991, The Journal of biological chemistry.

[33]  D. Noble,et al.  Systems Biology: An Approach , 2010, Clinical pharmacology and therapeutics.

[34]  Joseph D Puglisi,et al.  Quantitative polysome analysis identifies limitations in bacterial cell-free protein synthesis. , 2005, Biotechnology and bioengineering.

[35]  Vincent Noireaux,et al.  Synthesis of 2.3 mg/ml of protein with an all Escherichia coli cell-free transcription-translation system. , 2014, Biochimie.

[36]  David Garenne,et al.  Cell-free transcription-translation: engineering biology from the nanometer to the millimeter scale. , 2019, Current opinion in biotechnology.

[37]  Vincent Noireaux,et al.  The All E. coli TX-TL Toolbox 2.0: A Platform for Cell-Free Synthetic Biology. , 2016, ACS synthetic biology.

[38]  Vincent Noireaux,et al.  Coarse-grained dynamics of protein synthesis in a cell-free system. , 2011, Physical review letters.

[39]  M. Ehrenberg,et al.  Free RNA polymerase and modeling global transcription in Escherichia coli. , 2003, Biochimie.