Mathematical models of protease-based enzymatic biosensors

An important goal of synthetic biology is to build biosensors and circuits with well-defined input-output relationships that operate at speeds found in natural biological systems. However, for molecular computation, most commonly used genetic circuit elements typically involve several steps from input detection to output signal production: transcription, translation, and post-translational modifications. These multiple steps together require up to several hours to respond to a single stimulus, and this limits the overall speed and complexity of genetic circuits. To address this gap, molecular frame-works that rely exclusively on post-translational steps to realize reaction networks that can process inputs at a timescale of seconds to minutes have been proposed. Here, we build mathematical models of fast biosensors capable of producing Boolean logic functionality. We employ protease-based chemical and light-induced switches, investigate their operation, and provide selection guidelines for their use as on-off switches. We then use these switches as elementary blocks, developing models for biosensors that can perform OR and XOR Boolean logic computation while using reaction conditions as tuning parameters. We use sensitivity analysis to determine the time-dependent sensitivity of the output to proteolytic and protein-protein binding reaction parameters. These fast protease-based biosensors can be used to implement complex molecular circuits with a capability of processing multiple inputs controllably and algorithmically. Our framework for evaluating and optimizing circuit performance can be applied to other molecular logic circuits.

[1]  A. Credi Molecules that make decisions. , 2007, Angewandte Chemie.

[2]  Mauricio S. Antunes,et al.  Programmable Ligand Detection System in Plants through a Synthetic Signal Transduction Pathway , 2011, PloS one.

[3]  Lei Fang,et al.  An improved strategy for high-level production of TEV protease in Escherichia coli and its purification and characterization. , 2007, Protein expression and purification.

[4]  S. Schreiber,et al.  Controlling signal transduction with synthetic ligands. , 1993, Science.

[5]  Christopher M Hickey,et al.  Function and regulation of SUMO proteases , 2012, Nature Reviews Molecular Cell Biology.

[6]  D. Baker,et al.  Realistic protein–protein association rates from a simple diffusional model neglecting long‐range interactions, free energy barriers, and landscape ruggedness , 2004, Protein science : a publication of the Protein Society.

[7]  Manu Prasanna,et al.  High-sensitivity detection of TNT , 2006, Proceedings of the National Academy of Sciences.

[8]  E. Katz,et al.  Enzyme-based NAND and NOR logic gates with modular design. , 2009, The journal of physical chemistry. B.

[9]  M. Elowitz,et al.  Synthetic Biology: Integrated Gene Circuits , 2011, Science.

[10]  Wolfgang Henseler,et al.  Digital Design , 2003 .

[11]  Vladimir Privman,et al.  Error Correction and Digitalization Concepts in Biochemical Computing , 2007, ArXiv.

[12]  Michael Z. Lin,et al.  Optobiology: optical control of biological processes via protein engineering. , 2013, Biochemical Society transactions.

[13]  Josiah P. Zayner,et al.  TULIPs: Tunable, light-controlled interacting protein tags for cell biology , 2012, Nature Methods.

[14]  Borivoj Vojnovic,et al.  A dark yellow fluorescent protein (YFP)-based Resonance Energy-Accepting Chromoprotein (REACh) for Förster resonance energy transfer with GFP. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[15]  Corey W. Liu,et al.  Characterization of the FKBP.rapamycin.FRB ternary complex. , 2005, Journal of the American Chemical Society.

[16]  B. White,et al.  Chemically controlled protein assembly: techniques and applications. , 2010, Chemical reviews.

[17]  H. Neurath,et al.  Role of proteolytic enzymes in biological regulation (a review). , 1976, Proceedings of the National Academy of Sciences of the United States of America.

[18]  Laura Klewer,et al.  Chemically induced dimerization: reversible and spatiotemporal control of protein function in cells. , 2015, Current opinion in chemical biology.

[19]  Evgeny Katz,et al.  Switchable electrode controlled by enzyme logic network system: approaching physiologically regulated bioelectronics. , 2009, Journal of the American Chemical Society.

[20]  Konrad Szaciłowski,et al.  Digital Information Processing in Molecular Systems , 2008 .

[21]  Yi Liu,et al.  Functional conservation of light, oxygen, or voltage domains in light sensing , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[22]  Chad J. Miller,et al.  A comprehensive mathematical model for three-body binding equilibria. , 2013, Journal of the American Chemical Society.

[23]  F. Studier,et al.  Protein production by auto-induction in high density shaking cultures. , 2005, Protein expression and purification.

[24]  Michael B Elowitz,et al.  Programmable protein circuits in living cells , 2018, Science.

[25]  George Georgiou,et al.  Engineering of TEV protease variants by yeast ER sequestration screening (YESS) of combinatorial libraries , 2013, Proceedings of the National Academy of Sciences.

[26]  Tobias M. Fischer,et al.  Monitoring regulated protein-protein interactions using split TEV , 2006, Nature Methods.

[27]  James V. Beck,et al.  Parameter Estimation in Engineering and Science , 1977 .

[28]  David W. Bacon,et al.  Modeling Ethylene/Butene Copolymerization with Multi‐site Catalysts: Parameter Estimability and Experimental Design , 2003 .

[29]  Brian Kuhlman,et al.  Engineering an improved light-induced dimer (iLID) for controlling the localization and activity of signaling proteins , 2014, Proceedings of the National Academy of Sciences.

[30]  A Amour,et al.  General considerations for proteolytic cascades. , 2004, Biochemical Society transactions.

[31]  Takafumi Miyamoto,et al.  Synthesizing biomolecule-based Boolean logic gates. , 2013, ACS synthetic biology.

[32]  Michael Brunner,et al.  Photoadaptation in Neurospora by Competitive Interaction of Activating and Inhibitory LOV Domains , 2010, Cell.

[33]  Tina Lebar,et al.  Design of fast proteolysis-based signaling and logic circuits in mammalian cells , 2018, Nature Chemical Biology.

[34]  Farren J. Isaacs,et al.  RNA synthetic biology , 2006, Nature Biotechnology.

[35]  K. Nakai,et al.  [Controlling signal transduction with synthetic ligands]. , 2007, Tanpakushitsu kakusan koso. Protein, nucleic acid, enzyme.

[36]  A. P. de Silva,et al.  Molecular logic and computing. , 2007, Nature nanotechnology.

[37]  M. Elowitz,et al.  A synthetic oscillatory network of transcriptional regulators , 2000, Nature.

[38]  Vladimir Privman,et al.  Enzyme-based logic systems for information processing. , 2009, Chemical Society reviews.

[39]  K. Szaciłowski Digital information processing in molecular systems. , 2008, Chemical reviews.

[40]  Xun Tang,et al.  Mathematical Modeling of RNA-Based Architectures for Closed Loop Control of Gene Expression. , 2018, ACS synthetic biology.

[41]  E. Katz,et al.  Network analysis of biochemical logic for noise reduction and stability: a system of three coupled enzymatic and gates. , 2008, The journal of physical chemistry. B.

[42]  J. Collins,et al.  A brief history of synthetic biology , 2014, Nature Reviews Microbiology.

[43]  L A Herzenberg,et al.  Two distinct signal transmission pathways in T lymphocytes are inhibited by complexes formed between an immunophilin and either FK506 or rapamycin. , 1990, Proceedings of the National Academy of Sciences of the United States of America.