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Genetic Toggle Switch in Plants
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    Research Article

    Genetic Toggle Switch in Plants
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    • Tessema K. Kassaw
      Tessema K. Kassaw
      Department of Biology, Colorado State University, Fort Collins, Colorado 80523, United States
    • Wenlong Xu
      Wenlong Xu
      Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, Colorado 80523, United States
      More by Wenlong Xu
    • Christopher S. Zalewski
      Christopher S. Zalewski
      Department of Biology, Colorado State University, Fort Collins, Colorado 80523, United States
    • Katherine Kiwimagi
      Katherine Kiwimagi
      Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, Colorado 80523, United States
    • Ron Weiss
      Ron Weiss
      Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
      More by Ron Weiss
    • Mauricio S. Antunes
      Mauricio S. Antunes
      Department of Biology, Colorado State University, Fort Collins, Colorado 80523, United States
    • Ashok Prasad*
      Ashok Prasad
      Department of Chemical and Biological Engineering, Colorado State University, Fort Collins, Colorado 80523, United States
      *Email: [email protected]. Phone: 970-491-5175.
      More by Ashok Prasad
    • June I. Medford*
      June I. Medford
      Department of Biology, Colorado State University, Fort Collins, Colorado 80523, United States
      *Email: [email protected]. Phone: 970-491-7865.
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    ACS Synthetic Biology

    Cite this: ACS Synth. Biol. 2025, 14, 6, 1988–2001
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    https://doi.org/10.1021/acssynbio.4c00777
    Published May 19, 2025
    Copyright © 2025 American Chemical Society

    Abstract

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    In synthetic biology, genetic components are assembled to make transcriptional units, and transcriptional units are assembled into circuits to perform specific and predictable functions of a genetic device. Genetic devices have been described in bacteria, mammalian cell cultures, and small organoids, yet the development of programmable genetic circuits for devices in plants has lagged. Programmable genetic devices require defining the component’s quantitative functions. Because plants have long life spans, studies often use transient analysis to define quantitative functions, while verification in stably engineered plants is often neglected and largely unknown. This raises the question if unique attributes of plants, such as environmental sensitivity, developmental plasticity, or alternation of generations, adversely impact predictability of plant genetic circuits and devices. Alternatively, it is also possible that genetic elements to produce predictable genetic devices for plants require rigorous characterization with detailed mathematical modeling. Here, we use plant genetic elements with quantitatively characterized transfer functions and developed in silico models to guide their assembly into a genetic device: a toggle switch or a mutually inhibitory gene-regulatory device. Our approach allows for computational selection of plant genetic components and iterative refinement of the circuit if the desired genetic functions are not initially achieved. We show that our computationally selected genetic circuit functions as predicted in stably engineered plants, including through tissue and organ differentiation. Developing abilities to produce predictable and programmable plant genetic devices opens the prospect of predictably engineering plant’s unique abilities in sustainable human and environmental systems.

    Copyright © 2025 American Chemical Society

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    Supporting Information

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    The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acssynbio.4c00777.

    • Schematic showing details of Toggle 1.0 genetic components; schematic showing details of Toggle 2.0 genetic components; luminescence heat maps (linear scale) of representative plants containing Toggle 1.0 under different treatment conditions; quantitative data analyses of Toggle 1.0 performance; numerical simulation results of the ODE model using parameter sets estimated by the MCMC method for Toggle 1.0; luminescence heat maps (linear scale) of representative plants containing Toggle 2.0 under different treatment conditions; quantitative data analyses of Toggle 2.0 performance; numerical simulation results of the ODE model using parameter sets estimated by the MCMC method for Toggle 2.0; luminescence heat maps (linear scale) of selected plants showing Toggle 2.1 behavior under different treatments; quantitative data analyses of Toggle 2.1 performance; numerical simulation results of the ODE model using parameter sets estimated by the MCMC method for Toggle 2.1; determination of chromosomal location and copy number estimation of the transgene; comparisons between dimensionless parameter values estimated from protoplast assays and whole plant luciferase data; sequence information on all the parts used to construct the toggle circuits; AD primers used for TAIL PCR; T-DNA left border primer sequences for pGREENII0229 vector; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 1.0 shoots; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 1.0 roots; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 2.0 shoots; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 2.0 roots; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 2.1 shoots; p-values of two-sample two-sided t-test between fold changes of different treatments of Toggle 2.1 roots; parameter values used for the choice of Toggle 1.0 and Toggle 2.0 components; parameter values estimated from the protoplast assays using equation S4 with estimated Hill coefficient less than 6; designing principles of a bistable toggle switch; design of Toggle 1.0 and Toggle 2.0; data analysis of Toggle 1.0; MCMC parameter estimation results for Toggle 1.0; data analysis of Toggle 2.0; MCMC parameter estimation results for Toggle 2.0; data analysis of Toggle 2.1; MCMC parameter estimation results for Toggle 2.1; transgene insertion and copy number estimation; comparison of parameters estimated from protoplast assays and whole plant luminescence data; and proof of the comparability of dedimensionalized parameter values estimated from protoplast assays and whole plant luminescence data (PDF)

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    ACS Synthetic Biology

    Cite this: ACS Synth. Biol. 2025, 14, 6, 1988–2001
    Click to copy citationCitation copied!
    https://doi.org/10.1021/acssynbio.4c00777
    Published May 19, 2025
    Copyright © 2025 American Chemical Society

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