Mechanistically Consistent Reduced Models of Synthetic Gene Networks

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Mechanistically Consistent Reduced Models of Synthetic Gene Networks Luis Mier-y-Terán-Romero, Mary Silber, Vassily Hatzimanikatis  Biophysical Journal  Volume 104, Issue 9, Pages 2098-2109 (May 2013) DOI: 10.1016/j.bpj.2013.03.031 Copyright © 2013 Biophysical Society Terms and Conditions

Figure 1 Schematic diagram of the ribosome protection theory degradation mechanism. (Segments marked as no-ribosome transfer zones are necessarily devoid of ribosomes, due to the hard body nature of the endonuclease.) The variables Mi = Mi(t) and Mi(e) and Mi(e)(t), with i = 0, 1, 2 represent the concentration of mRNA strands in different degradation stages; the quantities xj(ℓ)=xj(ℓ)(t), for ℓ = {0,0e, 1,1e, 2,2e}, represent codon occupation probabilities. See Materials and Methods for a full description of the model. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 2 Region of self-sustained oscillations in the parameter space of mRNA and protein half-lives t1/2mRNA and t1/2prot, and the elongation-time delay τE. (A–D) Values of the Hill exponent h = 3, 4, 5, and 6. In addition, Vm = 0.02 and P0 = 0.025. (Continuous red line running through the center of the region of self-sustained oscillations is the identity line t1/2mRNA=t1/2prot=τE.) Plots were created using the software DDE-BIFTOOL (38) from our time-delay model. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 3 Regions of self-sustained oscillations for the mechanistic model and our time-delay model in the parameter space of endonuclease binding time 1/kb1 and protein degradation time 1/kp. The mechanistic model converges to a fixed point (red crosses) and it undergoes sustained oscillations at other designated points (green circles). The region of oscillatory behavior of our time-delay model is the interior of the continuous curve shown. (Black diamond inside the region of oscillations) τE=t1/2mRNA=t1/2prot (i.e., the red curve of Fig. 2). See Fig. S1 and Fig. S2 in the Supporting Material. (A–D) mRNA codon sizes of N = 300, 600, 900, and 1200 (elongation-time delays of τE = 1, 2, 3, and 4). The Hill function parameters have the values Vm = 0.02, P0 = 0.025, and h = 5. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 4 Comparison of the concentrations of mRNA class M0, protein and ribosomal density on mRNA class M0, for the mechanistic model and the time-delay model proposed here. Messenger RNA codon size is N = 300, which corresponds to an elongation-time delay of τE = 1; also kb1 = 3.96 and kp = 0.69. Parameters of the Hill function have the values Vm = 0.02, P0 = 0.025, and h = 5. Other parameters are given in the text under Nondimensional Parameters. The period of oscillation for the mechanistic model is 5.99 and 5.76 for the time-delay model. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 5 Regions of self-sustained oscillations for a heuristic time-delay model (larger green surface) and our time-delay model (smaller blue surface) in the parameter space of mRNA half-life t1/2mRNA, protein half-life t1/2prot, and elongation-time delay τE. Parameters of the Hill function have the values Vm = 0.02, P0 = 0.025, and h = 5. (Continuous red line running through the center of the region of self-sustained oscillations) Identity line t1/2mRNA=t1/2prot=τE. Plots created using the software DDE-BIFTOOL (38) from our time-delay model. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 6 Contour plots of P/P0 and M/Vm at steady state overlaid with the regions of self-sustained oscillations for the heuristic time-delay (larger closed region in all panels) and our time-delay models (smaller closed region in all panels) in the parameter space of mRNA and protein degradation times. Scaled protein P/P0 (top left) and mRNA M/Vm (top right) steady states for our time-delay model. Scaled protein P/P0 (bottom left) and mRNA M/Vm (bottom right) steady states for the heuristic time delay model. The mRNA codon size is N = 600, which corresponds to an elongation-time delay of τE = 2. The parameters of the Hill function have the values Vm = 0.02, P0 = 0.025, and h = 5. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions

Figure 7 Contour plots of free ribosomes at steady state overlaid with the regions of self-sustained oscillations for the heuristic time-delay (larger closed region) and our time-delay models (smaller closed region) in the parameter space of mRNA and protein degradation times. There is no corresponding panel for the heuristic time-delay model because ribosomes are not explicitly included in it. The mRNA codon size is N = 600, which corresponds to an elongation-time delay of τE = 2. The parameters of the Hill function have the values Vm = 0.02, P0 = 0.025, and h = 5. Biophysical Journal 2013 104, 2098-2109DOI: (10.1016/j.bpj.2013.03.031) Copyright © 2013 Biophysical Society Terms and Conditions