Yariv Kafri, David K. Lubensky, David R. Nelson  Biophysical Journal 

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Dynamics of Molecular Motors and Polymer Translocation with Sequence Heterogeneity  Yariv Kafri, David K. Lubensky, David R. Nelson  Biophysical Journal  Volume 86, Issue 6, Pages 3373-3391 (June 2004) DOI: 10.1529/biophysj.103.036152 Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 1 Schematic behavior of the drift velocity at long times for homogeneous and heterogeneous systems as a function of the applied force, where a positive force resists the chemically favored direction of motion. It is assumed that chemical forces (such as ATP hydrolysis or chemical binding on one side of a pore) lead to a positive velocity in the absence of a force. (a) No externally applied chemical bias (Δμ=0). (b) A finite chemical bias (Δμ>0), where the shaded line corresponds to homogeneous or periodic environments and the solid line refers to heterogeneous environments. The anomalous dynamics (〈x(t)〉∼tμ, with μ<1) arises in the vicinity of what would be the stall force, Fs, for the homogeneous system. For Fc<<F<Fc>, the effective velocity depends on the width of the time averaging window, and tends to zero as the width of the window goes to infinity. The dashed line denotes the region where anomalous diffusion is also present. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 2 Schematic behavior of velocity for homogeneous and heterogeneous systems as a function of the chemical bias Δμ. (a) No externally applied force. (b) A finite externally applied force for homogeneous (shaded line) and heterogeneous (solid line) substrates. The anomalous dynamics arises in the vicinity of what would be the stall chemical bias, Δμs, for the homogeneous system. As in Fig. 1, the dashed line denotes the region where anomalous diffusion is present. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 3 Dependence of the velocity on the chemical bias Δμ and the external force F. We neglect for simplicity contributions to a random force landscape (such as fluctuations in basepairing energies) that may be present even for Δμ=0. Here it is assumed that the chemical bias always acts in the direction opposing the force. The black wedge denotes a region of sublinear drift with time, i.e., effectively zero velocity. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 4 Schematic picture of the polymer translocation experimental setup considered. A polymer is biased to move through the pore by a solution of binding proteins in the right chamber. A bead exerts a force in the opposite direction. The arrows reflect the lack of inversion symmetry in, e.g., single-stranded DNA or RNA. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 5 (a) The periodic potential due to pore interactions with a translocating polymer without inversion symmetry. (b) The tilt of this potential generated by a combination with the binding protein and the external force. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 6 Graphical representation of a simplified model for polymer translocation or molecular motors. These two cases are distinguished by the choice of rate constants (see text). The distinct even and odd sublattices are denoted by a and b, respectively. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 7 Setup modeled. The motor is moving from the “plus” end to the “minus” end. A force is pulling on the motor in the opposite direction. Note that some of the specific biological examples considered in the text are more complicated and may be driven by energy sources other than ATP. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 8 Graphical representation of the energy landscape in the case of heterogeneous polymer translocation when the chemical environments on both sides of the pore are different. Potential fluctuations about the mean slope scale like x for large x. The same picture holds for molecular motors moving on a heterogeneous substrate powered by a finite chemical potential difference. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 9 The velocity as a function of f/T for different values of tE. Here Δμ/T=3 and parameters were chosen with equal probability to be either {p}={5, 1, 0.3, 1, 0} or {p}={4, 0.1, 0.7, 1, 0} (see text for notation). The calculated regime of anomalous velocity is 0.5116<f<0.699. Data were averaged over 100 thermal realizations. (Inset) A single trajectory shown for the same parameters at f/T=0.45. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 10 The possible states of the DNA polymerase/exonuclease model. Each pair of either a, f, or c states differ by an addition (or removal) of one base from the dsDNA. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 11 The full model on the two-lane lattice. The inset on the top depicts a cartoon of the experimental system. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions

Figure 12 The expected behavior of the velocity as a function of the external force F of the DNA polymerase/exonuclease system. The striped line represents the region over which the diffusion is expected to be anomalous. Biophysical Journal 2004 86, 3373-3391DOI: (10.1529/biophysj.103.036152) Copyright © 2004 The Biophysical Society Terms and Conditions