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Peptide-Based Drug Design

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120 Copps et al.<br />

10. In accordance with NVT conditions, the temperature of the system must be<br />

coupled to a virtual heat bath, with reference temperature (typically 300 K) set<br />

by the user. Solvent, solute, and ions should be coupled separately to a bath of<br />

the same reference temperature using Berendsen coupling (10), with the same<br />

time constant (frequency of coupling, typically 0.1 ps) for each. Pressure is not<br />

coupled and held constant during the NVT simulation, in order to keep the box<br />

rigid and the volume constant. Dielectric constant and isothermal compressibility<br />

of the solvent are also important parameters to set here. Finally, enable generation<br />

of velocities for solvent atoms and ions. GROMACS will generate velocities<br />

using a Maxwell distribution at a user-defined temperature, which should be<br />

the same as the coupled temperature. Generate a run-input file using the grompp<br />

program as in the energy minimization step, input to the mdrun program, and start<br />

the simulation. A positionally restrained simulation of 100 ps with a time step of<br />

2 fs is typical. Choose the number of processors on which to run the simulation,<br />

and if using more than one, use the MPI program described in the GROMACS<br />

manual (11) (see Note 11).<br />

11. For the full NPT (constant pressure, temperature, and number of molecules)<br />

simulation run, the parameter file is unchanged from the NVT simulation, except<br />

that generation of velocities as well as position restraints should be turned off.<br />

Along with temperature coupling, pressure coupling should be enabled (and the<br />

system volume allowed to scale), with a reference pressure of typically 1 bar and<br />

a 1 ps time constant for coupling (10). Dispersion corrections for the cut-off of<br />

the long-range Lennard-Jones potential should also be enabled for both energy<br />

and pressure. Once again, generate the final run-input file using grompp, input<br />

to mdrun and start the simulation. The user should specify a full simulation time<br />

and a time step (again, typically 2 fs). The number of processors used for the full<br />

simulation should be the same as used for the NVT simulation and optimal for<br />

speed and efficient use of computational resources (see Note 11).<br />

12. When the simulation is complete, check the fidelity of the final trajectory<br />

file using the gmxcheck program and, if desired, convert to the less memoryconsuming<br />

.xtc format. Subset group trajectories based on groups listed in the<br />

index file can also be written.<br />

3. Replica Exchange Molecular Dynamics (REMD)<br />

With standard MD simulations at low temperatures, an explicitly solvated<br />

protein or peptide generally becomes trapped in any of many local energy<br />

minima, prohibiting a representative sampling of the entire range of conformations.<br />

Of a few suggested solutions, REMD is least time-consuming, easiest to<br />

implement, and theoretically sound (12–14). In REMD, multiple independent<br />

simulations (“replicas”) are conducted, each at a different temperature in a<br />

limited range. At user-defined time steps, the trajectory coordinates of simulations<br />

of “neighboring” temperatures are either randomly exchanged or not

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