Mesoscopic models of lipid bilayers and bilayers with embedded ...

Mesoscopic models of lipid bilayers and bilayers with embedded ... Mesoscopic models of lipid bilayers and bilayers with embedded ...

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12 Simulation method for coarse-grained lipids a timestep at least three orders of magnitude larger than in atomistic molecular dynamics simulations, where a timestep of the order of few fs is typically used. In the next section we describe the coarse-grained model we use to represent lipid molecules and we show that these model lipids, simulated with DPD, spontaneously self-assemble into micelles and bilayers. 2.2 Coarse-grained model of lipids Within the mesoscopic approach, each molecule of the system (or groups of molecules) is coarse-grained by a set of beads. We consider three types of beads: a water-like bead (denoted as ’w’), which models the solvent, an hydrophilic bead (denoted as ’h’) which models a section of the lipid headgroup, and an hydrophobic bead (denoted as ’t’) which models a segment of the lipid hydrocarbon tail. A lipid is constructed by connecting head- and tail-beads with springs. The simplest lipid consists of a linear chain of one hydrophilic head-bead and one tail of hydrophobic beads. A more realistic model of a phospholipid can be constructed by connecting two hydrophobic tails to an headgroup consisting of one or more head-beads. In both single- and double-tail lipids the tail(s) can have different length. We denote a single-tail lipid with one head-bead and n tail beads as htn, and a double-tail lipid with m headbeads and n tail-beads as hm(tn)2 (see figure 2.1). Figure 2.1: Schematic drawing of the single- and double-tail model lipids described in the text and their nomenclature. The black particles represent the hydrophilic head-beads and the white particles the hydrophobic tail-beads. A mapping of coarse-grained lipids onto real phospholipids can be established through the factor Nm. We have chosen a mapping factor of Nm = 3, corresponding to three water molecules represented by one DPD-bead of volume of 90 ˚A 3 . In terms

2.2 Coarse-grained model of lipids 13 of methyl groups of an actual lipid molecule, this volume corresponds to three CH2 groups (or one CH2 plus one CH3 group). By also mapping the choline, phosphate, and glycerol groups of the phospholipid hydrophilic head on one DPD bead each, a real phospholipid, like, for example, dimyristoylphosphatidylcholine (DMPC), can be represented by a double-tail coarse-grained lipid with three hydrophilic headbeads and five hydrophobic beads in each tail (lipid h3(t5)2), as shown in figure 2.2. 13 12 11 H3 C H3 C 9 H 10 2 H C 2 H C 2 H C C 2 H C 2 H2 C H C 2 H2 C C H2 C C H2 H2 C H2 H2 H2 H2 H2 H2 H2 C C C C C C C C C C C C C H2 H2 H2 H2 H2 H2 O O C O O H2 C CH CH2 3 O 8 7 6 5 4 O − P O H O 2 C C N H2 + CH3 CH3 CH 3 2 1 Figure 2.2: The atomistic representation of DMPC and the corresponding coarse-grained model used in this work. Hydrophilic head-beads are indicated in gray and hydrophobic tailbeads in white. Model parameters Non-bonded interactions The non-bonded interactions between the beads are described by the conservative force of equation 2.2. The relative strength of the force between different bead types is represented by setting the repulsion parameter between two beads–either both hydrophilic or hydrophobic– to a smaller value than the one between two beads where one is hydrophilic and the other is hydrophobic. In particular, the interaction parameter between water-beads (aww) can be derived by fitting the calculated value of the compressibility of water at room temperature to the experimental one [24, 28], according to 1 kBT ∂p = ∂ρ sim Nm kBT ∂p ∂n exp (2.11) where Nm is the number of water molecules that are represented by one DPD bead, p is the pressure, and n and ρ are the water and DPD water-like bead densities, respectively. Groot and Warren [28] have shown that for densities ρ > 2, the equation of state of a DPD single-component system for different densities and different repulsion parameters follows a simple scaling relation. Since the higher the system density the larger the number of interactions for each particle, it is convenient to choose the

2.2 Coarse-grained model <strong>of</strong> <strong>lipid</strong>s 13<br />

<strong>of</strong> methyl groups <strong>of</strong> an actual <strong>lipid</strong> molecule, this volume corresponds to three CH2<br />

groups (or one CH2 plus one CH3 group). By also mapping the choline, phosphate,<br />

<strong>and</strong> glycerol groups <strong>of</strong> the phospho<strong>lipid</strong> hydrophilic head on one DPD bead each, a<br />

real phospho<strong>lipid</strong>, like, for example, dimyristoylphosphatidylcholine (DMPC), can<br />

be represented by a double-tail coarse-grained <strong>lipid</strong> <strong>with</strong> three hydrophilic headbeads<br />

<strong>and</strong> five hydrophobic beads in each tail (<strong>lipid</strong> h3(t5)2), as shown in figure 2.2.<br />

13<br />

12<br />

11<br />

H3 C<br />

H3 C<br />

9<br />

H 10<br />

2 H<br />

C<br />

2 H<br />

C<br />

2 H<br />

C C 2 H<br />

C<br />

2<br />

H2 C H<br />

C 2<br />

H2 C C<br />

H2 C<br />

C<br />

H2<br />

H2 C<br />

H2<br />

H2 H2 H2 H2 H2 H2 C C C C C C<br />

C C C C C C C<br />

H2 H2 H2 H2 H2 H2<br />

O<br />

O<br />

C<br />

O<br />

O H2 C<br />

CH<br />

CH2 3<br />

O<br />

8<br />

7<br />

6<br />

5<br />

4<br />

O −<br />

P<br />

O<br />

H<br />

O 2<br />

C<br />

C N<br />

H2 +<br />

CH3 CH3 CH 3<br />

2 1<br />

Figure 2.2: The atomistic representation <strong>of</strong> DMPC <strong>and</strong> the corresponding coarse-grained<br />

model used in this work. Hydrophilic head-beads are indicated in gray <strong>and</strong> hydrophobic tailbeads<br />

in white.<br />

Model parameters<br />

Non-bonded interactions<br />

The non-bonded interactions between the beads are described by the conservative<br />

force <strong>of</strong> equation 2.2. The relative strength <strong>of</strong> the force between different bead types<br />

is represented by setting the repulsion parameter between two beads–either both hydrophilic<br />

or hydrophobic– to a smaller value than the one between two beads where<br />

one is hydrophilic <strong>and</strong> the other is hydrophobic.<br />

In particular, the interaction parameter between water-beads (aww) can be derived<br />

by fitting the calculated value <strong>of</strong> the compressibility <strong>of</strong> water at room temperature<br />

to the experimental one [24, 28], according to<br />

1<br />

kBT<br />

<br />

∂p<br />

=<br />

∂ρ sim<br />

Nm<br />

kBT<br />

<br />

∂p<br />

∂n exp<br />

(2.11)<br />

where Nm is the number <strong>of</strong> water molecules that are represented by one DPD bead, p<br />

is the pressure, <strong>and</strong> n <strong>and</strong> ρ are the water <strong>and</strong> DPD water-like bead densities, respectively.<br />

Groot <strong>and</strong> Warren [28] have shown that for densities ρ > 2, the equation <strong>of</strong><br />

state <strong>of</strong> a DPD single-component system for different densities <strong>and</strong> different repulsion<br />

parameters follows a simple scaling relation. Since the higher the system density<br />

the larger the number <strong>of</strong> interactions for each particle, it is convenient to choose the

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