The ELBA Force Field for Coarse-Grain Modeling of Lipid Membranes
Citation: Orsi M, Essex JW (
The ELBA Force Field for Coarse-Grain Modeling of Lipid Membranes
Mario Orsi 0
Jonathan W. Essex 0
Franca Fraternali, King9s College London, United Kingdom
0 School of Chemistry, University of Southampton , Southampton , United Kingdom
A new coarse-grain model for molecular dynamics simulation of lipid membranes is presented. Following a simple and conventional approach, lipid molecules are modeled by spherical sites, each representing a group of several atoms. In contrast to common coarse-grain methods, two original (interdependent) features are here adopted. First, the main electrostatics are modeled explicitly by charges and dipoles, which interact realistically through a relative dielectric constant of unity (Er~1). Second, water molecules are represented individually through a new parametrization of the simple Stockmayer potential for polar fluids; each water molecule is therefore described by a single spherical site embedded with a point dipole. The force field is shown to accurately reproduce the main physical properties of single-species phospholipid bilayers comprising dioleoylphosphatidylcholine (DOPC) and dioleoylphosphatidylethanolamine (DOPE) in the liquid crystal phase, as well as distearoylphosphatidylcholine (DSPC) in the liquid crystal and gel phases. Insights are presented into fundamental properties and phenomena that can be difficult or impossible to study with alternative computational or experimental methods. For example, we investigate the internal pressure distribution, dipole potential, lipid diffusion, and spontaneous self-assembly. Simulations lasting up to 1.5 microseconds were conducted for systems of different sizes (128, 512 and 1058 lipids); this also allowed us to identify size-dependent artifacts that are expected to affect membrane simulations in general. Future extensions and applications are discussed, particularly in relation to the methodology's inherent multiscale capabilities.
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Over the past decade, coarse-grain (CG) modeling has become
an increasingly popular approach to the simulation of membrane
systems [14].
In fact, in recent years, we have developed our own CG model,
characterized by two interdependent features which are normally
absent from alternative CG force fields [5,6]. First, the fundamental
lipid electrostatics were captured using charges and dipoles,
interacting realistically with each other through a relative dielectric
constant of unity (Er~1). Second, we described water molecules
individually using the soft sticky dipole (SSD) potential [7]. These
characteristics proved advantageous in a number of important areas.
For example, we were able to model the dipole potential, an
extremely important property [812] which is very problematic to
measure experimentally [13] and to simulate by alternative CG
approaches [14]. Moreover, our model could be coupled
straightforwardly with a standard atomistic force field in a multiscale
(dualresolution) fashion, allowing the atomistically-detailed treatment of
selected parts of the simulation while retaining the CG speed
advantage for the surrounding environment [15,16]. Full details of
our original methodology, and specific comparisons with alternative
approaches, can be found in recent publications [6,17,18].
Despite the encouraging results obtained, our original model
also showed a number of limitations. In particular, we recently
identified issues related to the Gay-Berne potential [1921], which
was used to model the lipid tail sites as ellipsoids [5,6,22].
Preliminary studies, aimed at simulating lipid bilayers in the solid
(gel) phase, showed the formation of highly interdigitated
structures bearing no resemblance to the desired phase
(unpublished data). Gel-phase lipids play important roles in many
structures (such as the skin) and phenomena (such as microdomain
formation), and hence they should ideally be present in a lipid
force field. More generally, the Gay-Berne model has a rather
complex analytical form, and comprises six independent
parameters (for comparison, the popular Lennard-Jones potential is
defined by only two parameters); as in any model, it is important to
question the need for elaborate components when simpler
alternatives are available. We therefore decided to substitute the
Gay-Berne representation with the simpler conventional
LennardJones potential, which is used to model lipid tails in most
alternative CG models [14]; as shown in this paper, this new
representation is indeed capable of reproducing realistic gel
phases, while retaining excellent performances in the (biologically
prevalent) liquid-crystalline state. Another issue in our original
model was that, to capture the hydrophobic effect, the strength of
the Lennard-Jones dispersion energy between hydrophilic (water
and headgroup) and hydrophobic (tail) sites had to be scaled down
with respect to the values determined through the
LorentzBerthelot (LB) formulae [23]. The LB combination rules are
potential energy Uij of an interacting pair i,j can be expressed as:
with UiLjJ the Lennard-Jones term and Uimjm the dipole-dipole term.
Both interactions are truncated, that is, they are set to zero for
interparticle distances larger than a cutoff radius rc [23]. In
molecular dynamics, a well-known problem arising from
truncating the interactions is the introduction of a discontinuity in the
potential and its derivative (the force); this can affect the energy of
the system and induce artifacts in the motion of the particles. This
issue can be tackled by altering the form of the potential so that
both the potential energy and its derivative go to zero at the cutoff
distance [23,33]. We have therefore adopted a shifted-force
form of the Lennard-Jones potential [34]:
simple and physically intuitive, and hence advantageous; in fact,
they are commonly used in atomistic force fields [24,25].
Unfortunately (and in common with other CG models), without
ad hoc modifications to the LB rules, preassembled bilayers
simulated with our original model were unstable, and dispersions
of lipids and water would not self-assemble into membrane
structures. The need to resort to such alterations of the general
mixing rules was rather unexpected, as one would hope that an
accurate water model (such as the SSD [7]), together with an
explicit description of the lipid electrostatics, would prove sufficient
to capture the hydrophobic effect. Interestingly, it now appears
that this issue is associated with the Gay-Berne tails, in relation to
their interaction with the Lennard-Jones potentials of headgroups
and water. In fact, we show in this work that for the new model
(where the Gay-Berne components have been replaced by
Lennard-Jones terms), the stability and self-assembly of
membranes is achieved without the need to modify the LB rules as
described above; the hydrophobic effect no longer needs to be
enforced through arbitrary deviations from the LB formulae, but is
now an inherent property (...truncated)