Modeling the Hydrophobicity of Nanoparticles and Their Interaction
with Lipids and Proteins
Ali Ramazani,
†
Taraknath Mandal,
†
and Ronald G. Larson*
Department of Chemical Engineering, University of Michigan, 2300 Hayward Street, Ann Arbor, Michigan, United States
* S Supporting Information
ABSTRACT: We present a method of modeling nanoparticle
(NP) hydrophobicity using coarse-grained molecular dynamics (CG
MD) simulations, and apply this to the interaction of lipids with
nanoparticles. To model at a coarse-grained level the wettability or
hydrophobicity of a given material, we choose the MARTINI
coarse-grained force field, and determine through simulation the
contact angles of MARTINI water droplets residing on flat regular
surfaces composed of various MARTINI bead types (C1, C2, etc.).
Each surface is composed of a single bead type in each of three
crystallographic symmetries (FCC, BCC, and HCP). While this
method lumps together several atoms (for example, one cerium and
two oxygens of CeO
2
) into a single CG bead, we can still capture
the overall hydrophobicity of the actual material by choosing the
MARTINI bead type that gives the best fit of the contact angle to
that of the actual material, as determined by either experimental or all-atom simulations. For different MARTINI bead types, the
macroscopic contact angle is obtained by extrapolating the microscopic contact angles of droplets of eight different sizes
(containing N
w
= 3224-22978 water molecules) to infinite droplet size. For each droplet, the contact angle was computed from a
best fit of a circular curve to the droplet interface extrapolated to the first layer of the surface. We then examine how small
nanoparticles of differing wettability interact with MARTINI dipalmitoylphosphotidylcholine (DPPC) lipids and SP-C peptides
(a component of lung surfactant). The DPPC shows a transition from tails coating the nanoparticle to a hemimicelle coating the
water-wet NP, as the contact angle of a water droplet on the surface is lowered below ∼60°. The results are relevant to
developing a taxonomy describing the potential nanotoxicity of nanoparticle interactions with components in the lung.
■
INTRODUCTION
Inorganic nanoparticles (NPs) play an important role in
modern nanotechnology because of their applications in
electronics,
1-4
optics,
5-9
and medicine
10-14
to name but a
few. In particular, their potential applications in biomedical
science, including bioimaging,
15-17
biosensing,
18-20
and drug
delivery,
21-23
have drawn significant research interest. Recently,
both the atomistic
24,25
and coarse-grained
26,27
molecular
simulations have been performed extensively to investigate
the role of morphology
26
(size and shape) and surface
chemistry
28
of an NP in its interaction with membrane and
lipids and proteins. Ramalho et al.,
27
for example, used coarse-
grained simulations to investigate the effect of an NP on the
structure and phase transformations of DPPC bilayers. Nangia
et al.
29
studied the role of the shape of a NP on its translocation
through cell membrane. Hu et al.
30
employed coarse-grained
simulations combined with experiments to show how the
physiochemical properties of NPs regulate translocation across
the pulmonary surfactant monolayer. Simonelli et al.,
31
using
computer simulations, described how monolayer-protected
anionic NPs translocate into cell membranes step by step.
Thus, simulation studies can predict the efficiency of a given
NP as a diagnostic and therapeutic agent and also help in
rational designing of a better NP agent.
However, the complexity of structures of even model
biosystems limits fully atomistic simulations to relatively short
time and length scales. Hence, most of the above-mentioned
simulation studies employed a coarse-grained model, often the
MARTINI
32
coarse-grained force field, to reduce the numbers
of degrees of freedom and to access longer time scales. In the
MARTINI model, coarse-grained beads are categorized into
polar (P), intermediate polar (N), and apolar (C), among other
bead types, depending on their interaction strengths with the
water beads. The polarity of a material determines its
wettability, which is an important parameter for designing an
efficient drug carrier. Apart from the biomedical applications,
the MARTINI force field also has been used widely to model
surfactants,
32,33
polymers,
34,35
biopolymers,
36,37
and inorganic
materials.
38,39
Therefore, it is important to establish the
wettability of a material made of the individual MARTINI
beads. One important application of such a coarse-grained
Received: May 23, 2016
Revised: November 6, 2016
Published: November 16, 2016
Article
pubs.acs.org/Langmuir
© 2016 American Chemical Society 13084 DOI: 10.1021/acs.langmuir.6b01963
Langmuir 2016, 32, 13084-13094