23 research outputs found
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Convergence of the Many-Body Expansion for Energy and Forces for Classical Polarizable Models in the Condensed Phase
We
analyze convergence of energies and forces for the AMOEBA classical
polarizable model when evaluated as a many-body expansion (MBE) against
the corresponding <i>N</i>-body parent potential in the
context of a condensed-phase water simulation. This is in contrast
to most MBE formulations based on quantum mechanics, which focus only
on convergence of energies for gas-phase clusters. Using a single
water molecule as a definition of a body, we find that truncation
of the MBE at third order, 3-AMOEBA, captures direct polarization
exactly and yields apparent good convergence of the mutual polarization
energy. However, it renders large errors in the magnitude of polarization
forces and requires at least fourth-order terms in the MBE to converge
toward the parent potential gradient values. We can improve the convergence
of polarization forces for 3-AMOEBA by embedding the polarization
response of dimers and trimers within a complete representation of
the fixed electrostatics of the entire system. We show that the electrostatic
embedding formalism helps identify the specific configurations involving
linear hydrogen-bonding arrangements that are poorly convergent at
the 3-body level. By extending the definition of a body to be a large
water cluster, we can reduce errors in forces to yield an approximate
polarization model that is up to 10 times faster than the parent potential.
The 3-AMOEBA model offers new ways to investigate how the properties
of bulk water depend on the degree of connectivity in the liquid
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A New Method for Treating Drude Polarization in Classical Molecular Simulation
With polarization becoming an increasingly
common feature in classical
molecular simulation, it is important to develop methods that can
efficiently and accurately evaluate the many-body polarization solution.
In this work, we expand the theoretical framework of our inertial
extended Langrangian, self-consistent field iteration-free method
(iEL/0-SCF), introduced for point induced dipoles, to the polarization
model of a Drude oscillator. When applied to the polarizable simple
point charge model (PSPC) for water, our iEL/0-SCF method for Drude
polarization is as stable as a well-converged SCF solution and more
stable than traditional extended Lagrangian (EL) approaches or EL
formulations based on two temperature ensembles where Drude particles
are kept âcolderâ than the real degrees of freedom.
We show that the iEL/0-SCF method eliminates the need for mass repartitioning
from parent atoms onto Drude particles, obeys system conservation
of linear and angular momentum, and permits the extension of the integration
time step of a basic molecular dynamics simulation to 6.0 fs for PSPC
water
Evolution of the Potential Energy Landscape with Static Pulling Force for Two Model Proteins
The energy landscape is analyzed for off-lattice bead
models of protein L and protein G as a function of a static pulling
force. Two different pairs of attachment points (pulling directions)
are compared in each case, namely, residues 1/56 and 10/32. For the
terminal residue pulling direction 1/56, the distinct global minimum
structures are all extended, aside from the compact geometry that
correlates with zero force. The helical turns finally disappear at
the highest pulling forces considered. For the 10/32 pulling direction,
the changes are more complicated, with a variety of competing arrangements
for beads outside the region where the force is directly applied.
These alternatives produce frustrated energy landscapes, with low-lying
minima separated by high barriers. The calculated folding pathways
in the absence of force are in good agreement with previous work.
The N-terminal hairpin folds first for protein L and the C-terminal
hairpin for protein G, which exhibits an intermediate. However, for
a relatively low static force, where the global minimum retains its
structure, the folding mechanisms change, sometimes dramatically,
depending on the protein and the attachment points. The scaling relations
predicted by catastrophe theory are found to hold in the limit of
short path lengths
Calculating the Bimolecular Rate of ProteinâProtein Association with Interacting Crowders
We
have recently introduced a method termed PoissonâBoltzmann
semianalytical method (PB-SAM) for solving the linearized PoissonâBoltzmann
equation for large numbers of arbitrarily shaped dielectric cavities
with controlled precision. In this work we extend the applicability
of the PB-SAM approach by deriving force and torque expressions that
fully account for mutual polarization in both the zero- and first-order
derivatives of the surface charges, that can now be embedded into
a Brownian dynamics scheme to look at electrostatic-driven mesoscale
assembly and kinetics. We demonstrate the capabilities of the PB-SAM
approach by simulating the protein concentration effects on the bimolecular
rate of association of barnase and barstar, under periodic boundary
conditions and evaluated through mean first passage times. We apply
PB-SAM to the pseudo-first-order reaction rate conditions in which
either barnase or barstar are in great excess relative to the other
protein (124:1). This can be considered a specific case in which the
PB-SAM approach can be applied to crowding conditions in which crowders
are not inert but can form interactions with other molecules
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Assessing IonâWater Interactions in the AMOEBA Force Field Using Energy Decomposition Analysis of Electronic Structure Calculations
AMOEBA
is a molecular mechanics force field that addresses some
of the shortcomings of a fixed partial charge model, by including
permanent atomic point multipoles through quadrupoles, as well as
many-body polarization through the use of point inducible dipoles.
In this work, we investigate how well AMOEBA formulates its non-bonded
interactions, and how it implicitly incorporates quantum mechanical
effects such as charge penetration (CP) and charge transfer (CT),
for waterâwater and waterâion interactions. We find
that AMOEBAâs total interaction energies, as a function of
distance and over angular scans for the water dimer and for a range
of water-monovalent cations, agree well with an advanced density functional
theory (DFT) model, whereas the water-halides and water-divalent cations
show significant disagreement with the DFT result, especially in the
compressed region when the two fragments overlap. We use a second-generation
energy decomposition analysis (EDA) scheme based on absolutely localized
molecular orbitals (ALMOs) to show that in the best cases AMOEBA relies
on cancellation of errors by softening of the van der Waals (vdW)
wall to balance permanent electrostatics that are too unfavorable,
thereby compensating for the missing CP effect. CT, as another important
stabilizing effect not explicitly taken into account in AMOEBA, is
also found to be incorporated by the softened vdW interaction. For
the water-halides and water-divalent cations, this compensatory approach
is not as well executed by AMOEBA over all distances and angles, wherein
permanent electrostatics remains too unfavorable and polarization
is overdamped in the former while overestimated in the latter. We
conclude that the DFT-based EDA approach can help refine a next-generation
AMOEBA model that either realizes a better cancellation of errors
for problematic cases like those illustrated here, or serves to guide
the parametrization of explicit functional forms for short-range contributions
from CP and/or CT
Mechanism of Nucleation and Growth of Aβ40 Fibrils from All-Atom and Coarse-Grained Simulations
In this work, we
characterize the nucleation and elongation mechanisms
of the âdiseasedâ polymorph of the amyloid-β 40
(Aβ40) fibril using an off-lattice coarse-grained (CG) protein
model. After determining the nucleation size and subsequent stable
protofibrillar structure from the CG model, validated with all-atom
simulations, we consider the âlock and dockâ and âactivated
monomerâ fibril elongation mechanisms for the protofibril by
statistical additions of a monomer drawn from four different ensembles
of the free Aβ40 peptide to grow the fibril. Our CG model shows
that the dominant mechanism for fibril elongation is the lock and
dock mechanism across all monomer ensembles, even when the monomer
is in the activated form. Although our CG model finds no thermodynamic
difference between the two fibril elongation mechanisms, the activated
monomer is found to be kinetically faster by a factor of 2 for the
âlockingâ step compared with all other structured or
unstructured monomer ensembles
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Assessing IonâWater Interactions in the AMOEBA Force Field Using Energy Decomposition Analysis of Electronic Structure Calculations
AMOEBA
is a molecular mechanics force field that addresses some
of the shortcomings of a fixed partial charge model, by including
permanent atomic point multipoles through quadrupoles, as well as
many-body polarization through the use of point inducible dipoles.
In this work, we investigate how well AMOEBA formulates its non-bonded
interactions, and how it implicitly incorporates quantum mechanical
effects such as charge penetration (CP) and charge transfer (CT),
for waterâwater and waterâion interactions. We find
that AMOEBAâs total interaction energies, as a function of
distance and over angular scans for the water dimer and for a range
of water-monovalent cations, agree well with an advanced density functional
theory (DFT) model, whereas the water-halides and water-divalent cations
show significant disagreement with the DFT result, especially in the
compressed region when the two fragments overlap. We use a second-generation
energy decomposition analysis (EDA) scheme based on absolutely localized
molecular orbitals (ALMOs) to show that in the best cases AMOEBA relies
on cancellation of errors by softening of the van der Waals (vdW)
wall to balance permanent electrostatics that are too unfavorable,
thereby compensating for the missing CP effect. CT, as another important
stabilizing effect not explicitly taken into account in AMOEBA, is
also found to be incorporated by the softened vdW interaction. For
the water-halides and water-divalent cations, this compensatory approach
is not as well executed by AMOEBA over all distances and angles, wherein
permanent electrostatics remains too unfavorable and polarization
is overdamped in the former while overestimated in the latter. We
conclude that the DFT-based EDA approach can help refine a next-generation
AMOEBA model that either realizes a better cancellation of errors
for problematic cases like those illustrated here, or serves to guide
the parametrization of explicit functional forms for short-range contributions
from CP and/or CT
The Importance of the Scaffold for <i>de Novo</i> Enzymes: A Case Study with Kemp Eliminase
We report electric
field values relevant to the reactant and transition
states of designed Kemp eliminases KE07 and KE70 and their improved
variants from laboratory directed evolution (LDE), using atomistic
simulations with the AMOEBA polarizable force field. We find that
the catalytic base residue contributes the most to the electric field
stabilization of the transition state of the LDE variants of the KE07
and KE70 enzymes, whereas the electric fields of the remainder of
the enzyme and solvent <i>disfavor</i> the catalytic reaction
in both cases. By contrast, we show that the electrostatic environment
plays a large and stabilizing role for the naturally occurring enzyme
ketosteroid isomerase (KSI). These results suggest that LDE is ultimately
a limited strategy for improving <i>de novo</i> enzymes
since it is largely restricted to optimization of chemical positioning
in the active site, thus yielding a âź3 order magnitude improvement
over the uncatalyzed reaction, which we suggest may be an absolute
upper bound estimate based on LDE applied to comparable <i>de
novo</i> Kemp eliminases and other enzymes like KSI. Instead <i>de novo</i> enzymatic reactions could more productively benefit
from optimization of the electrostatics of the protein scaffold in
early stages of the computational design, utilizing electric field
optimization as guidance
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Higher-Order Extended Lagrangian BornâOppenheimer Molecular Dynamics for Classical Polarizable Models
Generalized
extended Lagrangian BornâOppenheimer molecular
dynamics (XLBOMD) methods provide a framework for fast iteration-free
simulations of models that normally require expensive electronic ground
state optimizations prior to the force evaluations at every time step.
XLBOMD uses dynamically driven auxiliary degrees of freedom that fluctuate
about a variationally optimized ground state of an approximate âshadowâ
potential which approximates the true reference potential. While the
requirements for such shadow potentials are well understood, constructing
such potentials in practice has previously been <i>ad hoc</i>, and in this work, we present a systematic development of XLBOMD
shadow potentials that match the reference potential to any order.
We also introduce a framework for combining friction-like dissipation
for the auxiliary degrees of freedom with general-order integration,
a combination that was not previously possible. These developments
are demonstrated with a simple fluctuating charge model and point
induced dipole polarization models
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Coexistence of Multilayered Phases of Confined Water: The Importance of Flexible Confining Surfaces
Flexible nanoscale
confinement is critical to understanding the
role that bending fluctuations play on biological processes where
soft interfaces are ubiquitous or to exploit confinement effects in
engineered systems where inherently flexible 2D materials are pervasively
employed. Here, using molecular dynamics simulations, we compare the
phase behavior of water confined between flexible and rigid graphene
sheets as a function of the in-plane density, Ď<sub>2D</sub>. We find that both cases show commensurate mono-, bi-, and trilayered
states; however, the water phase in those states and the transitions
between them are qualitatively different for the rigid and flexible
cases. The rigid systems exhibit discontinuous transitions between
an (<i>n</i>)-layer and an (<i>n</i>+1)-layer
state at particular values of Ď<sub>2D</sub>, whereas under
flexible confinement, the graphene sheets bend to accommodate an (<i>n</i>)-layer and an (<i>n</i>+1)-layer state coexisting
in equilibrium at the same density. We show that the flexible walls
introduce a very different sequence of ice phases and their phase
coexistence with vapor and liquid phases than that observed with rigid
walls. We discuss the applicability of these results to real experimental
systems to shed light on the role of flexible confinement and its
interplay with commensurability effects