Intrinsically disordered proteins play an important role in biology, and unraveling their labile structure presents a vital challenge. However, the dynamical structure of such proteins thwarts their study by standard techniques such as X-ray diffraction and NMR spectroscopy. Here, we use a neat liquid composed of N-methylacetamide molecules as a model system to elucidate dynamical and structural properties similar to those one can expect to see in intrinsically disordered proteins. To examine the structural dynamics in the neat liquid, we combine molecular dynamics, response-function-based spectral simulations, and two-dimensional polarization-resolved infrared spectroscopy in the amide I (CO stretch) region. The two-dimensional spectra reveal a delicate interplay between hydrogen bonding and intermolecular vibrational coupling effects, observed through a fast anisotropy decay. The present study constitutes a general platform for understanding the structure and dynamics of highly disordered proteins.
Intrinsically disordered proteins play an important role in biology, and unraveling their labile structure presents a vital challenge. However, the dynamical structure of such proteins thwarts their study by standard techniques such as X-ray diffraction and NMR spectroscopy. Here, we use a neat liquid composed of N-methylacetamide molecules as a model system to elucidate dynamical and structural properties similar to those one can expect to see in intrinsically disordered proteins. To examine the structural dynamics in the neat liquid, we combine molecular dynamics, response-function-based spectral simulations, and two-dimensional polarization-resolved infrared spectroscopy in the amide I (CO stretch) region. The two-dimensional spectra reveal a delicate interplay between hydrogen bonding and intermolecular vibrational coupling effects, observed through a fast anisotropy decay. The present study constitutes a general platform for understanding the structure and dynamics of highly disordered proteins.
Proteins,
the engines of life,
control essentially all of the processes that occur in cells. Well-defined
structural parts of proteins are responsible for their biological
activity. These systems have been extensively studied with molecular
dynamics (MD) and spectroscopic modeling. However, more recently,
it has been discovered that intrinsically disordered proteins (IDPs)
can also have important biological functions, such as signaling and
DNA translation/transcription.[1−4] IDPs are characterized by weaker interactions, low
quantities of bulky side chains, and sequence simplicity. The intrinsic
disorder results in lower structural stability and in an absence of
well-defined secondary structure domains. This provides new challenges
to MD and spectroscopic modeling as the low structural stability allows
rapid fluctuations between different conformations, which is crucial
for their function. To benchmark the modeling of such systems, we
utilize a small-molecule mimic, N-methylacetamide
(NMA),[5−8] as it is composed of a single peptide bond. In the dynamically disorderedhydrogen-bonded bulk liquid, the NMA molecules interact with each
other in a way similar to IDPs. The molecules have one hydrogen-bond-accepting
oxygen atom and one donating hydrogen atom, as each peptide unit in
the protein backbone, which allows fast forming and breaking of hydrogen
bonds.Nuclear magnetic resonance (NMR) and X-ray crystallography
methods
are powerful tools to determine structure and dynamics of most biological
systems. Nonetheless, the main limitation of these techniques is rooted
in the fact that they are not well suited to probe subnanosecond dynamics.
Two-dimensional infrared spectroscopy (2D-IR) has been used as a novel
method to probe the transient structure of biological systems,[8−13] thus providing dynamical and structural information on femto- to
pico- and nanosecond time scales. The amide I mode, dominated by the
CO stretch and NH bending, is the most probed mode in 2D-IR spectroscopy
of proteins due to its strong absorbance and high sensitivity to hydrogen
bonding and secondary structure.[3,14] Nevertheless, the distribution
of different hydrogen bonding environments and vibrational delocalization
phenomena arising from intermolecular vibrational coupling result
in strongly congested spectra, which are challenging to interpret.
Theoretical methods developed recently are of great support to overcome
this limitation.[15−27] The combination of classical MD with response function methods,
due to their low computational cost and high accuracy, has become
a powerful tool to model 2D-IR spectra.[4,16,20,28−30] Conceptually, a time-dependent Hamiltonian containing the site frequencies
and the couplings between the molecular sites derived from MD simulations
is generated using electrostatic maps.[7,18,21,22,29,31] This information is converted
to 2D spectra using response-function-based calculations,[32,33] which in combination with experimental results are used to disentangle
different contributions to spectral shapes and dynamics.In
the current Letter, unlike in many other previous studies,[7,8,24,29,34−38] we use bulk NMA as opposed to NMA molecules diluted
in different solvents, which provides direct insight into the interactions
and dynamics in this liquid. Previously, neat liquids of molecules
each containing a peptide unit were also studied with 2D-IR.[10,39] The first molecule, N,N-dimethylformamide,[39] has one hydrogen-bond-accepting oxygen atom
but no donating hydrogen atom and thus does not form hydrogen bonds
as a the NMA liquid studied herein. The second molecule, formamide,[10] has one hydrogen-bond-accepting oxygen atom
and two donating hydrogen atoms, which results in more branched structures
than in peptides.The goal of this Letter is to investigate
the structure and dynamics
of liquid NMA as a first step toward using 2D-IR to study IDPs/peptides.
We use 2D-IR spectroscopy on the NMAamide I mode combining theoretical
predictions with experimental data. We unravel the contributions of
hydrogen bonding and vibrational delocalization over multiple peptide
units to the amide I vibration spectrum. Our findings reveal that
even in highly disordered systems one can expect to find highly delocalized
amide I vibrations while the hydrogen bond exchange is still relatively
slow.The experimental and theoretical FTIR spectra of neat
liquid NMA
(Figure ) are quite
similar. They both exhibit the main band at 1655 cm–1 and sub-bands at ∼1695 or ∼1685 cm–1 for theory and experiment, respectively. In the experiment, a low-frequency
shoulder is also observed at ∼1635 cm–1.
This is attributed to the H–O–H bend absorption of residual
water (<5% molar) in the sample (see the SI for details). This mode was not included in the spectral modeling
nor will it be considered in the rest of the Letter.
Figure 1
Experimental (black line)
and theoretical (blue line) FTIR spectra
of liquid NMA at 300 K. The magenta line shows the theoretical FTIR
spectrum with couplings between amide I units set to zero. The additional
shoulder at around ∼1635 cm–1 in the experimental
spectrum corresponds to the water bending mode. All spectra are normalized
to the height of the main peak.
Experimental (black line)
and theoretical (blue line) FTIR spectra
of liquid NMA at 300 K. The magenta line shows the theoretical FTIR
spectrum with couplings between amide I units set to zero. The additional
shoulder at around ∼1635 cm–1 in the experimental
spectrum corresponds to the water bending mode. All spectra are normalized
to the height of the main peak.To disentangle the origin of the two NMA bands, we first
performed
spectral calculations omitting the intermolecular vibrational couplings
given by the electrostatic coupling between the amide I units (details
given in the Theoretical Methods section),
thus obtaining a FTIR spectrum of uncoupled NMAs (Figure ). By comparison of the coupled
and uncoupled theoretical spectra, it is clear that the intermolecular
vibrational coupling lead to a ∼ 17 cm–1 red
shift of the main band, which is consistent with a similar effect
in β-sheets,[16,40] and an overall broadening of
the spectrum. Both spectra clearly have at least two components contributing.To unravel the different NMA substructures underlying the spectral
features, we characterized the NMA molecules according to their hydrogen
bond configuration (Figure ). We employed a criterion similar in spirit to that of the
most commonly used hydrogen bonding criterion, which is defined in
terms of the distance between atoms in the accepting and donating
groups as well as an angle involving two atoms of the hydrogendonor.[41] Namely, the distance between the oxygen atom
of the accepting group and the nitrogen of the donating group is used,
along with the angle between the carbon (accepting), oxygen (accepting),
and nitrogen (donating) atoms (Figure a). This criterion allows for a better structure–frequency
relationship than the more traditional donor-centered hydrogen bonding
criterion.[41] This is because the frequency
shift of the amide I depends largely on the electric field exerted
by the surrounding molecules on the NMA molecules along the CO bond,
for which the oxygen acts as a hydrogen bond acceptor.
Figure 2
Schematic drawings of
the different NMA species categorized with
a hydrogen bonding configuration criterion (a), where an rNO distance smaller than 3.5 Å and an angle θ
larger than 120° are used to ascribe a hydrogen bond. The colored
rectangles highlight the categorized NMA molecules, while the other
molecules are the hydrogen bond partners. The four main species identified
are (b) f-NMA: NMA with no hydrogen bonds, (c) a-NMA: accepting NMA, (d) c-NMA: chain
of hydrogen-bonded NMA molecules, and (e) d-NMA:
donating NMA.
Schematic drawings of
the different NMA species categorized with
a hydrogen bonding configuration criterion (a), where an rNO distance smaller than 3.5 Å and an angle θ
larger than 120° are used to ascribe a hydrogen bond. The colored
rectangles highlight the categorized NMA molecules, while the other
molecules are the hydrogen bond partners. The four main species identified
are (b) f-NMA: NMA with no hydrogen bonds, (c) a-NMA: accepting NMA, (d) c-NMA: chain
of hydrogen-bonded NMA molecules, and (e) d-NMA:
donating NMA.Four main NMA species
have been distinguished. The most abundant
species (42%) is a hydrogen-bonded chain (c-NMA) (Figure d) resembling the cross-strand
configurations found in intrinsically disordered peptides.[4] This structure is followed in abundance by the
substructures in which NMA is interacting with one other NMA either
by the accepting (a-NMA, 20%) or the donating (d-NMA, 20%) group and
a free NMA configuration (f-NMA, 10%) that does not directly hydrogen
bond with other molecules (Figure ). The remaining 8% of the configurations involve different
types of bifurcated states, where the NMA molecule either accepts
or donates two hydrogen bonds; these states do not play any substantial
role due to their scarcity.To understand in which species the
intermolecular vibrational couplings
are most pronounced, we calculated the linear spectra in the static
approximation for each of the four species independently for both
the uncoupled (Figure a) and coupled (Figure b) cases.
Figure 3
Linear spectra calculated in the static approximation for the different
hydrogen-bonded species of NMA. In (a), the vibrational couplings
are set to zero, and in (b), the full vibrational Hamiltonian for
the given subset of molecules is included.
Linear spectra calculated in the static approximation for the different
hydrogen-bonded species of NMA. In (a), the vibrational couplings
are set to zero, and in (b), the full vibrational Hamiltonian for
the given subset of molecules is included.For the spectra where the vibrational couplings are neglected
(Figure3a), the c-NMA and a-NMA species, which
both accept
a hydrogen bond, absorb in the red flank of the spectrum, while the
d-NMA and the f-NMA, which do not accept a hydrogen bond, absorb in
the blue region of the spectrum. For the coupled-case spectra (Figure b), the peaks of
the species accepting hydrogen bonds are red-shifted due to the vibrational
coupling for c-NMA and, to a lesser extent, a-NMA. Noteworthy, there
is a shoulder in the c-NMA spectrum at ∼1695 cm–1 in the coupled case that is not present in the uncoupled case (red
line in Figure ).
This suggests that this shoulder originates from vibrational couplings
among different c-NMA molecules and from f-NMA and a-NMA absorption.2D-IR experimental and theoretical spectra shown in Figure are in good agreement, apart
from the shoulder on the red side of the experimental spectra arising
from the water bend (see also Figure S1). In both cases, the diagonally elongated spectra are composed of
two peaks with central frequencies of ∼1655 cm–1 and ∼1685 or ∼1695 cm–1, experiment
and theory, respectively. Note that the subpeak at 1685 cm–1 identified previously in the linear absorption spectra (Figure ) is much clearer
resolved in the 2D-IR spectra because of diagonal elongation.
Figure 4
2D-IR parallel
polarization spectra of bulk NMA for different waiting
times: theoretical NMA (left panels), uncoupled NMA (middle panels),
and experimental (right panels) spectra at different waiting times t2. Equidistant contour lines are drawn with
10% steps from the maximum; red colors indicate bleach, while blue
colors indicate absorption.
2D-IR parallel
polarization spectra of bulk NMA for different waiting
times: theoretical NMA (left panels), uncoupled NMA (middle panels),
and experimental (right panels) spectra at different waiting times t2. Equidistant contour lines are drawn with
10% steps from the maximum; red colors indicate bleach, while blue
colors indicate absorption.The anisotropy decay of neat NMA (Figure a) was extracted from the parallel and perpendicular
polarized 2D-IR spectra (Figures S7 and S8 in the SI) at the position of the main peak. Both theoretical and
experimental anisotropy transients decay considerably faster than
the anisotropy of the uncoupled case. The latter matches very well
with the rotational correlation function (Figure b, yellow line), thereby demonstrating the
purely orientational origin of the decay on a 20 ps time scale (see
Table S1 in the SI for the fitting parameters).
This immediately suggests that the anisotropy is affected by vibrational
coupling that results in population migration from one oscillator
to another, thereby accelerating the anisotropy decay.[27,42,43] The experimental anisotropy starts
below 0.4, which is most likely related to the finite pulse duration,
which was not included in the theory.
Figure 5
(a) Anisotropy decay for the main absorption
peak integrated over
the frequency ranges (1651 < ω1 < 1661 cm–1, 1647 < ω3 < 1662 cm–1) for both theory and experimental spectra. For the uncoupled spectra,
the anisotropy decay was integrated over the main peak frequency range
(1668 < ω1 < 1674 cm–1, 1668
< ω3 < 1674 cm–1). (b) Orientational
correlation function (yellow line) and population transfer dynamics
(purple line), calculated using eqs S9 and S1, respectively. The data of panel (b) were fitted to a biexponential
function for the orientational correlation function and to a sum of
a Gaussian and an exponential decay for the population transfer. The
fits are shown by dashed lines, and the parameters are provided in
Table S1 of the SI.
(a) Anisotropy decay for the main absorption
peak integrated over
the frequency ranges (1651 < ω1 < 1661 cm–1, 1647 < ω3 < 1662 cm–1) for both theory and experimental spectra. For the uncoupled spectra,
the anisotropy decay was integrated over the main peak frequency range
(1668 < ω1 < 1674 cm–1, 1668
< ω3 < 1674 cm–1). (b) Orientational
correlation function (yellow line) and population transfer dynamics
(purple line), calculated using eqs S9 and S1, respectively. The data of panel (b) were fitted to a biexponential
function for the orientational correlation function and to a sum of
a Gaussian and an exponential decay for the population transfer. The
fits are shown by dashed lines, and the parameters are provided in
Table S1 of the SI.Next, we calculated the population transfer defined as the
probability
that a molecule excited at time zero will still be excited at time t (see Figure b). The population dynamics consists of a fast part resulting in
Gaussian decay with a time scale of 400 fs and a slower part resulting
in an exponential decay of 1.3 ps. This suggests that the population
transfer between hydrogen-bonded molecules is dominated by fast Gaussian
decay, while transfer involving the non-hydrogen-bonded species is
exponential and occurs on the slower time scale. This demonstrates
that the vibrational excitation moves along the hydrogen-bonded chains
(see Figure d), which
largely preserves the orientation of the transition dipole despite
movement of the vibrational excitation. This alignment was quantified
by calculating the joint angular–radial distribution function
for the CO bonds (see SI Figure S9). We
further found that typical couplings along the chains amount to −7.5
cm–1, while couplings between NMA molecules in different
chains in close proximity to each other are typically around −2.5
cm–1. This means that even the coupling is a through-space
electrostatic effect; the coupling along the hydrogen bonds is 3 times
larger than between chains, which leads to more efficient delocalization
of the vibrational modes along the hydrogen bond chains than between
chains. Note that a similar effect was previously discussed for the
amide-A vibration of neat NMA;[44] however,
the population transfer in that case was much slower.Our conclusion
on the extent of vibrational delocalization is further
corroborated by the inverse participation ratio[45] in the static limit, which is a measure of the delocalization
of the vibrational mode in the system. We find that on average the
vibration is delocalized over 42 molecules despite the orientational
disorder in the liquid. This is larger than values previously reported
for normal proteins, ranging from 4 to 23,[8,46] which
can be understood by the finite size of the proteins and the fact
that these proteins also contain bulky side chains diluting the density
of amide I modes. In a previous study on N,N-dimethylacetamide[39] the inverse
participation ratio was determined for simulation boxes with different
sizes, demonstrating that this quantity depends strongly on the size
of the system and that one needs to be cautious with the interpretation
of this number for three-dimensional systems. The fact that the effects
of vibrational coupling are stronger in the c-NMA and a-NMA configurations,
as seen in Figure , further demonstrates that the hydrogen bonding facilitates the
strong vibrational delocalization.Finally, we comment on the
discrepancies between experimental and
theoretical data. While the qualitative agreement between theory and
experiment is reasonable, the calculated anisotropy decay is slightly
different from the experimental one, and the high-frequency peak positions
are different also. This indicates that the couplings predicted in
our model are somewhat too large. This agrees well with previous findings
using the same coupling model.[47] The presence
of the water bend in the experiment does not affect the main amide
I peak significantly (see the SI for details);
however, the overtone peak region below the main peak in the 2DIR
spectra might be contaminated with the water bend response.In this Letter, we have investigated both experimentally and theoretically
the structure and dynamics of bulk NMA using linear and 2D-IR spectroscopy.
The main spectroscopic features from both approaches agree very well,
enabling interpretation in terms of hydrogen bonding and population
transfer from the simulations. We find that NMA aggregation involves
four main hydrogen bonding structures, of which the chain structure
is most abundant. The main absorption band is red-shifted due to intermolecular
vibrational coupling. The high-frequency shoulder contains a contribution
from both a coupling-induced sub-band of the c-NMAhydrogen bond species
and the main absorption of the d-NMA and f-NMA species. The anisotropy
decay of the main band is much faster than the orientational relaxation
due to population transfer but is still considerably slower than the
population transfer. This demonstrates a delicate interplay between
coupling effects and angular correlations of the hydrogen-bonded amide
I oscillators even in disordered liquid NMA.2D-IR anisotropic
spectroscopy has proven to be a powerful tool
to unravel the interplay between hydrogen bonding vibrational delocalization
in liquid NMA. The present study serves as an important benchmark
for the models for the structure and dynamics used to unravel spectral
signatures of highly disordered systems.
Theoretical Methods
MD simulations were performed with the GROMACS suite version 4.6.1[48] using the OPLS-AA[49] force field to describe 343 NMA molecules. After an initial energy
minimization, a constant-pressure equilibration of 1 ns at 300 K using
a Berendsen barostat,[50] with an inverse
time constant of 0.2 ps–1, was done. This was followed
by a constant-volume equilibration of 1 ns at 300 K at the equilibrium
density. A constant-volume production run of 1 ns at 300 K was performed,
and the coordinates were stored at each 10 fs for analysis and spectral
modeling. For all simulations, a 1 fs time step was used, and the
temperature was kept constant using the Berendsen thermostat.[50] Here, a 1.1 nm cutoff was used for both Lennard-Jones
and Coulomb interactions. The latter were treated using the particle
mesh Ewald method, with a grid step of 0.16 nm and a convergence of
10–5.[51] The truncation
of the Lennard-Jones interactions was compensated by introducing analytical
corrections to pressure and potential energy.[52] All bonds were constrained using the LINCS algorithm.[53] The radial distribution functions of the liquid
were calculated for all simulations and are in agreement with those
previously obtained.[49] Furthermore, the
joint angular–radial distribution function for the CO bonds
was calculated to quantify the angular ordering (see SI Figure S9).The time-dependent vibrational Hamiltonian
for the amide I modes
was constructed from the snapshots stored from the MD production run.
This Hamiltonian has the form[8,15,54]Here, B† and B are the bosonic creation
and annihilation operators, ω(t) is the time-dependent fundamental amide I frequency for
the ith molecule, and μ⃗(t) is the corresponding transition
dipole. The anharmonicity, Δ, was
kept constant at 16 cm–1.[8] The site frequencies of the amide I, ω(t), were calculated using the Jansen electrostatic
map,[29] which relates the electrostatic
field and gradient generated by the point charges of the MD force
field with the frequency, and the transition dipoles. The long-range
intermolecular couplings between the different amide I units were
calculated using the transition charge coupling (TCC) model,[28] where a charge, q, a transition charge, dq, and a normal-mode coordinate, ν⃗, are assigned
to each atom of the amide one I unit. The TCC model has the formHere, the subscripts n and m, number the atoms, which belong
to different amide I modes at molecules i and j, respectively. The distance vector between two atoms in
the involved molecules is given by r⃗. This vibrational Hamiltonian
mapping was demonstrated to work well in combination with the OPLS-AA
force field in a recent benchmark study for proteins.[26]The spectra were calculated using the Numerical Integration
of
Schrödinger Equation (NISE) method.[20,55] Here, the time-dependent Schrödinger equation is solved numerically
for the time-dependent amide I Hamiltonian. The first- and third-order
response functions were calculated and the linear absorption and 2D-IR
spectra were obtained from Fourier transforms of these response functions
(see eqs S3 and S4 in the SI). We used
coherence times from 0 to 1.25 ps and a lifetime of 1.8 ps for apodization.
The response functions were calculated from starting configurations
spaced by 2 ps along the trajectory, giving an ensemble average over
500 realizations. For analysis purposes, linear spectra were also
calculated in the static approximation, where the effect of motional
narrowing is neglected.
Experimental Section
N-methylacetamide (NMA) with purity of ≥99%
was obtained from Sigma-Aldrich and used without any further purification.
NMA is a solid under the room temperature of ∼22 °C (the
melting point is 28 °C[56]); therefore,
it was placed on a heat plate at a temperature of 40 °C until
it was melted completely. After that, an NMA droplet of ∼1.4
μL was squeezed between two 1 mm thick CaF2 windows,
which were preheated to T = 40 °C. The NMA sample
thickness was ∼2.5 μm assuming that the NMA droplet was
spread uniformly between the 1 in. diameter CaF2 windows.
The sample preparation was performed under a nitrogen atmosphere to
avoid any contact with air moisture; after preparation, the sample
was placed in a nitrogen-filled sample holder. During the experiments,
the temperature of the sample was controlled by a thermocouple and
maintained at 30.5 ± 1 °C by a thermostat. The water content
in the experimental samples did not exceed 5% molar (see the SI).The IR absorption spectra were recorded
with a FTIR spectrometer
Vertex-70 purged with dry nitrogen, with 4 cm–1 spectral
resolution. The maximal optical density of the sample was measured
as OD ≈ 0.6 at the central frequency of the amide I mode (1656
cm–1).A collinear 2D-IR setup, based on the
interferometer platform described
in ref (57), was used.
In short, 25 μJ, 150 fs IR pulses (70 cm–1 fwhm spectral width), centered at 1640 cm–1, were
split into pump (90% of the total intensity), probe, and reference
beams. The reference pulse was advanced with respect to the pump beam
by 40 ps. A wobbler in the pump beam path generated a −π,
0, +π, 0 phase sequence[58] for each
subsequent pulse at a 1 kHz repetition rate to remove sample scattering.
Before the sample cell, the polarization of the pump beam was rotated
by 45° by a halfwave plate. After the sample cell, a movable
polarizer selected either the parallel or perpendicular polarization
of the probe/reference beams. The probe light was dispersed by a polychromator
(Newport Oriel MS 260i) onto one array of a × 32 pixel MCT array
(Infrared Associates) to create the ω3 dimension.
The second array was used for detection of the reference spectrum
over which the probe spectrum was normalized at each laser shot. With
two polychromator settings, a combined spectral window of 150 cm–1 was achieved. The delay between the two pump pulses, t1, was scanned up to 2 ps using a st scanning
approach.[57] The waiting time between the
later pump pulse and the probe, t2, was
set at different values to study the system dynamics. The 2D signal
was averaged over the wobbler-generated phase sequence to extract
the nonlinear response related to all three pulses (two pumps and
the probe), zero-padded to 4 ps, and Fourier-transformed to obtain
the ω1 dimension with the phase correction applied.[59]For the pump–probe measurements,
one of the pump pulses
was blocked and a chopper was installed in the other pump beam. The
amide mode lifetime was obtained as 450 ± 100 fs,while the thermalization
time of the hot ground state was measured as 5 ± 1 ps (see the SI for details). These two values provide an
erimental window of ∼2 ps for 2D-IR spectroscopy.The
whole interferometer was constantly purged with dry air. The
whole measuring cycle lasted for ∼16 h.
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