Sergey
Mitryukovskiy
a,
Danny E. P.
Vanpoucke
b,
Yue
Bai
a,
Théo
Hannotte
a,
Mélanie
Lavancier
a,
Djamila
Hourlier
a,
Goedele
Roos
c and
Romain
Peretti
*a
aInstitut d’Electronique de Microélectronique et de Nanotechnologie, Université Lille, CNRS, 59652 Villeneuve d’Ascq, France. E-mail: romain.peretti@univ-lille.fr
bIMO, Hasselt University, 3590 Diepenbeek, Belgium./AMIBM, Maastricht University, 6167 Geleen, The Netherlands
cUniv. Lille, CNRS, UMR 8576 – UGSF – Unité de Glycobiologie Structurale et Fonctionnelle, F-59000 Lille, France
First published on 22nd February 2022
The nanoscale structure of molecular assemblies plays a major role in many (μ)-biological mechanisms. Molecular crystals are one of the most simple of these assemblies and are widely used in a variety of applications from pharmaceuticals and agrochemicals, to nutraceuticals and cosmetics. The collective vibrations in such molecular crystals can be probed using terahertz spectroscopy, providing unique characteristic spectral fingerprints. However, the association of the spectral features to the crystal conformation, crystal phase and its environment is a difficult task. We present a combined computational–experimental study on the incorporation of water in lactose molecular crystals, and show how simulations can be used to associate spectral features in the THz region to crystal conformations and phases. Using periodic DFT simulations of lactose molecular crystals, the role of water in the observed lactose THz spectrum is clarified, presenting both direct and indirect contributions. A specific experimental setup is built to allow the controlled heating and corresponding dehydration of the sample, providing the monitoring of the crystal phase transformation dynamics. Besides the observation that lactose phases and phase transformation appear to be more complex than previously thought – including several crystal forms in a single phase and a non-negligible water content in the so-called anhydrous phase – we draw two main conclusions from this study. Firstly, THz modes are spread over more than one molecule and require periodic computation rather than a gas-phase one. Secondly, hydration water does not only play a perturbative role but also participates in the facilitation of the THz vibrations.
From the theoretical point of view, water offers the opportunity to enlarge our understanding of hydrogen bonding.12 Several recent reviews exist on the role of water in the structure and dynamics of proteins,13 its hydration and ligand recognition,14 DNA15,16 and other macromolecular structures.17 In addition, water of crystallization is crucial for food science18–22 and pharmacology.5,23–25 Furthermore, water molecules can interact with pharmaceutical compounds in numerous ways, which can dramatically affect the performance of a final dosage form. For both food science and pharmacology, the role of water in mono- and polysaccharides is extremely interesting.26–30 Overall, understanding the role of water in molecular crystals and macromolecules is still an actual challenge that can be tackled using vibrational spectroscopy.
Vibrational spectroscopy offers a number of experimental techniques operating in a large range of wavelengths, from the visible to microwave spectrum, including near-, mid-, far-infrared (IR) and terahertz (THz) regions. Please note that the terahertz region is equivalent to the far-infrared region, and ranges from 0.1 to 10 THz. In each of these regions, different molecular bonds, delocalized vibrational modes and molecular motions are revealed as the characteristic signatures of the chemical structure. Vibrational spectroscopy is able not only to identify the composition of molecular crystals, but also to register its transformation dynamics (kinetics, solvent-mediated, hydration, etc.).31–34 For example, hydration/dehydration of molecular crystals and saccharides, has been studied by means of Mid-IR,35 Near-IR36,37 and Raman38 spectroscopy.
THz technologies progressed tremendously over the past two decades and currently THz spectroscopy and non-destructive testing systems begin to be commercially available. It led to various applications in security,39 medical diagnostics,40 pharmacology,41 automotive42 and food43 industries. More precisely, time-domain spectroscopy (TDS) enabled broadband THz absorption spectroscopy.32 In crystalline solids, electromagnetic waves can be used to probe the phonons propagating through the crystal structure. Within the THz spectral range, the energy is lower than in mid-IR. As a result, the vibrations that are probed are of a much longer length scale than individual molecular bonds, studied using IR spectroscopy.
The fact that THz spectra include information of both water of crystallization and the host crystal structure makes THz-TDS very sensitive to dehydration. This is shown by many studies on the structure and dynamics of bound water in glucose44 and polymers,45,46 the dehydration of crystalline proteins,47 and the observation of the critical effect of hydration on the resonant signatures of biomolecules.48 During dehydration, THz spectroscopy will precisely monitor both the loss of water of crystallization and the eventual molecular rearrangement. This could then be further extended to study systems where multiple solid-state forms appear as a result of dehydration.
Because (hydrated) molecular crystals and isomorphous dehydrates consist of hundreds or even thousands of atoms, highly accurate computational studies at the quantum mechanical level are extremely demanding. In addition, the methodological requirements for high quality calculations in molecular crystals are only recently being developed.49,50 The interpretation of the complex data obtained in THz spectroscopy experiments requires the use of advanced theoretical approaches and robust computational methods,49 due to the intricacy of the low-frequency vibrations and their sensitivity to the structural environment. Calculations making use of density functional theory (DFT), a leading first-principle approach, can yield reliably simulated spectra. It is commonly used to predict gas-phase spectra of isolated molecules, dimers, and clusters,12,51–53 and is becoming more common for solid-state systems as well. However, in solid-state systems this remains a challenging problem due to the complexity involved in periodic DFT modelling of large systems like macromolecules and molecular crystals.50,54,55
Alternatively, one can obtain the vibrational spectrum, including intermolecular modes through classical molecular dynamics (MD) simulations56,57via the analysis of the Fourier transform of the velocity autocorrelation function. Although limited by the approximations of the effective force fields utilized to describe the intermolecular interactions, the lower computational cost provides access to much larger systems than are currently feasible at the DFT level, making MD simulations appealing for the analysis of the THz domain and allowing the detection of specific molecules present in mixtures in condensed phases.7
Despite the progress in the simulations of the solid-state THz response, the calculation of spectral features remains one of the greatest challenges for computational molecular spectroscopy, as no universal approach exists yet. Many different solid-state DFT codes10,58–61 implement the DFT formalism in a different way, putting in doubt the reproducibility of such predictions.62 Furthermore, any computational strategy for the calculation of phonons in the THz regime suffers from convergence issues. As a result, a step-by-step approach is required to ensure the convergence of the results. Specifically, if one begins with a system in mechanical equilibrium, meaning that all atomic forces are (extremely close to) zero, one needs to perform a series expansion in order to calculate phonons. In addition, the Hellman-Feynman forces have to be described with an exceptionally high accuracy for the results to accurately render the shallow and low energy parts of the potential energy surface (PES). An immediate consequence is that the computational cost will increase similarly. From a recent study by Banks et al., it is also clear that the description of the vibrational spectrum of molecular crystalline materials requires taking into account the periodic arrangement of the molecules.49 Excellent reviews of DFT studies on water (monomer, dimer, clusters, hexamer, ice structures, liquid water) have been presented, such as the one by Gillan et al.12
In this study, we consider lactose as our example case. The monohydrate-crystallized form of lactose has become the “gold standard” for THz spectroscopy,34,63 due to its strong and narrow absorption peaks, notably at 0.53 and 1.37 THz – a typical absorption spectrum of α-lactose monohydrate54,64–66 is presented in Fig. 1b. Also, due to its wide availability and low cost, lactose samples are often used to test THz spectroscopy equipment,34,67 serving as a “first-try” sample in minor-volume detection techniques,68–70 and is used as a mixture compound in approving methods for content quantification.71,72 Furthermore, the study of lactose is important for pharmacology,73,74 medicine75–77 and food industry.78 Being a polysaccharide, lactose strongly interacts with water molecules forming hydrogen bonds.19 Lactose is highly polymorphic, with the currently known forms (note that we adopt here the nomenclature given in Listiohadi et al.79): α-lactose monohydrate, α-lactose anhydrous unstable (also known as hygroscopic α-lactose), α-lactose anhydrous stable (also known as anhydrous α-lactose), β-lactose anhydrous, amorphous lactose and β/α-lactose compound crystals. Throughout the paper, we will use the following terminology: α-lactose monohydrate (α-LM), hygroscopic α-lactose (α-LH) and anhydrous α-lactose (α-LA). The water content varies among these polymorphs and is altered during storage depending on the relative humidity. The initial water content of α-lactose monohydrate is determined to be 5.26%, which can be increased to 6.17% after 3 months of storage at 75% relative humidity. The anhydrous forms do contain some initial water, depending on the polymorph (see Table 2 of ref. 79) and were found to be highly hygroscopic during storage, even at low relative humidities.
This makes lactose a perfect compound to study the influence of water in molecular crystals on the spectral features. However, the interpretation of the data is complicated by the varying water content. The theoretical explanation of the lactose THz spectrum is rather rare in literature and is mostly based on gas phase DFT calculations considering a single lactose molecule, and not crystals, meaning the collective vibrations are not taken into account.49 Here, we provide calculations on crystalline lactose polymorphs, giving a better representation of the experimental reality compared to the single-molecule calculations. This is however hampered due to the fact that the experimentally prepared polymorphs contain variable water content, and even the anhydrous forms are not completely water free,79 which cannot be represented by the theoretical calculations. This shows the advantage and drawback of calculations: in calculations, the polymorphs are completely ‘pure’ forms (for example, the anhydrous forms are completely water-free in theoretical calculations), but unfortunately, this is not the case in experimentally prepared polymorphs,79 giving rise to discrepancies and thus the interpretation of the results is not straightforward.
In this work, the vibrational modes of the gas phase lactose molecule, and their apparent agreement with the experimental ones, is discussed. From these observations, we continue with dehydrated lactose crystals and proceed with the incorporation of water molecules herein. The resulting vibrational spectra are used to elucidate the central role of the water molecules in the molecular crystals. To deepen our understanding of the role of water and to validate the simulation results, an experimental setup was developed. It allows the heating and temperature control of the samples, and thus provides the possibility for the dehydration. We observed the spectral signatures of three different “metastable” crystal phases (stable in N2 atmosphere, namely, the α-lactose monohydrate (α-LM or phase 1), and two other phases, hereafter called phase 2 and 3) in agreement with the predictions by calculations and mass-spectroscopy tests. Our setup also allows monitoring of the transformation dynamics between the phases.
To provide a clearly structured and comprehensive manuscript, we present first the experimental results and then the computational results. We would like to note that the study has started with the theoretical approach and followed by the experimental confirmation of our findings.
A typical THz absorption spectrum of the α-LM pellet (always stored under normal conditions, but placed into a nitrogen-purged box prior to the experiment) is presented in Fig. 1b and agrees well with the widely known α-LM spectra from the literature.64
The sample pellet is placed inside a mount specially designed for the experiment (Fig. 1c) allowing the fixation of the pellet, its heating at a set rate, and controlling its temperature, with the simultaneous THz-TDS measurements. The mount is made of two aluminium parts to hold a pellet sample inside and with a 5 mm-diameter round opening around the pellet centre to allow the propagation of the THz pulses through the pellet. Two 12 V, 40 Watt heating cartridges (typically used in 3D printers) inserted inside the mount assure the heating. The temperature of the pellet is controlled with the T-type thermocouple integrated into the mount, touching (deepen inside) the edge of the pellet. All the elements as well as the pellet surfaces contained inside the mount (not in its opening) are greased with the Arctic MX-2 thermal compound paste to ensure better thermal conductivity. Although the direct measurement of the temperature is done at the edge of the pellet, comparison to the pellet centre temperature in a number of tests allowed us to calibrate for the pellet centre temperature with a precision of ∼2 K, sufficient for our study.80 In the following, we will always refer to the temperature at the pellet's centre. The temperature control is achieved by using the thermocouple and the two cartridges controlled by a solid-state relay connected to a microcontroller board interfacing with LabVIEW based software. The software is able to communicate with the TeraSmart system and allows to command the measurement process and to retrieve the THz-TDS data. The software allows the heating at a constant rate (most convenient for the experiment was ∼3 K min−1) and the temperature stabilization at a fixed value by means of the proportional–integral–derivative (PID) control loop mechanism. Moreover, the experiment presented in this work is completely automated and, with a properly input procedure (temperature steps and number of measurements), can be done in one single round (with the total duration of around 3 hours).
The detailed description of the mount's design, performances, calibration and experiment automation is discussed elsewhere,80 together with additional data analysis of the temporal and thermal dynamics of the lactose phase transformation.
The initial models of the different morphologies were obtained from various sources (as indicated in Table 1). Since no hydrogen positions can be derived from X-ray experiments, the hydrogen atoms in the initial models are placed based on an energy minimization procedure.86,88–91 Before frequency calculations, the systems are fully relaxed (atomic positions and lattice parameters) in a geometry optimization. During structure optimization, atomic positions and cell parameters were optimized simultaneously. The equilibrium volume was determined using a Rose–Vinet based equation of state fit, as discussed elsewhere.50,92 All structures were optimized using a conjugate gradient method with an energy-based convergence criterion of 1.0 × 10−7. The resulting structures are well optimized with the final remaining forces acting on a single atom being below 1 meV Å−1. The first Brillouin zone was sampled using an extended Γ-centred k-point grid (3 × 1 × 4 for α-lactose, 4 × 2 × 2 for β-lactose and 4 × 3 × 1 for αβ-lactose), with the total energy of the system converged to <1 meV for the entire system. The final crystallographic parameters of the different model systems are presented in the ESI.† For self-consistency purposes, reference calculations for gas-phase molecules were also performed under periodic boundary conditions, in a box containing at least 15 Å of vacuum in each direction. The first Brillouin zone was sampled using the Γ-point only.
System | Symbol | Waters per unit cell (one unit cell contains two lactose molecules) | Source of starting model | Ref. |
---|---|---|---|---|
α-Lactose hygroscopic | α-LH | 0 | Experimental | 86 |
α-Lactose hygroscopic (A) | α-LHa | 1 | Manual addition of H2O to optimized structure of ref. 86 at position given by ref. 87 | 87 |
α-Lactose hygroscopic (B) | α-LHb | 1 | Manual removal of one H2O of α-lactose monohydrate from ref. 88 | 88 |
α-Lactose monohydrate | α-LM | 2 | Experimental | 88 |
α-Lactose anhydrous | α-LA | 0 | Experimental | 89 |
β-Lactose | β-L | 0 | Experimental | 90 |
αβ-Lactose | αβ-L | 0 | Experimental | 91 |
α-Lactose molecule | α-Lm | Single molecule | Constructed from ref. 86 | |
β-Lactose molecule | β-Lm | Single molecule | Manual rotation of hydroxyl group in optimized α-lactose molecule |
The vibrational spectra were calculated using the HIVE-program,93 developed by one of the authors. They were obtained through diagonalization of the Hessian matrix. In case of the molecular crystals, the translational modes are projected out; while for the free lactose molecules both translational and rotational modes were projected out.11,55,93 The optimized structures presented no imaginary modes at the Brillouin-zone centre, indicative of high quality ground state geometries.
The origin of the spectral changes may be attributed to several mechanisms, such as lattice dilatation and thermal population of the phonon bands. To quantify the effect and – more importantly for the current discussion – to extract the peak central frequencies with a better precision, we have treated the experimental time-trace data with the Fit@TDS software.69 This approach allows one to retrieve the material parameters and thus to more accurately interpret the results and their comparison to computational ones. We observe a reversible transition, but we don’t go into further detail on these specific observations as these fall outside the scope of this manuscript and will be discussed elsewhere.80 For now, it is sufficient to note that with temperature (a) the peak width increases and (b) there is an evolution of the oscillator parameters (e.g., Fig. 2b–d temperature evolution of the parameters of the oscillator corresponding to the ∼0.53 THz absorption line). Note that the spectral parameters are identical during both heating and cooling ramp of the same sample, indicative for a reversible process.
A thermogravimetric analysis allows the thermal behavior of lactose to be followed during the annealing process while at the same time tracking the gaseous species expelled from the sample. The resulting evolution of the sample mass loss is presented in Fig. 3e. A mass loss is observed at around 373 K, with the weight stabilizing again after ∼80 minutes at 377 K. The total mass loss during this process was ∼1.8%, which is lower than the estimated initial water content of α-LM of 5–6%.79
As noted in the previous section, the water removal around 377 K is consistent with a phase transition, giving – after cooling the sample back down to room temperature – rise to a spectrum that differs from the α-LM case presented in Section 3.1 (Fig. 3d). This indeed indicates an irreversible process, consistent with the suggested phase transition. The THz absorbance spectrum of this phase looks similar to a phase reported earlier by Zeitler et al., which these authors refer to as α-anhydrate.94 For this new, second phase, the central frequencies of the most intense absorption peaks found at 23 °C are the following: 0.88 THz, 1.125 THz, 1.22 THz, 1.39 THz, 1.545 THz.
In the spectra presented in Fig. 3a, we observe that during the dehydration process no spectral shift of the absorption peaks occurs. We note however, a decrease in their intensity as well as the appearance of several new absorption peaks. The characteristic peak at 0.53 THz disappears during the dehydration process, while the 0.88 THz peak appears. After the time-trace data treatment, it is especially illustrative to consider the dynamics of the phase transformation process through the evolution of these two characteristic peaks. The evolution of the corresponding oscillators’ central frequency and strength are shown in Fig. 3b and c. This illustrates that the 0.88 THz peak is not present in the first phase, but appears in the second phase, while the 0.53 THz peak disappears completely in the second phase. However, the situation with the 1.37 THz peak is not trivial. Being previously widely attributed to α-LM, the 1.37 THz does not disappear completely during the dehydration process (i.e., stabilizes at ∼50% of its initial amplitude) and will be further discussed in Section 3.4.4.
As an initial crystalline model for lactose, we consider hygroscopic α-lactose (α-LH) under periodic boundary conditions (cf., Fig. 5b). We start from the experimentally obtained geometries presented in the literature, indicated in Table 1. As a result of the crystalline nature, the conformational freedom is severely restricted. Only the hydrogen atoms still retain some freedom, while the ring geometry (O–C torsion) is fixed (e.g., no change in the pyranose puckering conformations, no transition between α and β form, etc.). However, even with this restriction, we note that since the PES is very flat, it allows for small local variation in the molecular geometry (O–C torsion, position of the H-atoms) (Appendix B), which in turn give rise to slight shifts in the position of the THz peaks. Note that our theoretical model of α-LH contains no water molecules, which does not completely represent the actual situation, as experimental work pointed out that in anhydrous polymorphs, there is still some residual water present.79 This choice for α-LH as initial model, compared to the experiments that were performed using α-LM, gives the opportunity to gradually build up the model, starting from molecules, over completely water-free crystals, to the final, fully hydrated α-LM. This will provide more clarity on the data. Starting from the atomic geometry published by Platteau et al.,86 the vibrational spectrum is obtained.92,95 The presence of long ranged acoustic interactions, which are completely missed by single-molecule approaches,95 is indicated by the acoustic bands having an imaginary frequency in small regions of the Brillouin zone. Upon increasing the supercell size, these regions become vanishingly small.92 The vibrational spectrum at the centre of the Brillouin zone (the Γ-point), however, shows no imaginary modes, indicative of a ground state geometry. Furthermore, due to the long wavelength of THz photons, only vibrational excitations at wave vectors q → Γ are experimentally observed, as the photons have a negligible momentum in comparison to the phonon momentum.96 As such, the vibrational density of states (DOS) can be limited to the Γ-point only. Finally, as the molecular crystal contains two lactose molecules per unit cell, there is a doubling of vibrational modes compared to the gas-phase molecule configuration.
The calculated ten lowest vibrational modes of α-LH are shown in Table 2. The results show the lowest THz modes to be positioned at clearly higher frequencies, compared to molecular lactose α-LM. This provides a good apparent agreement with the second (1.19 THz) and third (1.37 THz) mode observed in experiment. However, the experimental mode at 0.53 THz is missing entirely.
System | α-Lm | α-LH | α-LHa | α-LHb | α-LM | α-LA | β-L | αβ-L |
---|---|---|---|---|---|---|---|---|
Frequency, THz (cm−1) | 0.697 (23.26) | 1.010 (33.70) | 0.743 (24.78) | 0.709 (23.65) | 0.551 (18.37) | 0.917 (30.60) | 1.386 (46.23) | 0.815 (27.19) |
1.082 (36.08) | 1.201 (40.05) | 1.010 (33.68) | 1.050 (35.03) | 1.041 (34.73) | 0.951 (31.73) | 1.634 (54.51) | 0.878 (29.28) | |
1.261 (42.06) | 1.382 (46.11) | 1.221 (40.71) | 1.208 (40.30) | 1.097 (36.59) | 1.221 (40.74) | 1.742 (58.12) | 1.223 (40.78) | |
1.833 (61.13) | 1.526 (50.92) | 1.305 (43.54) | 1.304 (43.50) | 1.292 (43.09) | 1.659 (55.33) | 1.851 (61.74) | 1.699 (56.66) | |
2.224 (74.18) | 1.541 (51.39) | 1.539 (51.35) | 1.604 (53.49) | 1.456 (48.57) | 1.804 (60.18) | 2.097 (69.95) | 1.843 (61.48) | |
2.722 (90.78) | 1.666 (55.56) | 1.962 (65.44) | 1.908 (63.64) | 1.812 (60.45) | 2.091 (69.76) | 2.293 (76.48) | 2.105 (70.22) | |
2.940 (98.07) | 2.437 (81.30) | 2.185 (72.87) | 2.162 (72.12) | 1.955 (65.20) | 2.476 (82.58) | 2.461 (82.09) | 2.202 (73.46) | |
3.17 (105.74) | 2.666 (88.91) | 2.398 (79.98) | 2.510 (83.74) | 2.352 (78.45) | 2.585 (86.22) | 2.566 (85.61) | 2.401 (80.09) | |
3.77 (125.75) | 2.865 (95.58) | 2.622 (87.46) | 2.595 (86.55) | 2.585 (86.22) | 2.758 (91.97) | 2.612 (87.12) | 2.677 (89.30) | |
3.84 (128.09) | 3.058 (101.99) | 2.918 (97.35) | 2.921 (97.44) | 2.774 (92.52) | 2.929 (97.71) | 2.697 (89.96) | 3.007 (100.31) |
Comparison of the calculated molecular and crystal phonon DOS show a substantial change (cf., Fig. 6). Moreover, investigation of the atom-projected vibrational modes shows there is a strong reduction in vibrations of the O and H atoms of the system when going from a gas-phase molecule to a molecular crystal. The cumulative atom-projected phonon DOS per species shows this clearly in Fig. 6. Although the O atoms are responsible for the bulk of the vibrational modes below 2 THz in both systems, the contribution is almost halved in the molecular crystal. In addition, the small vibrational contribution of the H atoms is halved going from gas-phase molecules to molecular crystals. In contrast, the contribution of the C atoms increases significantly. The lock-step trends of the O and H curves combined with their comparative relative reduction indicates the hydroxy groups are being restricted in their motion by the crystal structure, which is not unexpected considering the molecules of molecular crystals are bound via hydrogen bridges and dispersive interactions. This quenching of vibrational modes due to intermolecular forces is in line with the observations of Banks et al.49
This hypothesis is further confirmed by detailed investigation of the atom-projected vibrational spectra of the different O atoms in the system. The lowest four modes of the gas-phase molecule are governed by the two O atoms of the hydroxymethyl groups and six O atoms of the hydroxyl groups (cf., Fig. S1, ESI†). Considering the same O atoms in the molecular crystal shows a significant reduction in their contribution to the vibrational spectrum. In contrast, the remaining three O atoms only provide a minor contribution to the low THz vibrational spectrum of the gas-phase molecule, which does not change much between the molecule and the molecular crystal.
System | Single α-lactose molecule | + H2O (position A) | + H2O (position B) | + H2O (position C) |
---|---|---|---|---|
ΔE, kcal mol−1 | — | 0.00 | -3.13 | 0.41 |
Frequency, THz (cm−1) | 0.697 (23.26) | 0.616 (20.54) | 0.586 (19.54) | 0.557 (18.59) |
1.082 (36.08) | 1.032 (34.44) | 0.945 (31.51) | 0.677 (22.57) | |
1.261 (42.06) | 1.120 (37.35) | 1.178 (39.28) | 1.126 (37.55) | |
1.833 (61.13) | 1.217 (40.60) | 1.555 (51.88) | 1.234 (41.15) | |
2.224 (74.18) | 1.820 (60.72) | 2.116 (70.58) | 1.766 (58.92) | |
2.722 (90.78) | 2.230 (74.36) | 2.515 (83.90) | 2.041 (68.08) | |
2.940 (97.98) | 2.676 (89.25) | 2.912 (97.15) | 2.320 (77.38) |
In the case of the molecular crystal, we incorporated a single water molecule using the two strategies mentioned in the computational methods section: (1) manual inclusion of a single water-molecule – α-LHa and (2) starting from the α-LM structure removing one of the two water molecules – α-LHb. The two configurations were optimized to similar, though distinctly different structures. The equilibrium volumes after structure optimization are found to be 747.15 and 746.20 Å3 for the α-LHa and α-LHb, respectively, In these periodic structures, the water molecule interacts with four neighbouring lactose molecules through H-bridges (with a heavy-atom to heavy-atom O–O distance and –H–O angle of 2.9 Å, 155°; 2.7 Å, 177°; 2.8 Å, 172°; and 2.8 Å, 165° for the four interactions in the α-LHa system, and 2.9 Å, 151°; 2.7 Å, 178°; 2.7 Å, 176°; and 2.8 Å, 164° for the four interactions in the α-LHb system). The most significant difference between the two structures are the angles between the different lattice vectors (cf., Table S1 of the ESI†). Of these two structures, the α-LHb structure is slightly lower in energy. However, this energy difference of a mere 23 meV per unit cell also indicates that the potential energy landscape (PES) is very shallow. As such, one may expect a sizable region of the PES to be sampled during room and elevated temperature experiments. The ten lowest vibrational modes are shown in Table 2. Comparison of these vibrational modes presents two interesting observations. First, the modes of the two configurations show only small variations, which may indicate that the basic properties of the system are sufficiently well described even if an experimental system may be moving on the PES (also see Fig. S2 of the ESI†). Second, a vibrational mode has appeared at ∼0.7 THz (∼24 cm−1) which is not present in the calculated anhydrous α-LH spectrum. Investigation of the atom-projected vibrational spectrum, shown in Fig. 7, shows this mode is mainly due to the oxygen atoms of the lactose molecules (the blue curve). The oxygen atom of the water molecule (the red curve) also contributes to this mode, but not more than an average oxygen atom of the lactose molecule. Instead, a major contribution of the water–oxygen interaction is found in modes at about 2.6, 4.5, 5.0, and 6.4 THz (87, 150, 167, and 213 cm−1). Further investigation of the atom-projected spectra of the different O functional groups (cf., Fig. 5a) in the lactose molecules, shows the O atoms of the hydroxyl and hydroxymethyl groups to contribute equally to the new mode at ∼0.7 THz (∼24 cm−1). The remaining oxygen atoms of the lactose molecules only provide a marginal contribution. The presence of the water molecule appears to loosen the hydrogen bridges between the lactose molecules allowing a long ranged collective mode to appear. These findings are in line with the molecular gas phase spectrum, in which the lowest vibrational modes show the clear involvement of the water molecule in the motion.
The inclusion of a single water molecule in the lactose unit cell (2.6% H2O) could be considered as an intermediate step towards the formation of α-LM (5.0% H2O), and has slightly less water present than the actual water loss of 1.8% observed by the transition from the first α-LM to the second phase (which contains 3.2% water after the observed water loss; Section 3.2 and Fig. 3e). In experimentally prepared samples of hygroscopic α-lactose (and often indicated as being anhydrous), an initial water content of 1.34%79 is found, which is about half of our theoretical structure with 2.6%. As such, based on the water content, the α-LHa/b might represent hygroscopic α-lactose more precise than our theoretical water free α-LH model. Comparison of the vibrational modes of these systems (α-LM and α-LHa/b) indicates no further additional low THz modes are created upon increasing water content; instead, the positions of the lowest modes are found at lower THz frequencies (cf., Table 2).
Next, α-LM crystals were considered, using the experimental geometry of Smith et al.88 as starting point. The calculated spectra show that the 0.53 THz (17.7 cm−1) fingerprint mode of lactose is successfully recovered at a calculated frequency of 0.551 THz (18.4 cm−1). Note that this result is obtained from DFT calculations on a perfect infinite periodic crystal at 0 K. There is no need for a scale factor as is often used in literature.49,92 This underlines the powerful nature of the used methods. Excellent agreement is obtained with the finite size experimental system, which probably contains defects and impurities, may present variations in the local water content and water molecule orientation, and is measured at elevated temperatures. The impact of the exact lattice volume and water orientation is considered in Appendix A, and shows variations of a few 0.01 THz on the calculated fingerprint frequency.
Investigation of the atom-projected vibrational spectra of α-LM presents a picture very similar to that of the systems with a single water molecule (cf., Fig. S3 of the ESI†). Again, it is interesting to note that the lowest vibrational mode shows mainly contributions of the O atoms of the hydroxyl and hydroxymethyl groups. So again, the water molecules, do not contribute directly to this mode, but indirectly by loosening up the molecular crystal structure. Each of these watermolecules form H-bridges with four neighbouring lactose molecules (with a heavy-atom to heavy-atom O–O distance and O–H–O angle of 2.9 Å, 147°; 2.7 Å, 177°; 2.7 Å, 175°; and 2.8 Å, 166° for one water molecule, and 2.9 Å, 147°; 2.7 Å, 177°; 2.7 Å, 175°; and 2.8 Å, 166° for the four interactions of the second water molecule). This stresses the importance of the use of periodic models for THz modelling of molecular crystals.49 It also highlights the risk of incorrect mode assignment due to gas-phase modelling, as agreement of vibrational mode frequencies does not imply the presence of similar vibrations.
Based on the existing literature, we have extended our set of lactose morphologies, being α-LM, α-LHa/b and α-LH with anhydrous α-lactose (α-LA), β-Lactose (β-L), and αβ-lactose (αβ-L).89–91 These structures were fully optimized (cf., Table S1 of the ESI† for the final lattice parameters) and their vibrational spectra were calculated (cf., Table 2). Remind here as well, that in all our constructed anhydrous models, no water molecules were included, following the experimentally proposed crystal structures.86–91 This, however, may contradict the actual experimental situation.79
The obtained formation energies, presented in Table S1 (ESI†), show that the incorporation of water significantly stabilizes the α-lactose phase, and more interestingly, the second water molecule appears to be bound slightly stronger than the first one. The α-LH is less stable than α-LA, which is in a good agreement with literature, showing the anhydrous α-lactose, to be slightly more stable than the hygroscopic α-lactose.97
The slight increase in stability of the anhydrous β- and αβ-lactose compared to hygroscopic α-lactose is due to the slightly lower stability of the β-lactose molecule in the gas-phase (37 meV). In absolute terms, however, the β-L, αβ-L and α-LH configurations can be considered nearly degenerated in energy. These calculated formation and binding energies corroborate the experimental observation that it is energetically favourable for lactose to form molecular crystals, and that such molecular crystals tend to absorb water, which is consistent with the results of Listiohadi et al.,79 showing the absorption of water by the anhydrous polymorphs, even at low relative humidity during storage. It even indicates that a monohydrate (1 water/lactose, thus two waters per unit cell, containing 2 lactose molecules) is more stable per water, than a single water per unit cell (in the α-LHa/b models). Based on the calculated formation energies, the morphological path due to a dehydration, in a theoretical set up, is expected to be the following: α-LM (2 water molecules per unit cell) → α-LHa/b (1 water molecule per unit cell) → α-LH/α-LA/β-L/αβ-L (water-free). As the final anhydrous forms are relatively close in energy, the practical experimental synthesis path will play an important role in determining final product. This is in line with the generally accepted methodologies for producing different anhydrous lactose morphologies starting from α-LM.90,98–100
Before we continue, it is important to remember two important aspects of calculated spectra. (1) As only modes which interact with the electromagnetic field of the THz beam give rise to an experimentally observed spectral feature, some of the calculated modes will be experimentally invisible due to symmetry and/or selection rules. (2) For our well-optimized theoretical structures – where, for example, Pulay stresses have been compensated – the calculated modes are at (almost) the exact experimental locations. The impact of water rotations and slight variations of the volume result in shifts of the order of several tens of GHz only (cf., Appendix). This removes the need for scaling of the calculated spectrum as is often done in literature.101–104 As such, comparison to experiment means allowing for calculated peaks to be missing in experiment, but experimental peaks should not be missing in the calculated spectrum and should furthermore be almost perfect positional matches.
In Fig. 8, we show the experimentally obtained spectra of the three phases in combination with the respective calculated spectra of the composing lactose configurations for each phase, proposed in this discussion. This allows for easier validation of the arguments of this section by the reader. IR-intensities were calculated for the different systems and presented for comparative purposes with other calculations in ESI† (Section S5.6.).
The starting α-LM phase of the sample, shown in Fig. 8a, gives the low THz spectrum as obtained from the initial sample. It presents four distinct peaks at 0.53, 1.19, 1.37, and 1.82 THz (17.7, 39.7, 45.7, and 60.7 cm−1), respectively, and is known in literature as α-LM.49,105
Our calculated spectrum of α-LM presents eight vibrational modes below 2.5 THz (83.4 cm−1). The 0.53 and 1.82 THz (17.7 and 60.7 cm−1) modes are perfectly accounted for by the theoretical calculations on α-LM; however, according to the theoretically calculated spectra, the 1.82 THz mode can also be attributed to β-lactose or α-lactose anhydrous. The 1.19 and 1.37 THz (39.7 and 45.7 cm−1) modes appear to be missing in the theoretically calculated spectrum of α-LM and need to be analysed further.
Looking at the calculated spectra of the various lactose crystal configurations considered in this work, the intense mode at 1.37 THz (45.7 cm−1) does present a perfect match to both β-L and α-LH. Furthermore, the 1.37 THz (45.7 cm−1) peak increases with 10–20% in intensity when recording the spectra during purging in N (compared to air), supporting the assignment of this peak as α-LH, under the assumption of dehydration during purging. Alternately, some calculated modes of α-LM also appear in the vicinity of the 1.19 and 1.37 THz (39.7 and 45.7 cm−1) peaks. One might even argue the 1.37 THz (45.7 cm−1) peak to be the result of the overlap of two modes at 1.29 and 1.46 THz (43.1 and 48.6 cm−1). Some authors have assigned the calculated mode at 1.46 THz (48.57 cm−1) to the experimental mode at 1.37 THz (45.7 cm−1).105 Interestingly, in the full Brillouin zone (in the y-direction, which is in the longest direction of the molecules), these two modes move toward one-another and cross at about 1.37 THz, at roughly 1/3 of the Γ–Y line. Therefore, this could be an indication these are contributing to the peak and an explanation for the relatively large discrepancy.
The low intensity mode at 1.19 THz (39.7 cm−1), could also be attributed to several of the lactose crystal configurations: either the anhydrous α-LH, α-LA, or αβ-L or the partially hydrated α-LHa or α-LHb. This clearly indicates that a standard lactose monohydrate sample is a mixture of lactose configurations, of which α-LM presents the major fraction. This peak seems to be also present in the second phase, but not in the third one. It gives arguments to attribute this peak to α-LH or α-LHa/b. Bear in mind that complete water-free α-LH is not the experimental reality, as there is residual water in these polymorphs and as such, the experimental situation based on the water-content is something in-between the α-LH and α-LHa/b forms. At this point, it is interesting to note that commercially available α-LM still contains a small fraction of β-lactose molecules in the molecular crystal lattice (≤4% β-lactose).
Although β-L presents a calculated vibrational mode at 1.386 THz (46.23 cm−1), a suitable candidate for the 1.37 THz mode, the strong observed intensity combined with the low concentration makes it unlikely to be the only contributing conformation. Interestingly, in experiments with α-LM/β-L mixed samples, by Yamauchi et al. it was shown that with increasing concentration of β-L, the 1.37 THz (45.7 cm−1) reduces – but it does not vanish completely – while the 1.19 THz (39.7 cm−1) increases in intensity.51 Although the calculated spectrum of pure β-L does not show any peaks near 1.19 THz, αβ-L on the other hand does present this peak, which may indicate anomeric rotations to have occurred in the mixed samples reducing their purity.
Experimentally, a phase transition at 377 K was observed (see Section 3.2.). The resulting second phase gives rise to the THz spectrum presented in Fig. 8b. This transformation occurred simultaneously with the experimental observation of water vapour escaping out of the system. About 1.8% of mass loss has been recorded in the thermogravimetric experiment (Fig. 3e). The new phase has a fingerprint of six modes, measured at 0.89, 1.13, 1.22, 1.39, 1.55 and 1.80 THz (29.7, 37.7, 40.7, 46.4, 51.7, and 60.0 cm−1). Comparison to the simulated spectra shows that the visible α-LM mode at 0.53 THz (17.7 cm−1) has disappeared, corroborating a phase transition away from the α-LM. As before, there are clear indications for the presence of a mixture of lactose configurations. The modes at 0.89 and 1.22 THz (29.7 and 40.7 cm−1) may be due to either αβ-L or α-LA, of which the latter mode might also be an indication of α-LH, α-LHa, or α-LHb. Similar as for the first phase, the mode at 1.39 THz (46.4 cm−1) can be assigned to either α-LH or β-L, or to a residual presence of α-LM in the sample, as clearly not all the water has been evaporated. The mode at 1.55 THz (51.7 cm−1) could be due to either α-LH or α-LHa. Finally, the mode at 1.80 THz (60.0 cm−1) can only be assigned to the α-LA. Interestingly, the mode at 1.13 THz (37.7 cm−1) shows no good match with any of the considered lactose phases, and as such is an indication of the presence of another, possibly intermediate phase.
For this phase and as well for the starting one, we proposed a wealth of different lactose configurations. It is reasonable to assume that the number of configurations should be limited, therefore we continue our analysis of the first two experimental phases, of which the number of possible configurations could be reduced based on lattice strain arguments. It is reasonable to assume that the selected configurations contributing to the experimental α-LM phase and phase 2 should not give rise to obvious observable effects, we therefore expect the different phases to have an as similar as possible lattice structure, which would limit strain in the sample. Taking a closer look at the lattice parameters of the different lactose crystal configurations, given in Table S1 and in good agreement with the literature,89–91,100 we note that α-LA, αβ-L, and β-L have a unit cell volume which is about 7% smaller than α-LM. Furthermore, the latter two support lattice angles, which differ significantly from those of α-LM. Combining all the aspects, we propose that the α-LM the peak at 1.19 THz (39.7 cm−1) can be accounted for by the α-LH, rather than to the αβ-L. In addition, the intermediates between α-LM and α-LH (i.e., α-LHa or α-LHb) could naturally occur due local water gradients in the sample consisting of small crystals and as such possessing a very large surface region, and could also account for the 1.19 THz mode. The 1.37 THz peak can be accounted for by the α-LH, while the 0.53 and 1.82 THz peaks are perfectly accounted for by α-LM. We therefore suggest that our initial α-lactose monohydrate samples are mixtures of α-LM (core of the crystallites) and α-LH (the surface region of the crystallites), with a minimal contribution of beta-lactose. Also, for the second phase, we can reduce the number of possible contributing lactose configurations based on the secondary information of lattice strain. The αβ-L could be required for the measured modes at 0.89 and 1.22 THz (29.7 and 40.7 cm−1). However, these modes are also covered by the α-LH and α-LA as well, to which the other four experimental modes are also assigned. As a result, we propose the second experimental phase to be a mixture of the α-LH and α-LA, having some residual water content, which is in agreement with what has been experimentally found for the preparation of these anhydrous configurations.79
Finally, a second phase transition to the experimental phase 3 was observed in our sample at 420 K. This phase transition was accompanied by further water loss. The low THz spectrum is presented in the lower panel of Fig. 8. This phase presents only one obvious (and very broad) mode at 1.86 THz (62.0 cm−1). Fitting of the experimental spectrum, however, indicates the presence/necessity of two additional modes at 0.736 and 0.986 THz (24.6 and 32.9 cm−1). Comparison to the calculated spectra of the various phases shows that the clear mode at 1.86 THz (62.0 cm−1) perfectly aligns with a mode of the αβ-L, β-L and α-LA spectrum. Each of these three modes is consistent with the water losses observed in the literature. Moreover, the anhydrous β-lactose is experimentally known to contain less water than anhydrous α-lactose.79 This would indicate mutarotation between the α-and β-lactose anomers in the molecular crystal, which might not be unexpected at temperatures above 140 °C.90 Furthermore, the peak at 0.89 THz (29.7 cm−1) of the second phase, assigned to α-LA has vanished. These observations may suggest the αβ-L and β-L configurations to be more probable than the α-LA of presenting a significant contribution to our third observed phase. There remains however the very strong base signal, indicating the formation of amorphous phase (see paper of McIntosh et al.106).
First, three samples have been prepared, reproducing the three stable phases discussed above. Three pellets were prepared from the α-lactose monohydrate powder using the same material, equipment and pellet parameters as discussed in Section 2.1. One pellet was kept at the room temperature, while the two others were prepared on the heated capillary system of the TGA setup (Section 2.3.), reproducing the procedure of the THz-TDS experiment (i.e., temperature increase from 296 K to 377 K at a rate of 3 K min−1, followed by ∼90 min at 377 K; and in case of the third pellet, a further temperature increase to 423 K, after which the third pellet was retained at 424 K for 20 min; finally all samples cool down to room temperature). Hereafter the pellets were studied in our THz-TDS setup to compare the spectra with the ones obtained in the experiment discussed above (Sections 3.1.–3.3. and 3.4.4.). The results are presented in Fig. 9a. The spectra of the first and the second phase are in a very good agreement with the ones observed in the first experiment (discussed in Sections 3.1–3.3 and Fig. 4); we note however the small difference in the intensities of the THz peaks – this can be explained by the slight difference (∼100 μm) in the thickness of the studied pellets. The difference seen in the spectra of the third phase, on the other hand, is due to the fact that we have used two different means to heat the samples (see Section 2.2.): the heating system of the TGA setup (used to prepare the samples for the XRD experiment) and the mount with integrated heating (used to prepare the samples for the experiments discussed in Sections 3.1–3.3 (Fig. 4)). The first one allows more uniform heating of the whole pellet – which is important for the following XRD study, while our mount with integrated heating creates a certain temperature gradient (with the temperature being the highest at the pellet edge and decreasing toward the pellet centre). This gradient is negligible in the THz-TDS experiment, as in these experiments, one studies only a small area of the sample in the THz beam waist (d ∼ 0.3 mm), below a certain temperature – which we see in the spectra of the second phase (heated up to 377 K), for instance. However, at higher temperature the sample becomes non-uniform even within the small area covered by the THz beam spot. Thus, the third phase can be considered more ‘pure’ in the sample prepared for the XRD experiment.
Next, pellets have been grounded to powder and studied in the XRD setup. The results are presented in Fig. 9b–d for samples (phases) 1–3 respectively, along with the simulated spectra for the best matching lactose crystal phases, generated using the Powder Diffraction Pattern tool of VESTA.107 It suggests the 1st sample to be mainly composed of α-lactose monohydrate, in a good agreement with literature108,109 referring, for instance, to characteristic peaks of α-LM at 2θ = 12.5° and 16.4°. However, one cannot exclude the presence of other crystal phases (e.g., the work of Miao and Roos,109 they refer to the characteristic peak of β-L at 2θ = 10.4; the peaks at 2θ = 9°–20° are identified as mixtures of α-LM and anhydrous mixture of α–β lactose in different molar ratio's.). In our sample, we do not observe any peaks of β-L; however, some peaks (i.e., the ones around 19° and 21°) may be attributed to α-LH, which is in correlation with our predictions based on the calculated vibrational spectra (cf., Section 3.4.4.).
In sample 2, the situation appears to be more complicated: we do see the characteristic peaks of α-LH and α-LA as we suggested in Section 3.4.4 (it also finds confirmation in literature86), however the characteristic peak at 2θ = 16.5° can be explained only by the presence of α-LM which is not inconceivable (it may be attributed to the re-hydration of lactose while grounding the pellet to powder). Moreover, it is not impossible that we were not able to detect it in the THz spectrum as the region around 1.1–1.6 THz is ‘crowded’ by multiple peaks (with the 1.1, 1.29, 1.46 THz and even 1.04 THz DFT-predicted peaks of α-LM could be presented in the region).
For sample 3, we see the peak of β-L at 2θ = 10.4° emerging in the spectrum, while the characteristic peaks of α-LM at 2θ = 12.5° and 16.4° are vanishing. The α-LA peaks remain, and the appearance of αβ-L is possible. This is in agreement with the interpretation given in Section 3.4.4 based on calculated vibrational spectra and correlates with literature.89,110 However, we note again that sample 3, discussed here, could be considerably different from the “phase 3” of Section 3.3. – it is clear from the comparison of their THz spectra (Fig. 9a).
Firstly, we show that the gas phase single molecule approach for spectral modelling is insufficient for the THz range, as this concerns long ranged vibrational modes. Although the necessity for periodic calculations is not a new conclusion within the context of solid-state spectroscopy, we feel that underlining this aspect is still beneficial, especially in the experimental THz community. As such, this work aims to further stress the importance of good and accurate periodic DFT calculations. In contrast to the mid infrared spectroscopic range where the vibrations are localized around one or several molecular bonds, in the THz range, the vibrational modes are delocalized among several molecules. They form what one can call “phonons of the molecular crystal”, making the use of periodic calculations inevitable, as was also pointed out by Banks et al.49 The clear corollary of this conclusion is that different crystal structures will give rise to different THz spectra. One can exploit this property experimentally and use THz spectroscopy to probe and discriminate the crystalline structure of a molecular crystal sample.
Secondly, we discuss the role played by the hydration water molecules in the THz vibrational spectrum. Our spectra show drastic changes with decreasing water content. From experimental work, these spectral changes could be attributed to the appearance/disappearance of the absorption peaks upon hydration. Although the water molecules have a larger freedom of motion than the carbohydrates, one cannot separate the vibrations of the carbohydrate lattice from the vibrations of the water molecules. Consequently, these water molecules and associated hydrogen bonds do not only play a perturbative role, but also participate in the formation of the vibration. More importantly, the water molecules’ impact is not related to their donor–acceptor role, instead their presence loosens the hydrogen bridges between the lactose molecules allowing long ranged collective modes to emerge. They can be seen as having a lubricating role, allowing the motion of several rigid pieces together.
Thirdly, we show that the simple X → Y → Z phase transformation picture is hard to maintain and moreover highly dependent on the sample preparation, as is clear from Section 3.4.5. It appears the seemingly distinct phases and transformations in reality involve mixtures and/or additional intermediate phases. For example, the alpha-lactose monohydrate sample – widely used in the community for test purposes – cannot be explained by only one single crystal phase. In this work, we provide a first step by proposing a credible explanation for the well-known spectrum. However, further investigation of the crystal structure of alpha-lactose monohydrate will be needed to close the question in all its intricacies.
Finally, we also highlight the unfortunate nomenclature used for lactose phases. Specifically the identification as anhydrous phases, even though these are known to support a significant water (and variable) content.79 The published crystal structures of the so-called anhydrous phases show no water molecules, pointing to incoherencies with the experimentally observed water content,79 and complicating theoretical corroboration of experimental results for such systems. These crystal structures thus require further work, which will be the result of combining different techniques, including X-ray diffraction analysis, crystal simulation and THz spectroscopy.
Overall, this work shows that THz frequency vibrational spectroscopy is a very challenging, yet very powerful tool both experimentally and theoretically. Even though THz spectroscopy exists already more than two decades, we believe that we are still experiencing its infancy. Further work and combination with other experimental and theoretical techniques will be needed to bring it to its full potential and to allow for its straightforward application on more complex structures such as protein crystals or even protein structures like amyloids or viral capsids.
The lattice parameters of the different structures are presented in Tables S2 of the ESI,† as well as the relative total energy with regard to the minimal energy structure. These results show no radical structural transformations occur. Furthermore, for the optimized systems, the relative total energy variations are extremely small (less than 1 kBT at room temperature). The impact of structure optimization on the total energy for the system at the experimental equilibrium volume is about 0.4 eV per unit cell. This stresses the need for further optimization after scaling the geometry of a molecular crystal.92
Having a closer look at the low THz spectra clearly shows that scaling the structure and performing phonon calculations results in a rather distorted spectrum with the vibrational modes showing rather extreme shifts to both higher and lower frequencies of up to 0.5 THz (∼16.7 cm−1). Focussing on the optimized structures instead, a more consistent picture emerges. With increasing lattice volume, the modes shift to lower frequencies. However, the size of this shift appears to vary between modes.
If we direct our attention to the 0.53 THz (17.7 cm−1) fingerprint mode (indicated by the purple dashed line), we clearly see it is in agreement with the calculated values for all four optimized structures. Note, however, that there is no linear relation between the lattice volume and mode frequency, as can be seen from comparing this mode for the 768.0 and 743.6 Å3 systems to the 761.7 and 763.0 Å3 systems. Based on this observation, we suggest that small local variation of the lattice parameters, induced by internal and external stresses, give rise to experimentally observed broadening of the vibrational modes. Furthermore, as can be seen in Fig. 10a, this broadening will be different for each mode. Extending on this observation one could imagine different local defects or external stresses to give rise to a broadening of specific modes, providing access to a means of identifying such defects. This is, however, beyond the scope of the current work.
The lowest vibrational modes are shown in Fig. 10b and their positions are tabulated in Table S4 (ESI†). The impact of structure relaxation is limited to a few tens of GHz for the configurations close to the PES minimum. For configuration C, close to the PES maximum, the modifications are more pronounced, as is to be expected, since the non-relaxed structure gave rise to five imaginary modes, while only a single imaginary mode remained after relaxation. As such, configuration C presents a transition state configuration. It is interesting to note that, in spite of all these differences between the configurations, each configuration gives rise to the 0.53 THz (17.7 cm−1) fingerprint mode, albeit at a slightly different frequency. Thus, the orientation of water has only a limited impact. This is also observed in the gas-phase molecule calculations, showing the minimal impact of the donor/acceptor role of water in the H-bond to lactose on the spectral modes (see Table S5 of the ESI†). This clearly shows that the free rotation of water does not alter the spectrum, but plays an important role in the peak broadening of the low THz spectrum, even for modes that are not directly assigned to the water molecules.
Footnotes |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/d1cp03261e |
‡ More specifically, using a new sample, we repeated the above experiment up to 377 K. Then, after stabilization of the THz spectrum at 377 K, we increased the temperature further but this time at a rate of 3 K min−1, as the heating unit was not powerful enough to sustain a 5 K min−1 rate at temperatures in the range of 450–500 K. |
§ We note that the XRD experiments were performend during the revision process of our manuscript, thus it was not possible to use initial samples. However, we believe the results to be illustrative and deserve to be presented in the text of the paper. |
¶ Our coarse sampling of the PES gave rise to 1900 grid points. To keep the computational cost in check (now 2 years of CPU-time), no structure optimizations are performed as this would increase the computational cost with a factor of the order 500. Note that such structure optimizations would still suffer from Pulay stresses, resolution of which would increase the computational cost another order of magnitude. |
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