Laura-Marleen
Baumgartner
a,
Andreas
Erbe
ab,
Aimee L.
Boyle
c and
Martin
Rabe
*a
aDepartment of Interface Chemistry and Surface Engineering, Max-Planck-Institut für Eisenforschung GmbH, Max-Planck-Str. 1, 40237 Düsseldorf, Germany. E-mail: m.rabe@mpie.de
bDepartment of Materials Science and Engineering, NTNU, Norwegian University of Science and Technology, 7491 Trondheim, Norway
cLeiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
First published on 2nd February 2022
The in situ control of reversible protein adsorption to a surface is a critical step towards biofouling prevention and finds utilisation in bioanalytical applications. In this work, adsorption of peptides is controlled by employing the electrode potential induced, reversible change of germanium (100) surface termination between a hydrophobic, hydrogen terminated and a hydrophilic, hydroxyl terminated surface. This simple but effective ‘smart’ interface is used to direct adsorption of two peptides models, representing the naturally highly abundant structural motifs of amphipathic helices and coiled-coils. Their structural similarity coincides with their opposite overall charge and hence allows the examination of the influence of charge and hydrophobicity on adsorption. Polarized attenuated total reflection infrared (ATR-IR) spectroscopy at controlled electrode potential has been used to follow the adsorption process at physiological pH in deuterated buffer. The delicate balance of hydrophobic and electrostatic peptide/surface interactions leads to two different processes upon switching that are both observed in situ: reversible adsorption and reversible reorientation. Negatively charged peptide adsorption can be fully controlled by switching to the hydrophobic interface, while the same switch causes the positively charged, helical peptide to tilt down. This principle can be used for ‘smart’ adsorption control of a wider variety of proteins and peptides and hence find application, as e.g. a bioanalytical tool or functional biosensor.
A promising approach for the control of protein adsorption is to exploit the nature of the sorbent surface, in particular the charge and the hydrophobicity, as these parameters have a major influence on the number, conformation and orientation of adsorbed proteins.15,16 Accordingly, on a hydrophobic/hydrophilic switchable interface in specific cases structural changes of adsorbed proteins or even reversible adsorption is to be expected. Such interfaces can be prepared for instance from self-assembled monolayers (SAMs) of long chain alkanethiols with charged terminal groups1,2,17 or brushed polymers.5 For instance a theoretical study of lysozyme interactions with a hydrophobic/hydrophilic switchable SAM revealed the influence of the surface hydrophilicity on the affinity and the surface orientation of the protein.7 In recent experimental work a hydrophobic/hydrophilic switchable interface has been used to study reversible amyloid-β adsorption and aggregation.8 Nevertheless, experimental studies that reveal in situ structural details or the dynamics of adsorbed proteins reacting to switchable interfaces are lacking. This may be in part owing to the chemical complexity of most of these interfaces, which complicates the interpretation of data from powerful in situ structural analysis methods.
To overcome these issues, the (100) surface of germanium is used here, because of its ability to reversibly switch between hydroxylated and hydrogenated surface termination dependent on the applied electrode potential.18–23 It was observed that the hydrogenated or H-terminated interface is very hydrophobic.19 The change in hydrophobicity occurring with the termination switch manifests itself in the displacement of interfacial water,24 and is effective over a wide pH range.25 Here, the hydrophobicity change was exploited as a ‘smart’ interface to reversibly control changes in the adsorption behaviour of peptides at physiological pH. The other advantage of germanium is that because of its IR-transparency, it can be used as the internal reflection element in ATR-IR spectroscopy. This method allows in situ quantification, structural analysis and orientational analysis of adsorbates from polarised spectra.26–28 Furthermore, its applicability in fibre coupled probes, flow cells, micro- or nanochannel cells makes it interesting for smart sensor applications.29–31
To demonstrate the potential of the approach for protein adsorption studies, two complementary peptides, termed E and K (Fig. 1), from the naturally abundant and versatile class of coiled-coils are used as models.32 The choice is based on the specific versatility of the EK pair. Next to their complex formation abilities they also form monomeric amphipathic α-helices upon adsorption to hydrophobic/hydrophilic interfaces.33–35 In this state, K can be understood as an amphipathic class A helix which is a common lipid membrane interacting motif.36,37 Furthermore, the two peptides' primary structures are very similar. In the heptad repeating units E and K differ only in distribution and number of lysine and glutamic acid residues in the e, f and g positions. This difference results in an opposite overall charge, at neutral pH. In the α-helical conformation the charges are inversely distributed on the hydrophilic faces of the E and K helices (cf.Fig. 1). Thus, this pair allows for a study of the effects of adsorbate charge on the interfacial interactions of otherwise very similar primary and secondary structures. This is important because on an electrically triggered switching surface the charge changes, which may complicate the differentiation between effects caused by charge or by hydrophobicity.
Fig. 1 Helical wheel projection of the EK coiled coil complex showing a single heptad for K (left): IAALKEK and E (right): IAALEKE. Colors indicate polarity of the amino acids at pH 7.4: yellow – hydrophobic; blue – positively charged; red – negatively charged. Arrows inside the respective wheel projection indicate directions of the hydrophobic moments. The projection was generated with DrawCoil 1.0.38 |
First, the termination change of the Ge(100) surface under physiological pH in deuterated buffer as a function of electrode potential is studied. Next, the potential dependent adsorption of E, K, and the coiled-coil EK is studied by in situ ATR-IR spectroscopy. From these experiments surface concentration and order parameters are derived. Their analysis is then used to establish a structural model of the potential-dependent rearrangements in the adsorbed peptide layers.
Ge–OD + 2D+ + 2e− ⇌ Ge–D + D2O | (1) |
Fig. 2 Overlay of CV data and results of potential dependent ATR-IR spectroscopy. (a) Intensity of the Ge–D1 stretching mode band (uncorrected and corrected for contribution of HOD bending mode) and the cyclic voltammogram measured at 10 mV s−1. (b) Absorbance in p-polarisation in the Ge–D stretching mode region (1330 cm−1 to 1550 cm−1) at −1.19 V. Colored dashed lines and inset are the results of the SVD-MLS analysis described in detail in ESI,† Section S1.1. The resulting independent spectral components of the negative scan are labeled with their assignments. The inset shows their associated dependencies on the decreasing electrode potential. |
The equivalence of the surface termination change in H2O and D2O is confirmed by in situ ATR-IR spectroscopy with potential step experiments. Because of the isotope effect the position of Ge–D bands is expected to be shifted approximately by a factor of with respect to the Ge–H bands. Accordingly, the spectral region around 2000 cm−1, where the Ge–H1 and the Ge–H2 stretching modes are observed,20–23,25,39 (cf. overview of the reference values in ESI,† Table S1) is found free of features (cf. ESI,† Fig. S1). However, a broad peak in the range 1350 cm−1 to 1550 cm−1 grows at decreasing potentials steps, i.e. during the negative scan, starting below −0.59 V. The peak at the lowest potential −1.19 V is depicted in Fig. 2b. In the subsequent positive scan, the peak decreases showing the reversibility of the termination change, whereas at the final potential of −0.19 V some absorbance remains (cf. ESI,† Fig. S1). The potential dependent absorbance in this region was analysed further by a singular value decomposition-based matrix least square (SVD-MLS) algorithm40,41 (details are discussed in ESI,† Section S1.1). The analysis reveals that two independent spectral components grow or shrink independently from each other with the potential variation (Fig. 2b). The component centered around 1430 cm−1 to 1450 cm−1 is assigned to the HOD bending vibration δHOD.42 It arises from an increasing H2O content. The second component with a peak at 1395 cm−1 to 1418 cm−1 is a combined Ge–D stretching vibration band νGeD and contains contributions from GeD1 and GeD2 groups.
The (δHOD) component increases over the course of the full experiment independent of the potential scan direction (see ESI,† Fig. S2–S5), showing that trace H2O is constantly introduced into the experimental setup from an external source. The ATR-IR spectra were corrected for the disturbing influence of HOD by recombining the components found by SVD-MLS and omitting the δHOD components (ESI,† Fig. S6). As discussed in detail in ESI,† Section S1.1, the main peak of νGeD at 1405 cm−1 is assigned to the GeD1 stretching vibration, while the high frequency shoulder visible in Fig. 2b is assigned to GeD2. So far surface GeD bands have been reported in UHV experiments only.43,44 Here, the ATR-IR spectra confirm the expectation that the termination change of the Ge-interface happens analogously in H2O and D2O buffers at physiological pH, which is a prerequisite for the IR spectroscopic study of proteins with this switchable system.
The potential dependent, corrected absorbance in p-polarisation at 1405 cm−1A1405 indicates the degree of D-termination of the surface (Fig. 2a) and confirms the assignment of the reductive currents in the CV to the Ge–OD ⇌ Ge–D termination change. Furthermore, it shows that within the chosen potential region the termination change is reversible with a hysteresis, in accordance with similar observations for the Ge–H termination.20,23 In the following, the potential dependent termination change of the germanium interface is exploited as a switching process between a hydrophobic and a hydrophilic interface. In this regard the hysteresis of A1405 means that during the negative scan the surface remains hydrophilic down to −0.59 V. However, during the positive scan a similar GeOD coverage and hence a comparable hydrophilicity is not reached below −0.19 V (see also Table 1).
Surface state scan direction ESHE [V] | Hydrophilic | Hydrophobic | Hydrophilic | |
---|---|---|---|---|
↓ | ↕ | ↑ | ||
−0.59 | −1.19 | −0.19 | ||
a Value not reported because of zero or low absorbance. | ||||
K | Γ pep [pmol cm−2] | 31.0 ± 4.5 | 46.8 ± 5.8 | 66.7 ± 8.5 |
S θ | 0.34 ± 0.13 | −0.21 ± 0.09 | 0.07 ± 0.10 | |
θ [°] | 41.7 ± 5.0 | 63.9 ± 4.6 | 52.0 ± 3.8 | |
E | Γ pep [pmol cm−2] | 0.0 ± 0.7 | 30.0 ± 3.7 | 5.1 ± 1.6 |
S θ | —a | −0.36 ± 0.11 | —a | |
θ [°] | —a | 72.2 ± 7.3 | —a | |
EK | Γ pep [pmol cm−2] | 28.8 ± 3.7 | 45.4 ± 5.7 | 18.8 ± 2.8 |
S θ | −0.13 ± 0.09 | −0.26 ± 0.10 | −0.06 ± 0.09 | |
θ [°] | 60.2 ± 4.0 | 66.4 ± 5.1 | 57.3 ± 3.8 |
The peptide surface concentration Γpep was determined from the integral of the amide I′ band and an integrated absorption coefficient from former measurements (eqn (6)).34 To examine the correlation between peptide adsorption and surface hydrophobicity, the surface concentration proportional absorbance of the νGeD1 at 1405 cm−1 was also calculated from the polarised spectra (eqn (3)). Note that, this time the deconvolution of the spectra in the region around 1450 cm−1 was not feasible due to the additional contributions from the amide II′ band in the range between 1460 cm−1 to 1490 cm−1.45 For all experiments with peptides present, the hysteresis indicates that the termination change from GeOD to GeD and hence the switching between hydrophilic and hydrophobic interface is unaltered compared to the peptide free experiment (Fig. 3b–5b).
Positively charged K readily adsorbs at the hydrophilic negatively charged interface during decreasing and during increasing potentials above −0.79 V, as indicated by the potential dependency of Γpep (Fig. 3). However, at the hydrophobic interface the adsorption of K is stopped as Γpep stagnates from −0.79 V to −1.19 V. Electrostatic interactions favor the adsorption at the hydrophilic germanium, while these interactions are counteracted at the hydrophobic interfaces, possible reasons for this are discussed in Section 2.4. The potential dependent plot shows the time averaged peptide concentrations from several spectra measured per potential step. The time dependency of Γpep was also investigated (ESI,† Fig. S7) and reveals that K adsorbs at a constant rate, without a sign of saturation within the scope of this experiment.
To estimate the surface coverage of peptide monolayers, two special case models of perfectly ordered monolayers of hard cylinders (diameter: 1 nm, length: 23 × 0.15 nm) are considered. These models yield maximum monolayer surface concentrations Γm,flat = 48 pmol cm−2 for helices oriented with their long (molecular) axis parallel to the interface and Γm,up = 233 pmol cm−2 for completely upright helices in a hexagonal packing. However, these values must be understood as absolute maximum limiting surface concentrations. Surface irregularities, side chain contributions, helix irregularities and inter-chain interactions are not considered and perfect, gap filling order is assumed. The surface concentration measured for K on the hydrophobic surface is ca. 47 pmol cm−2 (Table 1). Thus, the interface is already densely covered with peptide when the termination change occurs, which could explain why no significant further hydrophobic adsorption is observed. The recommencing, electrostatically driven adsorption during the increasing potential steps leads to an increase in surface concentrations significantly above Γm,flat, but still below Γm,up (cf.Table 1 and Fig. 3). Thus, either multilayer formation or a densification by changing to more upright oriented helices occurs. The latter will be elucidated by an analysis of the peptides' order parameters and its secondary structure in Sections 2.3 and 2.4.
Negatively charged E shows a completely different behaviour than K. The hydrophilic interface remains free of E during the negative scan, but adsorption is instantaneously triggered by the increase of hydrophobicity occurring at −0.79 V (Fig. 4c). Comparison with Γm,flat indicates that a peptide monolayer is formed, at the hydrophobic interface where the surface concentration is about 30 pmol cm−2 (Table 1). The subsequent potential increase that causes increasing hydrophilicity triggers the desorption of E. Remarkably, the hysteresis of the E surface concentration largely follows the hysteresis of the Ge–D surface concentration (Fig. 4b), proving their direct correlation. On the hydrophilic OD terminated interface E adsorption is prohibited by repulsive electrostatic interactions. These repulsive interactions must be exceeded by the hydrophobic attractive forces on the hydrophobic Ge–D terminated interface to initiate adsorption. When switched back to the hydrophilic interface at −0.19 V E is almost completely removed from the interface (Table 1). Hence, the ad-/desorption of E is triggered in a highly reversible manner by switching the hydrophobicity of the germanium interface.
When mixed in equimolar proportions the peptides form the overall neutrally-charged coiled-coil complex EK. On the hydrophilic Ge–OD interface the complex shows biphasic adsorption during the negative scan (see also ESI,† Fig. S7) and partial desorption during the positive scan (Fig. 5c). The desorption is incomplete and peptide remains at the interface at a submonolayer coverage (Table 1). The adsorption during the negative potential steps is biphasic, which is more obvious from the time dependent plot (ESI,† Fig. S7). At the hydrophobic Ge–D interface formed below −0.79 V the peptide surface concentration is almost stable with values very close below Γm,flat = 48 pmol cm−2 (Table 1).
From the results with EK it cannot be determined unequivocally which of the peptides present in the equilibrium state adsorbs. Based on the folding constant of EK at 25 °C, KF25 = 1.77 × 107 l mol−1,46 approximately 88% of the peptide in solution is folded in the coiled-coil complex, while the rest is in a monomeric state. It is conceivable that EK adsorbs to the hydrophilic, charged Ge–OD terminated interface orienting itself to maximize attractive electrostatic forces. On the other hand E and K may adsorb as monomers in similar fashions as they do when present alone in solution. The significant desorption during the positive scan, following the hysteresis of is comparable to the behaviour of E alone and hence indicates that among other processes hydrophobically attached, monomeric, helical E desorbs.
Solvent inaccessible amides at hydrophobic interfaces as in the interior of the coiled-coil or buried in the hydrophobic part of a lipid monolayer show relatively sharp amide bands centered around 1650 cm−1 (νb; b as in buried). This band is also commonly assigned to buried α-helical segments in proteins.49 However, solvent accessible amides as they appear in a large fraction on the outside of the coiled-coil or the solvent accessible face of adsorbed peptide, show broader, significantly red shifted bands around 1630 cm−1 (νa; a as in accessible) owing to additional hydrogen bonding between water and the amide carbonyl.48,50,51 In the studied system a disordered monomeric peptide would be expected to yield a broad contribution centered around 1645 cm−1.34,49 An unordered component might also contribute to the spectra measured here, but cannot unequivocally be resolved by peak fitting, owing to the strong overlap with the other two major components. Nevertheless, the finding of the two major components indicates the presence of solvent inaccessible and solvent accessible helix amides and thus, of hydrophobically bound helices in the adsorbed peptide layers.
The different hydrogen bonding situation of the amides in amphipathic helices also leads to a different orientation of the carbonyl bond with the solvent accessible carbonyls having a higher angle with the helix axis.48 This higher tilt, together with the different binding situation caused by the additional hydrogen bond must result in different angles α, between the components' M and the helix' long axis. The different α values would explain the observed variations of the band shape with light polarisation. To test this hypothesis, the order parameters of the M for the main components νa and νb were calculated by eqn (9) using α = 0 and their average angle to the interface normal θM was determined by eqn (10) (ESI,† Fig. S12). The values for νa and νb differ in the order of 5° to 15° for E and K, which supports our assignments of the observed amide I′ components. The difference in the case of EK is less pronounced which may be caused by a less uniform adsorption.
Hydrophobic peptide adsorption of E, K, and EK was accompanied by a reduction of the number of solvent accessible amides. This is evidenced by the potential dependent ratio of the AΓ values calculated by eqn (3) for the two main components (AΓ,νa/AΓ,νb) in Fig. 6. For K and EK the decrease of AΓ,νa/AΓ,νb during the negative scan and the increase during the positive scan clearly show that the hydrophobicity change of the interface causes a change of the surface binding of the peptides towards hydrophobic interactions. In earlier transmission IR studies for KK homo- and EK hetero coiled coils AΓ,νa/AΓ,νb values in the range of 1.8 to 2.5 were observed and helical, monomeric K adsorbed with its helix axis parallel to a lipid membrane interface gave values around 1. Hence, the relatively high AΓ,νa/AΓ,νb values above 1.4 of K and EK could indicate that coiled coils are adsorbed during the initial negative scan until −0.6 V (Fig. 6). At the hydrophobic GeH terminated interface all peptides showed values around or below 1, with E showing the lowest values. Hence for all peptides studied here, approximately half of the amide groups per helix are inaccessible for the solvent due to the hydrophobic binding to the interface.
Fig. 6 Ratio of absorbance of solvent accessible (AΓ,νa) to buried amides (AΓ,νb) versus potential. Arrows indicate the scan directions. |
For E the presence of hydrophobically bound α-helices in combination with the low observed adsorption to the hydrophobic Ge–D terminated interface well below Γm,flat, suggests that it adsorbs as a monomeric amphipathic helix. In contrast, K adsorbs to the hydrophilic Ge–OD terminated interface with higher density. This means that its hydrophobic, solvent inaccessible helix amides must be buried within the peptide, which is most straightforwardly explained by homomeric coiled-coil formation. Both K and E dimer formation of varying intensities have been already observed in solution and at interfaces34,46 and can be promoted for instance by high local concentration, pH or ionic strength. From the folding constant of the KK homo-coils46 it can be deduced that at the concentration used here only ca. 2% to 3% of the bulk molecules are folded into homo-coils. The observed spectra of K and the high AΓ,νa/AΓ,νb ratio during the initial negative scan indicate that in comparison to the bulk an increased fraction of K molecules adsorbs as dimeric homo coiled-coils at the hydrophilic Ge–OD terminated interface. Hence, under the assumption that we observed equilibrium structures, major contributions to the adsorption free enthalpy come from the favourable hydrophobic interactions between the peptide chains in the dimers.
Fig. 8 Model for the potential dependent adsorption of E and K at hydrophobic/hydrophilic switchable germanium (100) interface. |
The order parameters of K show a more complex potential dependency and for a self-consistent model, as depicted in Fig. 8 that explains these observations, the surface concentration data for K must be taken into account. Starting with the negative scan, the initial increase in Sθ (Fig. 7a) coincides with increasing surface concentration (Fig. 3c). This indicates that peptide adsorption coincides with an increasing order in the adsorbed layer, or an upward tilt of the helical peptides. The maximum Sθ on the hydrophilic interface corresponds to an intermediate angle of 42° (Table 1). The increased order and upward orientation is necessary to provide the space needed to adsorb additional molecules. The germanium termination change commencing below −0.79 V stopped the adsorption (Γ remains constant, Fig. 3b) and caused a significant drop of the order parameter to negative values. This is interpreted as a downward tilt of a fraction of adsorbed helices to change their bound state from a homomeric KK coiled-coil to a mostly parallel oriented monomeric helix with its hydrophobic face oriented towards the germanium interface (Fig. 8). This orientation requires more surface area per molecule than the previous, on average, more upright orientation. Thus, the peptide adsorption is stopped because of the full coverage of the interface. The latter is also supported by the fact that the peptide surface concentration at the hydrophobic interface is very close to Γm,flat (Table 1). When switching the interface back to hydrophilic during the upscan above −0.79 V, the slowly increasing order parameter is interpreted as an upward tilt of the helices (Fig. 7a). The upward tilt indicates that the loss of hydrophobic interface binding is compensated by forming again more upright KK coiled-coils. The newly available space at the interface caused by the ongoing upward tilt, causes the resurgence of the adsorption, as indicated by the increase in Γpep (Fig. 3b). Alternatively, order parameters close to 0 could be interpreted as highly unstructured peptides or more isotropically distributed helices. However, this is not considered likely here, because the former contradicts the observation of the amide I′ band's two-component shape which indicates the occurrence of α-helical structures. Isotropically distributed helices on the other hand appear not very likely due to the observed increase in Γpep which clearly requires increasing order and improved helix packing.
It is noted that order parameters calculated from the dichroism of the solvent accessible νa component give similar values for E when a significantly lower α of 20° is assumed (cf. ESI,† Fig. S13), while values with α > 25° did not yield physically meaningful values. The same calculation for K however yields lower order parameters for νa compared to νb, while the basic potential dependent trends described above, are still found. This result may indicate that the absolute values for α change in the system, which is considered likely due to the significant structural changes that occur such as the KK dissociation and association.
The order parameters of EK calculated from νb decrease during the negative scan and show constant values of ca. −0.3 at the hydrophobic interface and increase again during the positive scan (Table 1 and Fig. 7b). These results are more difficult to understand due to the number of possible involved states. As shown above both E and K adsorb in a parallel orientation as monomeric helices to the hydrophobic interface and K does this after dissociation from adsorbed KK. Because, in solution, EK is always in equilibrium with its monomers E and K all these states mentioned before as well as adsorbed EK may adsorb at the interface, which is indistinguishable by the amide I′ band. Thus, a preferential adsorption of one form cannot be deduced from this data and most probably a mixture of the different possible forms is adsorbed. The observed biphasic adsorption during the negative scan also supports this view. The minimum order parameters and the halted adsorption on the hydrophobic interface can be understood similarly to K as reversible down tilt of some helices due to a hydrophobic interface binding. But different than in the case of K, the surface concentration decreases on the hydrophilic interface during the positive scan. The remaining surface concentration may indicate a slow exchange process of desorbing E and adsorbing K because of the favored electrostatics of the positively charged K at the negatively charged interface.
The used coiled-coil peptides have the primary sequence: E: AcO-(EIAALEK)3GW-NH2 and K: AcO-(KIAALKE)3GW-NH2. The peptides were synthesized using standard Fmoc-chemistry on a CEM Liberty Blue microwave-assisted peptide synthesizer and purified by RP-high-performance liquid chromatography to yield a purity >95%. Identity of the peptides was determined by liquid chromatography-mass spectrometry. Peptide stock solutions of E and K were prepared, and the concentration was determined by UV absorbance of tryptophan at 280 nm.
Germanium crystals were bought cut to size 52 × 20 × 0.5 mm3 with an angle of incidence of 45° (Supplier: Crystal GmbH Berlin, type/doping: n/Sb, orientation: (100), thickness: 500 μm).
First, the measured single beam IR spectra were referenced against the spectra at OCP without peptide in solution. For water vapor correction, a water vapor spectrum was manually subtracted applying a factor to reduce water vapor contributions as much as possible. The resulting spectra were baseline corrected with a linear baseline in the amide I band region 1600 cm−1 to 1692 cm−1. The area of the baseline corrected peaks was calculated by numerical integration. The dichroic ratio R was calculated by
(2) |
Because of their orientation dependency, measured polarised integrated absorbances (A‖ and A⊥) are not directly proportional to the surface concentration of the respective analytes in the ATR-IR setup. However, a surface concentration proportional dimension AΓ can be calculated26,27 by
(3) |
Erx,y,z(z) = Er0x,y,ze−z/dp | (4) |
(5) |
(6) |
(7) |
(8) |
The order parameter of alpha helical peptides adsorbed on the germanium surface was calculated by53
(9) |
For axial symmetric distribution of the helix axis around the interface normal with the tilt angle θ the order parameter is defined as:
(10) |
Footnote |
† Electronic supplementary information (ESI) available: Supporting spectroscopic data and analysis; parameters for quantitative spectra analysis. See DOI: 10.1039/d1cp03938e |
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