Justas Svirelis1, John Andersson1, Anna Stradner2, Andreas Dahlin1. 1. Department of Chemistry and Chemical Engineering, Chalmers University of Technology, SE-41296 Gothenburg, Sweden. 2. Division of Physical Chemistry, Lund University, SE-22100 Lund, Sweden.
Abstract
Surface plasmon resonance is a very well-established surface sensitive technique for label-free analysis of biomolecular interactions, generating thousands of publications each year. An inconvenient effect that complicates interpretation of SPR results is the "bulk response" from molecules in solution, which generate signals without really binding to the surface. Here we present a physical model for determining the bulk response contribution and verify its accuracy. Our method does not require a reference channel or a separate surface region. We show that proper subtraction of the bulk response reveals an interaction between poly(ethylene glycol) brushes and the protein lysozyme at physiological conditions. Importantly, we also show that the bulk response correction method implemented in commercial instruments is not generally accurate. Using our method, the equilibrium affinity between polymer and protein is determined to be KD = 200 μM. One reason for the weak affinity is that the interaction is relatively short-lived (1/koff < 30 s). Furthermore, we show that the bulk response correction also reveals the dynamics of self-interactions between lysozyme molecules on surfaces. Besides providing new insights on important biomolecular interactions, our method can be widely applied to improve the accuracy of SPR data generated by instruments worldwide.
Surface plasmon resonance is a very well-established surface sensitive technique for label-free analysis of biomolecular interactions, generating thousands of publications each year. An inconvenient effect that complicates interpretation of SPR results is the "bulk response" from molecules in solution, which generate signals without really binding to the surface. Here we present a physical model for determining the bulk response contribution and verify its accuracy. Our method does not require a reference channel or a separate surface region. We show that proper subtraction of the bulk response reveals an interaction between poly(ethylene glycol) brushes and the protein lysozyme at physiological conditions. Importantly, we also show that the bulk response correction method implemented in commercial instruments is not generally accurate. Using our method, the equilibrium affinity between polymer and protein is determined to be KD = 200 μM. One reason for the weak affinity is that the interaction is relatively short-lived (1/koff < 30 s). Furthermore, we show that the bulk response correction also reveals the dynamics of self-interactions between lysozyme molecules on surfaces. Besides providing new insights on important biomolecular interactions, our method can be widely applied to improve the accuracy of SPR data generated by instruments worldwide.
Surface plasmon
resonance (SPR)
is the most established method for label-free biomolecular interaction
analysis. SPR makes it possible to determine the affinity of an interaction
and to probe binding kinetics in real-time, with one molecule on the
surface and the other introduced in solution. The widespread impact
of SPR in molecular biology and elsewhere is evident.[1−3] The high resolution in surface coverage (sometimes below 0.1 ng/cm2) also makes SPR sensors interesting for detection of analytes
from complex samples, although it is highly challenging to immobilize
receptors with sufficient affinity while also preventing nonspecific
binding of other molecules in the sample.[4]An inconvenient issue with SPR sensing is that although the
method
is “surface sensitive”, the evanescent field extends
hundreds of nanometers from the surface, i.e., much more than the
thickness of the typical analytes (e.g., proteins ranging from 2 to
10 nm). This means that when molecules are injected, even those that
do not bind to the surface will give a response, especially when high
concentrations are introduced, which is necessary for probing weak
interactions. Similarly, if a complex sample is injected, the bulk
liquid refractive index (RI) will change considerably, and a large
but false sensor signal is observed. This “bulk response”
problem, which often also applies to other plasmonic sensor geometries
than planar films,[5] has haunted SPR users
for decades, as it is difficult to separate from the real signal,
i.e., that originating from surface binding. Arguably, the bulk response
effect is one major reason many of the SPR publications generated
every year (thousands) actually have questionable conclusions.[6] To address this problem, users have sometimes
introduced a separate reference channel to measure the bulk response.[7,8] However, this requires that the reference channel surface perfectly
repels the injected molecules (no adsorption), and even then an error
will be introduced unless its coating has identical thickness to that
in the sample channel.[9] Naturally, it is
preferable to obtain the bulk contribution to the SPR signal from
the very same sensor surface in order to eliminate such variations
compared to the reference. To the best of our knowledge, the only
previous work that systematically aimed to remove the bulk response
is studies by Chinowsky and Yee et al.[10,11] Their work
correctly pointed out the importance of utilizing the total internal
reflection (TIR) angle to obtain the bulk RI. However, the method
still used a separate surface region to obtain the TIR angle. To date,
focus has been on improving instrument stability by compensating for
spontaneous fluctuations in the bulk RI, such as temperature variations,[12] rather than accounting for the molecules in
the bulk.Notably, commercial instruments have very recently
implemented
features for removing the bulk response upon injections (see PureKinetics
by Bionavis), which calls for investigations of their validity and
applicability. We are only aware of one study that explicitly mentions
that the built-in method of a commercial instrument is utilized: Kari
et al., who studied corona formation on immobilized vesicles.[13] However, without questioning their conclusions,
we note that their data clearly showed remaining bulk responses during
injections. There appears to be no systematic investigation that provides
a simple model of the bulk contribution to the SPR response and clarifies
how it can be removed, thereby proving new insights into weak molecular
interactions.In this work, we present a new method for direct
bulk response
correction in SPR, without the requirement of any reference region/channel.
We implement the method in order to analyze the low affinity interaction
between the protein lysozyme (LYZ) and grafted poly(ethylene glycol)
(PEG). This interaction is of broad interest for several reasons:
First, since PEG is generally protein repelling, the interaction is
quite special and may even be considered controversial. Second, the
interaction has medical relevance, since LYZ is abundant in some bodily
fluids (saliva, tears, etc.) and PEG is a common component in biomedical
devices. Indeed, it has long since attracted interest from theoreticians.[14] We show that the PEG-LYZ interaction is an excellent
model system for illustrating the importance of bulk response correction
in SPR. In particular, we illustrate that the thickness of the layer
with receptors existing on the surface must be taken into account.
After fully characterizing the system, the bulk response is accounted
for by a simple analytical model that uses the TIR angle response
as the only input. The corrected data gives the equilibrium affinity
and kinetics of the PEG-LYZ interaction as well as LYZ self-interactions.
Experimental Section
Chemicals
Thiol-terminated
PEG with an average molecular
weight of 20 kg/mol (PDI < 1.07) was purchased from LaysanBio.
Lysozyme (LYZ) from chicken egg white (purity ≥90%; L6876)
and bovine serum albumin (BSA, purity ≥96%) from Sigma-Aldrich
were used without further purification. HCl and phosphate buffer saline
(PBS) tablets (137 mM NaCl, 10 mM Na2HPO4, 2.7
mM KCl) were purchased from Sigma-Aldrich. The PBS buffer was degassed
and filtered (0.2 μm hydrophilic nonsterile Sartorius Minisart
filters) before use. Hydrogen peroxide (H2O2, 30%) was purchased from Merck and ammonium hydroxide (NH4OH, 28–30%) from Thermo Fischer Scientific. EtOH was from
Solveco. The water used in this study was ASTM Research grade Type
I ultrafiltered water (18.6 MΩ). Note that the data presented
in this work is obtained from a single source of LYZ: product no.
L6876, lot # SLBZ8428. Experiments on other LYZ batches indicated
similar results (not shown). To investigate any potential effects
from the preparation of the LYZ solutions, we also tested dissolving
the protein in pure water before exposing it to salt (as opposed to
direct dissolution in PBS) and to filter the solution through a 0.2
μm low protein binding syringe filter before the injections
in SPR. This did not have any noticeable effect on the SPR signals.
To verify the concentrations, the absorbance (log10) of
a solution prepared at 1 g/L was measured to ∼2.3 at 280 nm.
Using an extinction coefficient of 2.64 L/g[15] (1 cm path length), this gives an actual concentration that is only
10% lower. All concentrations stated are those based on measured weight
and volume.
Sensor Chip Preparation
SPR chips
with ∼2 nm
Cr and 50 nm Au (the optimal thickness for a narrow and deep SPR minimum)
were prepared by electron beam heated physical vapor deposition (Lesker
PVD 225) on glass substrates (Bionavis) cleaned using RCA2 (1:1:5
volume of conc. HCl:H2O2 (30%):H2O at 80 °C) and 50 W O2 plasma at 250 mTorr. Prior
to experiments, the surfaces were cleaned with RCA1 cleaning solution,
containing 5:1:1 v/v ratio MQ water, H2O2, and
NH4OH, accordingly, at 75 °C for 20 min, followed
by 10 min incubation in 99.8% EtOH and blowing with N2.
PEG Grafting
Twenty kg/mol thiol-terminated PEG was
grafted on planar gold SPR sensors at 0.12 g/L concentration in freshly
prepared and filtered 0.9 M Na2SO4 solution
for 2 h under 50 rpm stirring. When the grafting finished, the sensors
were thoroughly rinsed with MQ water and dried with N2.
Functionalized SPR sensors were left immersed in MQ water on a Teflon
stand overnight.
SPR Experiments
Experiments were
conducted with an
SPR Navi 220A (BioNavis) instrument with the temperature set to 25
°C. The single poly(ether ether ketone) flow cell has two flow
channels operated in parallel mode and multiple wavelengths. All data
presented was obtained at 670 nm. Scans in air to determine dry PEG
thickness were obtained before measuring in liquid. All protein injections
were done in ordinary PBS buffer at a flow rate of 20 μL/min.
Data Analysis
The dry thickness and exclusion height
of the PEG brushes was determined by Fresnel model fits to the SPR
spectra as described previously.[16] In brief,
the thicknesses and refractive indexes of metal layers were determined
independently using SPR chips without the PEG film. Once the parameters
were confirmed and gave a reasonable fit, the same values were used
when fitting the spectra after introducing an additional layer representing
the PEG. Similarly, to determine the height of the hydrated PEG brush,
the Fresnel models were used in the absence and presence of BSA (a
non-interacting protein) in the liquid bulk.[17] For equilibrium analysis, all LYZ concentrations except the lowest
were measured repeatedly (Table S1). A
linear baseline correction was performed if the drift was the same
throughout the experiment (typically <10–4 °/min).
For the lowest concentrations (<0.1 g/L), the error bars were set
to twice the noise level in the instrument, which is ∼0.001°
for the SPR angle. Each SPR signal was corrected with its corresponding
TIR angle signal and the calculation of average and standard deviation
was performed afterward, for each LYZ concentration. A very small
shift of ∼0.002° was normally seen for both the SPR and
TIR angles when performing injections even when the protein concentration
approached zero. (This can be attributed to artifacts from the liquid
injection itself, such as a small temperature change.) To compensate
for this (very minor) effect, this value was subtracted from all SPR
and TIR angle signals in the equilibrium analysis.
Theory and Background
We begin by describing the theory that forms the basis for our
method for bulk response correction. For well-hydrated films (such
as the PEG brushes in this work), an effective field decay length
can be used to quantify the SPR response.[18] The generic expression for the SPR signal (resonance angle shift)
due to a RI change can then be written asHere, SSPR is
the bulk sensitivity (deg per RI unit), and δ is the distance
from the metal where the evanescent field has decreased by a factor
exp(−1). In principle, eq is a linearization; i.e., the changes in RI must not be too
large. However, in practice it normally holds true as long as the
bulk solvent is the same (e.g., only aqueous solutions). Now, assume
that a molecule binds in a region from z = 0 to z = d and that there is a considerable
“bulk effect” from molecules at z > d. The integral can then be split into two terms:Here, Δn is the RI
change inside the film of thickness d, and Δn0 is the RI change in the bulk liquid due to
the injected molecules. The bulk response typically becomes significant
at ∼100 μg/mL or higher injected concentrations. Utilizing
that the TIR angle in the spectrum (Figure A) is a direct reporter of n0, we haveHere, STIR is
the sensitivity for the TIR angle. Inserting this and evaluating the
integrals gives
Figure 1
(A) Angular
SPR spectrum and its changes upon injection of a high
concentration of proteins to a PEG brush, causing shifts in the TIR
and SPR angles. (B) Conceptual illustration of the bulk response generated
by the proteins in the liquid bulk solution above the PEG brush. The
thickness d represents the region from which the
bulk molecules are excluded, and δ is the decay length of the
evanescent field. (C) Typical SPR sensorgram when injecting BSA (10
g/L) and LYZ at various concentrations. The TIR angle trace is also
shown (offset). To the right is shown in further detail the SPR and
TIR angle signals for one BSA and one LYZ injection (both at 10 g/L).
(The irreversible binding of LYZ was already maximized from previous
injections.) Note that for BSA, the SPR and TIR signals are similar,
while for LYZ the SPR signal is higher.
(A) Angular
SPR spectrum and its changes upon injection of a high
concentration of proteins to a PEG brush, causing shifts in the TIR
and SPR angles. (B) Conceptual illustration of the bulk response generated
by the proteins in the liquid bulk solution above the PEG brush. The
thickness d represents the region from which the
bulk molecules are excluded, and δ is the decay length of the
evanescent field. (C) Typical SPR sensorgram when injecting BSA (10
g/L) and LYZ at various concentrations. The TIR angle trace is also
shown (offset). To the right is shown in further detail the SPR and
TIR angle signals for one BSA and one LYZ injection (both at 10 g/L).
(The irreversible binding of LYZ was already maximized from previous
injections.) Note that for BSA, the SPR and TIR signals are similar,
while for LYZ the SPR signal is higher.The two terms in eq represent surface binding and the bulk response, respectively. Note
that ΔθTIR = 0 leaves only the term corresponding
to molecules bound to the surface. Hence, the corrected SPR signal
is given byThe
bulk response correction is conceptually illustrated in Figure B. Importantly, in
the limit of d ≪ δ the factor exp(−2d/δ) ≈ 1, which means that the SPR signal can
be corrected simply by subtracting the TIR angle signal multiplied
by SSPR/STIR. This appears to be the method implemented in the commercial multiparameter
SPR instrument used in this work. (The software does not describe
the method, but the values generated are in agreement with this model.)
At 670 nm where we perform the analysis, we determined SSPR = 116° per RI unit and STIR = 74° per RI unit experimentally (Figure S1). Furthermore, we obtained δ = 226 nm by calculating
the surface plasmon dispersion relation and field distribution in
water[19] (Figure S2). The values of SSPR and δ are
very similar (a few precent difference) to those in previous work,[20] and our value of STIR is comparable to that obtained from linearizing Snell’s law
in water with n0 = 1.33 and 1.52 for the
glass prism (80° per RI unit). Finally, we used d = 40 nm (39.9 ± 3.8 from 11 samples) as the height of the zone
that the unbound bulk molecules are excluded from. This “exclusion
height” of the PEG brush is in agreement with our previous
work and calculated by Fresnel models.[16,17]Turning
to the molecular interaction that we investigate, early
work observed increased the affinity of lysozymes with PEG-modified
surfaces and nanostructures in comparison with other proteins.[21,22] Some later studies have explicitly suggested in a qualitative manner
that LYZ interacts with PEG brushes, for instance, by hydrogen bonds.[23−26] A few papers have reported equilibrium affinity constants: Furness
et al. obtained the extremely high dissociation constant KD = 76 mM at pH 4.0 by NMR and proposed hydrophobic interactions
as the main driving force.[27] Again by NMR,
Wu et al. measured considerably higher affinities (KD in μM region), but also found comparable or even
higher binding of the BSA protein to PEG.[28] A followup study showed that the PEG-LYZ affinity depends on the
molecular weight of the PEG.[29] To the best
of our knowledge, no attempt to analyze the kinetics of the interaction
has been performed. Overall, we believe previous literature clearly
illustrates how difficult it is to detect and quantify interactions
that are fast and/or weak.
Results and Discussion
To study
the LYZ-PEG interaction by SPR, we prepared PEG brushes
on plain gold sensors by grafting thiol-terminated 20 kg/mol PEG at
0.9 M Na2SO4, as described previously.[30] The resulting brushes had a dry thickness of
8.0 ± 1.2 nm and a grafting density of 0.25 ± 0.04 nm–2 determined by SPR spectra in the dry state, as in
previous work.[16,31,32]Figure C shows the
typical response in terms of SPR and TIR angles during repeated injections
of LYZ to the PEG brushes in ordinary PBS buffer (pH 7.4 and physiological
salt). Two things can be concluded immediately: First, the TIR angle
responses are comparable to the SPR signals, which is a clear indication
that a major part of the SPR response likely originates from LYZ molecules
in the bulk liquid. Second, some irreversible binding occurs over
the course of many injections, approaching a saturation at ΔθSPR ≈ 0.1°. We attribute this to LYZ molecules
that reach the underlying gold surface and adsorb irreversibly in
between the PEG chains, similarly to what we recently described for
polymer–polymer interactions.[16] The
signal from irreversible binding after sufficient exposure to LYZ
was slightly lower than that from a monolayer formed directly on gold
(Figure S3), in agreement with PEG partly
preventing primary adsorption to gold. Indeed, the protein is only
∼2 nm in size[23] and should be able
to fit in between grafting sites. Tentatively, the reason LYZ reaches
the underlying gold is not because it is a relatively
small protein, but because of the interaction with PEG. In this view,
the brush is a kinetic barrier for the proteins[31] which can be overcome by favorable interactions.[33] This view is supported by a control experiment
with ubiquitin, an even smaller protein (8.5 kg/mol), which did not exhibit the same effect (Figure S4).In order to further verify the interaction between
LYZ and PEG,
we measured the signals in SPR and TIR angles and compared them to
the responses when injecting BSA, which is not interacting with the
brushes.[9,30−32] The plots to the right
in Figure C show ΔθSPR and ΔθTIR for LYZ and BSA injected
at the same concentration. In the case of BSA, the TIR angle response
is almost identical with the SPR angle response. This is because the
PEG brush excludes the protein from a certain volume[9,30] (thickness d), which compensates for the differences
in SSPR and STIR (see Figure S1). In contrast, when LYZ
is injected, the saturated signal is considerably higher in θSPR than in θTIR, which can only be explained
by binding. (Strictly, binding would then mean LYZ molecules appearing
somewhere in the region z < d.) The TIR angle signals are similar, since all proteins have similar
molar refractometry.[34] We determined 0.173
g/cm3 for LYZ at pH 7.4 (Figure S5), which is similar to previous reports.[23] Although we could confirm an interaction, it is also evident that
the bulk response dominates the signal in θSPR. Thus,
the LYZ-PEG model system is clearly challenging to analyze accurately,
especially when it comes to the affinity of the reversible binding.We determined the equilibrium affinity between LYZ and the PEG
brushes by assuming a simple Langmuir model, utilizing that the surface
coverage Γ is proportional to the SPR response from surface
binding. The equilibrium condition is given byHere Γmax is the maximum
surface coverage of LYZ, i.e., a saturated PEG brush. To avoid contributions
from the irreversible LYZ binding (primary adsorption), we consistently
extracted signals in θSPR after this response had
saturated and/or from the dissociation phase. (This response is per
definition the reversible part.) We then investigated three different
ways to take into account the bulk response: no correction, correction
according to the built-in method of the instrument, and finally correction
according to eq , i.e.,
by subtracting ΔθTIR × SSPR/STIR × exp(−2d/δ). We emphasize that for this method, all necessary
parameters (SSPR, STIR, d, and δ) were determined independently
and their values implemented without alteration.As shown in Figure , it is only our
method of bulk response correction that gives equilibrium
signals in reasonable agreement with a Langmuir isotherm. If no bulk
response correction is performed, the signals keep increasing to unreasonably
high values, as expected. However, when using the built-in correction
method, which subtracts ΔθTIR × SSPR/STIR (no exponential
factor), the signals are even less reasonable as they become negative.
This shows that the bulk response correction must be performed in
a manner that accounts for the thickness of the layer present on the
surface. The “commercialized” method can only be accurate
for a very thin receptor layer on the metal surface or for direct
protein adsorption. This is rarely the case in SPR experiments if
one considers, for instance, advanced brushes for detection in complex
samples[4] or the standard dextran matrix
coating.[35] Furthermore, it was not possible
to find any correction factor that (when multiplied with ΔθTIR) gave a flat line in the plot of equilibrium signals vs
LYZ concentration, which again confirms that the interaction is real.
Figure 2
Equilibrium
analysis. The signals were extracted from multiple
experiments where LYZ was injected at different concentrations. The
signals correspond to the reversible protein interaction with the
PEG brush (not the irreversible adsorption to gold). The effects of
using different methods for bulk response correction are shown. The
plot to the right shows a fit to a Langmuir isotherm, using the accurate
method and excluding the three highest concentrations. Error bars
represent two standard deviations.
Equilibrium
analysis. The signals were extracted from multiple
experiments where LYZ was injected at different concentrations. The
signals correspond to the reversible protein interaction with the
PEG brush (not the irreversible adsorption to gold). The effects of
using different methods for bulk response correction are shown. The
plot to the right shows a fit to a Langmuir isotherm, using the accurate
method and excluding the three highest concentrations. Error bars
represent two standard deviations.We observed some deviation from the Langmuir model for the very
highest LYZ concentrations >20 g/L (marked data points in Figure ), even after correcting
the SPR response. These concentrations correspond to volume fractions
of 2–4%, which should be low enough for osmotic effects on
the brush to be negligible. Instead, we attribute the deviations from
the simple Langmuir equilibrium curve to the onset of transient protein
cluster formation (see also Figure below). Such so-called equilibrium clusters have been
observed experimentally for LYZ at higher concentrations.[36,37] At lower volume fractions corresponding to the concentration range
where we observe the deviations from the Langmuir model, simulations
predicted primarily the formation of transient dimers and trimers
coexisting with monomers.[36] It should be
noted, however, that previous studies have not investigated LYZ at
exactly the same conditions in terms of pH and ionic strength (despite
the fact that we use ordinary PBS buffer). Regardless, formation of
protein clusters is consistent with the TIR angle time trace, which
always decreased slowly during injections at the three highest LYZ
concentrations (Figure ), suggesting processes in the bulk solution. When some of the proteins
are no longer present as monomers, the affinity to PEG is expected
to be higher, and the Langmuir model is not applicable to multiple
binding species. Therefore, when fitting the model (eq ) to the data, concentrations above
20 g/L were excluded. The resulting fit (R2 > 0.98) gave KD = 220 μM (molecular
weight 14 400 g/mol for LYZ) and a saturated change in θ*SPR of 0.053°. Given the purity of the LYZ, the actual KD may be up to 10% lower, i.e., KD ≈ 200 μM.
Figure 4
Detecting lysozyme self-interactions.
Repeated injections of LYZ
(10 g/L) are performed to a gold surface already covered with LYZ
(but not PEG). Even after removing the bulk response, a high signal
remains, corresponding to more than an additional monolayer of proteins.
The relatively low saturation
signal of 0.053° is likely because
LYZ binds at quite some distance from the surface (∼40 nm),
in the thinner outer regions of the PEG brush. In order to insert
a protein into the brush, the favorable interactions with the monomers
must overcome the entropic penalty of insertion.[38] Due to the parabolic density profile of the brush, the
free energy cost becomes higher for deeper insertion. Previous work
with neutron reflectometry and antibodies that bind to PEG has illustrated
this effect.[39] Naturally, this also means
that the KD most likely depends on the
properties of the PEG brush, and strictly speaking, a PEG brush is
more like an ensemble of binding sites with different affinities at
different z (i.e., depending on monomer density).
Such effects could be investigated by varying parameters such as molecular
weight and grafting density,[26] although
that is beyond the scope of the current work. Here the main purpose
is to describe the method for bulk response correction and illustrate
its importance for accurate quantitative analysis, regardless of what
model is used to describe the interaction.Turning to the kinetics
of the LYZ-PEG interaction, Figure shows an example of bulk response
corrected (according to eq ) sensorgrams during protein injections. It is clear that
Δθ*SPR is much lower than ΔθSPR (compare with Figure ). Additionally, the injections of non-interacting
BSA became almost fully unnoticeable in the time trace of Δθ*SPR, which verifies the high accuracy of the method. Note that
regardless of the construct on the surface, this kind of control is
key to confirming that the correction works as it should: injecting
a non-interacting molecule should give a signal in θSPR but not in θ*SPR.
Figure 3
Kinetic analysis. (A) Accurate binding
kinetics for LYZ at different
concentrations obtained by subtracting the bulk response. (B) Example
of pseudo kinetics (equilibrium at every point in time) due to the
dynamics of liquid exchange in the system. The bulk response corrected
SPR angle trace for 20 g/L LYZ can be recreated from the TIR angle
time trace and the dissociation constant. Arrows indicate when proteins
start flowing over the surface.
Kinetic analysis. (A) Accurate binding
kinetics for LYZ at different
concentrations obtained by subtracting the bulk response. (B) Example
of pseudo kinetics (equilibrium at every point in time) due to the
dynamics of liquid exchange in the system. The bulk response corrected
SPR angle trace for 20 g/L LYZ can be recreated from the TIR angle
time trace and the dissociation constant. Arrows indicate when proteins
start flowing over the surface.After removing the bulk response it is possible to analyze the
kinetics to find which model best describes the binding rate. The
most common way is to assume first-order reaction kinetics by the
differential Langmuir model:Note that KD = koff/kon. Furthermore, C(t) is the concentration of species in solution
at the surface, which may be influenced by mass transport.[40] If there is no gradient in C in the direction perpendicular to the surface (no delay from diffusion), C will be linearly related to the TIR angle response:Here C0 is the
concentration in the solution which is being injected. Using eq one can, in principle,
solve the differential eq numerically by evaluating finite time steps forward, using the TIR
angle values as input to obtain C(t). However, if the LYZ-PEG equilibrium is established much faster
than the concentration is altered in the liquid bulk, the system will
exhibit pseudo kinetics according to the condition in eq :We found
that eqs and 9 were sufficient to describe the kinetics
of the interaction; i.e., the time-dependence of the SPR response
can be accurately modeled by taking the TIR angle into account in
two ways: first, by removing the bulk contribution and then by obtaining
a value for C(t). An example of
a fit to Δθ*SPR for 20 g/L LYZ is shown in Figure B. Analyzing the
dissociation phase gave the same result. In other words, the rate
constants kon and koff are simply too high for the association/dissociation to
cause a significant delay in the binding/unbinding process. Therefore,
Γ(t) is dictated by the liquid exchange system,
and the bulk concentration varies primarily in time and not z. (There is likely a gradient in C along the flow channel, but not perpendicular to the surface.) This illustrates
an important pitfall for kinetic analysis as it is tempting to directly
fit Langmuir kinetics to the data trace of Δθ*SPR (or worse, ΔθSPR). This leads to an excellent
fit which provides no useful information whatsoever about the interaction.
Instead, the only valid conclusion is that [konC + koff]−1 and [koff]−1 are both lower than the characteristic time of liquid exchange,
which is ∼30 s in our system (at the relatively low flow rate
used). This means that koff > 0.033
s–1, and hence we can conclude that the interaction
is
quite short-lived. Using our value of KD, we can also calculate that kon >
150
M–1 s–1, but this does not provide
so much information as a lower limit value because association rate
constants are typically higher.[41]For this kinetic analysis, where we obtain C from
θTIR, we emphasize the importance of measuring θTIR in the very same surface region as θSPR is measured. It would obviously be questionable to draw any conclusion
about the influence from liquid exchange when measuring the bulk RI
at another location on the chip or in another flow channel. In our
system, only a small error is expected by the time delay (<1 s)
during the goniometric scan when the instrument moves from the TIR
angle region in the angular spectrum to the SPR reflectivity minimum.[17]As a final result, we show that our bulk
response correction reveals
self-interactions between LYZ molecules on a plain gold surface. Figure shows the signals in θSPR, θTIR, and θ*SPR when exposing a gold sensor on which
a monolayer of LYZ has already been formed. This monolayer was formed
simply by exposing the clean gold surface to LYZ, and the coverage
of irreversibly adsorbed protein was estimated to 85 ng/cm2 (Figure S3). We consider this to be very
reasonable for a densely packed monolayer of LYZ on gold as it is
a relatively small protein. Remarkably, when injecting more LYZ over
this surface and after performing the bulk response correction, a
considerable signal remains (Figure ). Note that in this situation, the “commercial”
bulk response correction (d → 0) is quite
accurate, and it represents the highest possible
bulk response contribution. (Recall the negative signals due to overcompensation
in Figure .) Hence,
as the signals remain after bulk correction, the only explanation
is that LYZ in solution is binding to adsorbed LYZ.Detecting lysozyme self-interactions.
Repeated injections of LYZ
(10 g/L) are performed to a gold surface already covered with LYZ
(but not PEG). Even after removing the bulk response, a high signal
remains, corresponding to more than an additional monolayer of proteins.The self-interactions are mostly reversible as
the baseline is
almost entirely recovered when rinsing. Furthermore, the shift in
θ*SPR when injecting 10 g/L is ∼50% higher
than the shift corresponding to the LYZ monolayer irreversibly stuck
on gold (acting as the receptor layer), showing that multilayers are
formed. It is well-known from previous investigations in bulk that
lysozyme proteins interact via a weak, short-range attractive potential.[42−44] Depending on the lysozyme solution conditions, these attractive
self-interactions not only lead to a metastable liquid–liquid
phase separation,[43,44] but are also the driving force
for the formation of the small equilibrium clusters discussed in relation
to Figure . Our findings
of weakly attractive self-interactions in LYZ are thus not surprising,
but they do show that protein self-interactions can be studied by
SPR, and once more, the importance of removing the bulk response accurately
is highlighted. We find it particularly interesting to consider the
possibilities of monitoring the kinetics of protein
self-interactions by SPR in this manner, which is not possible by
static scattering techniques in bulk. Figure also shows that the kinetics of LYZ self-interactions
are clearly different compared to the LYZ-PEG interaction, showing
for instance a considerably slower dissociation phase.
Conclusions
We have presented a simple and accurate analytical formula for
correcting the bulk response in SPR sensing without the need of a
reference channel. The bulk response correction is clearly necessary
when working with low affinities because the injected concentrations
are high enough to generate unavoidable bulk signals, even if the
system has perfect stability with respect to temperature, etc. We
have shown that the correction must be performed in a way that takes
into account the dimensions of the receptor construct on the surface.
We emphasize that simply using the built-in method in commercial instruments
will lead to inaccurate results in many cases. Our method assumes
an effective decay length for the evanescent field, which may not
be accurate for dense organic films, but in that case it can easily
be extended to full Fresnel models (see discussion in Supporting Information). The only limitation
of our method is that the noise level in the kinetic time trace increases
because the corrected SPR response is generated from the TIR angle,
which has a higher noise level than the SPR angle. Future work may
implement more precise measurements of the RI of the bulk solution,[45] but it needs to be measured at the sensing spot
to avoid artifacts from the liquid exchange process influencing the
kinetics. Notably, the metal film thickness may be altered[5] to improve the resolution in the TIR angle, although
this will also influence the resolution in the SPR angle.We
analyzed the interaction between poly(ethylene glycol) brushes
and the protein lysozyme at fully physiological conditions, i.e.,
an ordinary PBS buffer, and found an equilibrium affinity of ∼200
μM for these particular PEG brushes. We also concluded that
the system behaves as if it is in constant equilibrium and that the
interaction is short-lived. Future work may investigate how the interaction
depends on PEG brush properties and environmental factors such as
pH or temperature. In addition, we have shown that LYZ interacts reversibly
with irreversibly adsorbed copies of itself already at concentrations
of 10 g/L. This shows that SPR can be used in a very simple manner
to study oligomerization of proteins, which indeed occurs at concentrations
which are so high that bulk response correction becomes necessary
for accurate results.
Authors: Anna Stradner; Helen Sedgwick; Frédéric Cardinaux; Wilson C K Poon; Stefan U Egelhaaf; Peter Schurtenberger Journal: Nature Date: 2004-11-25 Impact factor: 49.962
Authors: Otto K Kari; Tatu Rojalin; Stefano Salmaso; Michela Barattin; Hanna Jarva; Seppo Meri; Marjo Yliperttula; Tapani Viitala; Arto Urtti Journal: Drug Deliv Transl Res Date: 2017-04 Impact factor: 4.617
Authors: Hana Vaisocherová-Lísalová; František Surman; Ivana Víšová; Milan Vala; Tomáš Špringer; Maria Laura Ermini; Hana Šípová; Petr Šedivák; Milan Houska; Tomáš Riedel; Ognen Pop-Georgievski; Eduard Brynda; Jiří Homola Journal: Anal Chem Date: 2016-10-14 Impact factor: 6.986