Recently, optical tweezing has been used to provide a method for microrheology addressed to measure the rheological properties of small volumes of samples. In this work, we corroborate this emerging field of microrheology by using these optical methods for the characterization of polyelectrolyte solutions with very low viscoelasticity. The influence of polyelectrolyte (i.e., polyacrylamide, PAM) concentration, specifically its aging, of the salt concentration is shown. The close agreement of the technique with classical bulk rheological measurements is demonstrated, illustrating the advantages of the technique.
Recently, optical tweezing has been used to provide a method for microrheology addressed to measure the rheological properties of small volumes of samples. In this work, we corroborate this emerging field of microrheology by using these optical methods for the characterization of polyelectrolyte solutions with very low viscoelasticity. The influence of polyelectrolyte (i.e., polyacrylamide, PAM) concentration, specifically its aging, of the salt concentration is shown. The close agreement of the technique with classical bulk rheological measurements is demonstrated, illustrating the advantages of the technique.
The study of the rheological
properties of polyelectrolytes, which
in nature include nucleic acids, some proteins, and carbohydrates,
has important consequences with respect to both an understanding of
fundamental biological fluid dynamics and also emerging biotechnological
applications.[1] Recent industrial examples
of the use of either anionic or cationic synthetic polyelectrolytes[2] (carrying either negative or positive charges
along their polymer chains) include applications in biomedical systems,[3] drug delivery,[4] the
food industry,[5] water purification,[6] nanotechnology,[7,8] and surfactant
solutions.[9,10]In this context, polyacrylamide (PAM)
is a commonly used polyelectrolyte,
with applications that range from biology[11−13] to industries
such as oil processing,[14] purification
of natural water and wastewater,[15] and
paper making.[16] Several literature studies
concerning different methods for the preparation of polyacrylamide
solutions[17−19] and the influence on their rheological properties
of different parameters such as polymer concentration, solvent composition,
temperature,[20−22] and aging of the sample have been reported.[23] In these cases, the rheological properties of
PAM, in common with other water-based solutions of polyelectrolytes,
are usually studied with conventional bulk rheometers[24] and can be described by means of frequency-dependent complex
shear modulus G*(ω) = G′(ω)
+ iG″(ω), where the real part (i.e.,
the elastic modulus G′(ω)) provides
a measure of the energy stored by the solution and the imaginary part
(i.e., the viscous modulus G″(ω)) provides
a measure of the energy dissipated by the solution in response to
the work exerted by an external force.However, the measurement
of these quantities becomes complicated
at very low polyelectrolyte concentrations (i.e., a few parts per
million). Under these circumstances, the rheological behavior of these
solutions that have very weak viscoelasticity is not fully understood,
in part because of the fact that the measurement of these systems
often falls below the range of sensitivity of classical bulk rheometers.
Thus, PAM solutions are rarely studied at polymer concentrations below
0.1%.[25] Notably, the weak elasticity of
such fluids is of huge significance. For example, in multiphase systems
these small interaction forces can strongly influence the emulsion
morphology through the imposed flow as a result of the deformation,[26] break up, and coalescence[27] of the inclusions and through the formation of aggregates.[28] As a consequence, there is importance in understanding
better these small interactions that occur in these low-concentration
polyelectrolyte solutions by using more sensitive microrheological
techniques.In the past decade, many such microrheology techniques[29−43] have been developed and used to determine the rheological properties
of viscoelastic fluids, including those involving the use of video
particle tracking microrheology,[29] magnetic
tweezers,[30] and dynamic light scattering.[31] Among these methods, the technique of optical
tweezers, where a highly focused laser beam traps, in three dimensions,
micrometer-sized dielectric particles suspended in a fluid,[32−34] has been extensively developed.[35−41] Most recently, a novel and simple analytical method for the analysis
of optical tweezing data for microrheology has been proposed by Tassieri
et al.,[42] greatly simplifying the application
of the technique.In this Article, we adopt this new method[42] to show the rheological characterization of
very low concentration
polyacrylamide solutions by means of optical tweezers measurements.[42] We compare these results to conventional rheology
measurements, demonstrating the effectiveness of the technique in
exploring the very weak interactions between these polyelectrolyte
chains at low concentrations.[42] The sensitivity
of the technique enables us not only to understand better the influence
of polymer chain interactions but also to demonstrate the roles of
salt concentration and aging in the rheological properties of these
solutions.
Theoretical Background
In optical tweezing, we consider
the case of a micrometer-sized
spherical particle suspended in a fluid at thermal equilibrium where
it experiences random forces leading to Brownian motion, driven by
the thermal fluctuations of the fluid’s molecules. An analysis
of the particle’s trajectory reveals information on the viscoelastic
properties of the suspending fluid, as demonstrated in the pioneering
work of Mason and Weitz[43] that established
the field of microrheology.In the case when the probe’s
fluctuations are constrained
by a stationary harmonic potential generated by optical tweezers,
one could write a generalized Langevin equationwhere m is the mass of the
particle, a⃗(t) is its acceleration, v⃗(t) is its velocity, and f⃗R(t) is the usual Gaussian
white noise term, modeling stochastic thermal forces acting on the
particle. The integral term, which incorporates a generalized time-dependent
memory function, ζ(t), represents viscous damping
by the fluid. Here, κ is the optical trap stiffness that can
be easily determined by appealing to the principle of equipartition
of energywhere ⟨r2⟩ is the
time-independent
variance of the Cartesian component (j = x, y, z) of the d-dimensional vector describing the particle’s displacement
from the trap center, the origin of r⃗.It has been shown that eq 1 can be solved
in terms of either the normalized mean-square displacement (NMSD)
Π(τ) = ⟨Δr2(τ)⟩/2⟨r⟩[38] or the normalized
position autocorrelation function (NPAF) A(τ)
= (r⃗(t) r⃗(t + τ)/r2) [39]where Π̂(ω) and Â(ω)
are the Fourier transforms of Π(τ)
and A(τ), respectively. The inertia term (mω) reported in the original
publications[38,39] can be neglected here because
for micrometer-sized particles it becomes significant only above the
megahertz frequency range.Equation 3 relates
the material’s
complex shear modulus G*(ω) to the observed
time-dependent bead trajectory r⃗(t) via the Fourier transform of one of the related time-averaged
quantities (i.e., Π(τ) or A(τ)).
The evaluation of these Fourier transforms, given only a finite set
of data points over a finite time window, is performed by means of
the analytical method recently proposed by Tassieri et al.[42]
Experimental Section
Materials
A 0.5 wt % stock polyacrylamide (PAM, Mw 7000 kDa, Dryfloc by SNF Italia) solution
was made in distilled water (as the supporting solvent). Solutions
were mixed for 48 h using magnetic stirrers at low speeds in order
to prevent mechanical degradation of the polymer chains. The stock
solution was then diluted by additions of distilled water in order
to obtain final concentrations of 25, 50, 125, and 250 ppm (w/w).
In this concentration range, the fluids show weak elasticity and a
viscosity slightly higher than those of the solvent.[44] Sodium chloride (1, 2.5, and 5 wt %) was added to the final
solutions to investigate the effect of salt on fluids rheology. To
prevent degradation, the fluids were kept at 4 °C until the measurement
was made.
Rheological Measurements
The rheological measurements
on the sample were carried out at 20 °C by a stress-controlled
rotational MCR 301 rheometer (Anton Paar Instruments) using double-gap
geometry. A preshear[45] of 100 s–1 is applied for 60 s to cancel possible loading effects. The oscillatory
tests are run in the range of linear viscoelasticity, as verified
by preliminary amplitude sweep tests.
Microrheological Measurements
Optical trapping was
achieved by means of a titanium–sapphire laser with a 5 W pump
(Verdi V5 laser; Coherent Inc.), which provides up to 1 W at 830 nm.
The tweezers use an inverted microscope, where the same objective
lens (100×, 1.3 numerical aperture, Zeiss, Plan-Neofluar) both
focuses the trapping beam and images the thermal fluctuations of a
single 5-μm-diameter silica bead. Samples are mounted on a motorized
microscope stage (Prior Pro-Scan II). A CMOS camera (Dalsa Genie HM640
GigE) was used to collect high-speed images of a reduced field of
view. These images were processed in real time at ∼1 kHz using
homemade LabVIEW (National Instruments) single-particle-tracking software[46] running on a personal computer. Note that each
trajectory was made from at least 106 data points.
Results
Figure 1 shows the normalized position autocorrelation
function (NPAF) and the normalized mean-square displacement (NMSD)
as a function of the lag time τ for a single optically trapped
5-μm-diameter silica bead suspended in two PAM solutions at
concentrations of (a) 50 and (b) 250 ppm, respectively, with both
containing 1 wt % NaCl. The inset of Figure 1a shows a 10 s part of the entire displacement of the bead along
the x direction of the sample containing 50 ppm PAM.
It is interesting that neither NPAF curve for these samples decays
as a single exponential, as would be expected for a Newtonian fluid,[42] but instead shows an intermediate shoulder (or
a plateau for the NMSD curves) before tending to zero (or to one in
the case of the NMSDs). Such a shoulder (or plateau) is an interesting
feature not previously observed for optical tweezers, although interestingly
this has been predicted by a theoretical study of the dynamics of
an optically trapped particle suspended in a Maxwell fluid.[47] This feature is related to the material’s
elastic plateau modulus, which constrains the bead fluctuations only
temporarily. As described above, the fluids’ linear viscoelastic
properties (LVE) can be obtained from the analysis of the data shown
in Figure 1 via eq 3.
Figure 1
NPAF and
NMSD vs delay time τ of a single optically trapped
5-μm-diameter silica bead suspended in two water-based solutions
at PAM concentrations of (a) 50 and (b) 250 ppm with 1 wt % NaCl in
both solutions. The inset of panel a shows a 10 s part of the entire
displacement of the bead along the x direction.
NPAF and
NMSD vs delay time τ of a single optically trapped
5-μm-diameter silica bead suspended in two water-based solutions
at PAM concentrations of (a) 50 and (b) 250 ppm with 1 wt % NaCl in
both solutions. The inset of panel a shows a 10 s part of the entire
displacement of the bead along the x direction.In Figures 2 and 3, we show a comparison between microrheology,
as measured by optical
tweezers, and bulk rheology, measured using a rotational rheometer,
for 50 and 250 ppm PAM with 1 wt % NaCl, the same fluids reported
in Figure 1. In Figure 2, the elastic (G′, circles) and viscous (G″, triangles) moduli are plotted as a function of
the oscillation frequency for the two different techniques. The two
methodologies show good agreement demonstrating that optical tweezing
provides a precise measurement of the material LVE properties over
a much wider range of frequencies, giving more information on the
material characteristic relaxation times. It is interesting that both
measurements provide for the two fluids the same estimation of the
moduli slope and crossover frequency, with the latter being slightly
higher for the 250 ppm solution (i.e., the crossover frequency is
2.8 rad/s for the 50 ppm sample and 11 rad/s for the 250 ppm sample).
Figure 2
Elastic
(G′) and viscous (G″)
moduli as a function of the oscillation frequency measured
with optical tweezers (OT) and bulk rheometry (BR) are compared for
(a) 50 and (b) 250 ppm PAM solutions with 1 wt % NaCl.
Figure 3
Frequency-dependent viscosity
measured with optical tweezers and
bulk rheometry, compared for (a) 50 and (b) 250 ppm PAM solutions
with 1 wt % NaCl. Complex viscosities (η*),
plotted as a function of the frequency, are compared to shear viscosity
(η), plotted as a function of the imposed shear rate (γ̇),
according to the Cox–Merz empirical law.
Elastic
(G′) and viscous (G″)
moduli as a function of the oscillation frequency measured
with optical tweezers (OT) and bulk rheometry (BR) are compared for
(a) 50 and (b) 250 ppm PAM solutions with 1 wt % NaCl.In Figure 3, the same measurements
are shown
but instead the complex viscosity η* is plotted
against the frequency for both techniques (optical tweezing, circles;
bulk rheology, triangles); η* shows shear thinning
trend down to a pseudo plateau value at frequencies higher than 10
rad/s, which is very close to the viscosity of water. At high frequencies,
the solute molecules have no time to interact among each other, given
the low concentration, and the fluid viscosity almost matches that
of the solvent. In contrast, at low frequencies the viscosity increases,
showing non-Newtonian behavior.In Figure 3, the steady-shear viscosity
(η), as measured using a bulk rotational rheometer, is also
reported as a function of the shear rate and is compared to the two
complex viscosity measurements; the excellent superimposition among
the data indicates the applicability of the Cox–Merz empirical
law.[48] The data are also in good agreement
with previous measurements[44] on similar
systems, reported only in the high-shear-rate range.Frequency-dependent viscosity
measured with optical tweezers and
bulk rheometry, compared for (a) 50 and (b) 250 ppm PAM solutions
with 1 wt % NaCl. Complex viscosities (η*),
plotted as a function of the frequency, are compared to shear viscosity
(η), plotted as a function of the imposed shear rate (γ̇),
according to the Cox–Merz empirical law.Figures 2 and 3 provide
a quantitative validation of the microrheology measurements performed
with optical tweezers in terms of both moduli and complex viscosity.
In the analysis reported in this article, we use optical tweezers
measurements to investigate the concentration functionality of the
LVE properties of PAM solutions, the effects of salt (NaCl) addition
and fluid aging.
Influence of PAM Concentration on LVE Properties
Figure 4 shows the concentration functionality
of LVE properties
for four different fluids with PAM concentration ranging from 25 to
250 ppm; measurements of the complex viscosity (η*) and loss modulus (G″) for water are also
reported for comparison. In Figure 4a, we report
the elastic modulus G′. It can be seen that
in the intermediate frequency range (ca. 10–1–10
rad/s) G′ shows a horizontal plateau, with
the modulus being a growing function of the polymer concentration.
Figure 4
Concentration functionality of the linear
viscoelastic properties
((a) G′, (b) G″, and
(c) the complex viscosity) of PAM solutions at concentrations of 25,
50, 125, and 250 ppm, respectively. All of the fluids have a NaCl
concentration of 1 wt %.
In contrast, the viscous modulus (G″),
reported in Figure 4b, does not change substantially
with the PAM concentration at high frequency. In the intermediate
frequency range, some differences are still measurable. In this range, G″also shows a horizontal plateau, hence the horizontal
trend in both moduli suggests a gel-like rheological behavior of the
fluids in that frequency range.Finally, the complex viscosity
(η*), calculated
from the same measurement data, is reported in Figure 4c. In the low-frequency range, a significant increment is
observed as a function of the PAM concentration, whereas at high frequencies
all of the curves collapse to the same plateau, corresponding to the
viscosity of water. In the thinning range of the complex viscosity
plot, it was possible to estimate the power law index, n, from the data points’ slope (n –
1). The measurements lead to the same value n ≈
0.05 for all of the PAM concentrations examined. A similar nondependency
of n from the PAM concentration was previously observed
in a different concentration range, even if a higher value of n = 0.5 was reported.[25] The discrepancy
can be likely attributed to different properties of the polyacrylamide
samples used (i.e., molecular weight, degree of hydrolysis, and salt
concentration). It is of note that the frequency where the fluids
collapse to Newtonian behavior (i.e., the flow characteristic time
when the PAM molecule interactions become negligible) occurs at higher
frequencies as the PAM concentration increases, as expected. Overall
we can state that the concentration functionality of the LVE properties
of PAM solutions (Figure 4) is due to the increase
in the number of entanglements between the PAM chains as shown in
the literature.[25,49]Concentration functionality of the linear
viscoelastic properties
((a) G′, (b) G″, and
(c) the complex viscosity) of PAM solutions at concentrations of 25,
50, 125, and 250 ppm, respectively. All of the fluids have a NaCl
concentration of 1 wt %.Further insight into the dependence of PAM concentration
on fluid
viscosity can be obtained by comparing viscosity values at a fixed
frequency. We chose to compare data at ω = 0.15 rad/s (i.e.,
in the shear-thinning range, as indicated by the vertical line in
Figure 4c). These viscosity values are plotted
as a function of PAM concentration in Figure 5 where a nonlinear dependence (η ≈ c1.5) is shown. This dependence is typical of polyelectrolyte
solutions in the semidilute entangled regime in a low-salt-concentration
limit.[50]
Figure 5
Complex viscosity evaluated at 0.15 rad/s
vs PAM concentration.
The continuous line is a guide for the gradient showing the prediction
for the semidilute entangled regime of polyelectrolytes (η ≈ c1.5). A slope of 1.5 is reported as a reference.
Complex viscosity evaluated at 0.15 rad/s
vs PAM concentration.
The continuous line is a guide for the gradient showing the prediction
for the semidilute entangled regime of polyelectrolytes (η ≈ c1.5). A slope of 1.5 is reported as a reference.
Influence of Salt Concentration
on the LVE Properties of PAM
Solutions
In Figure 6, we report the
effect of salt (NaCl) concentration on the LVE properties of a PAM
solution at a concentration of 125 ppm. It can be seen that the elastic
modulus of the PAM solution shows nonmonotonic behavior (Figure 6a) as a function of salt concentration. In fact,
by adding 1 wt % sodium chloride to the solution an initial increment
in the values of G′ is observed, with the
elastic moduli showing a constant plateau for frequencies lower than
10 rad/s, whereas the further addition of salt causes a decrease in
the G′ value in the same range of frequencies.
The viscous modulus (Figure 6b) shows a monotonic
decrease in the low-frequency range, whereas at high frequencies all
of the curves collapse together (with the exception for the no-salt
fluid (0%) that presents higher values and a lower slope). The influence
of the salt on the rheology is also reported in Figure 6c in terms of the complex viscosity, combining the data of
the two moduli.
Figure 6
Viscoelastic moduli (a) G′ and (b) G″ and (c) complex
viscosity η* vs frequency of a PAM solution
at a concentration of 125 ppm for
four different concentrations of salt (NaCl).
This nonmonotonic effect of salt concentration
on G′ is possibly due to salt effects on the
inter- and intramolecular charges. When a polyelectrolyte is dissolved
in water in the absence of salt, the chain swells because of the mutual
repulsion of internal charges (negative in our polyacrylamide samples)
in order to minimize the electric intramolecular interactions. This
same mechanism hinders intermolecular interactions between chains
at these very low values of PAM concentration; this interpretation
is consistent with the fact that the sample without salt does not
show any gel-like behavior over the entire frequency range investigated
(Figure 6).We observe that by adding
a small amount of NaCl (1 wt %) gel-like
behavior is exhibited (Figure 6). This is due
to the fact that salt ions shield all intra- and intermolecular electric
interactions between and within the chains. Such shielding of charges
favors the interaction between different chains, whereas it causes
chain shrinkage on the intramolecular level. Thus, we conclude that
at low salt concentration the chain shrinkage is not sufficient to
prevent intermolecular interactions, thus allowing the gel-like behavior
that is found in the middle frequency range investigated (Figure 6). In this scenario, further addition of salt generates
a stronger shrinkage of the PAM chains with a consequent decrease
in the value of G′ resulting from the decrease
in the number of entanglements among the chains. Similar weakening
in G′ due to the addition of salt has already
been observed in PAM gels.[51,52]Viscoelastic moduli (a) G′ and (b) G″ and (c) complex
viscosity η* vs frequency of a PAM solution
at a concentration of 125 ppm for
four different concentrations of salt (NaCl).
Aging Effect on the LVE Properties of PAM Solutions
In Figure 7, we report the changes, measured
over 5 weeks, of the viscoelastic properties of a PAM solution at
a concentration of 125 ppm with 1 wt % NaCl. It is clear that there
is a considerable drop in the viscoelastic properties within the first
3 weeks of sample preparation. Once again, the main effect is measured
for the elastic modulus (G′), as reported
in Figure 7a, and is also reflected in terms
of the complex viscosity (η*), as reported
in Figure 7c, whereas the viscous modulus (G″) shows only limited changes, mainly at low frequencies
(Figure 7b).
Figure 7
Aging of the viscoelastic properties of
a PAM solution at a concentration
of 125 ppm and with 1 wt % NaCl.
After a period of about
3 weeks, the aging appears not to affect additional LVE properties,
and the measurements were consistently reproducible. The effect of
aging on PAM solutions was previously attributed to the weakness of
the entanglements between the PAM chains.[23] These interactions, unlike the stronger covalent bonds, could change
with time and modify the internal structure of the samples until some
equilibrium is eventually reached.Aging of the viscoelastic properties of
a PAM solution at a concentration
of 125 ppm and with 1 wt % NaCl.
Conclusions
A rheological characterization of polyacrylamide
solutions with
very low viscoelasticity was carried out both by optical tweezers
and bulk rheology. Remarkable agreement between these two techniques
was found. Hence, we demonstrate the validity of the optical tweezers
as a tool for the rheological characterization of weakly viscoelastic
polyelectrolyte solutions. This technique allows the investigation
of much lower values of the elastic modulus (below 10–3 Pa) over a wider range of frequency when compared to classical bulk
rheological measurements.Furthermore, the concentration dependency
of the linear viscoelastic
properties of PAM solutions was studied, and good agreement with literature
data was found. Finally, we have investigated the influence of the
addition of salt and aging on the linear viscoelastic properties of
a PAM solution. A nonmonotonic salt influence on very low concentration
PAM solutions was found, depending on the salt concentration; indeed,
the addition of salt can generate weak gel-like behavior at first
whereas further salt addition appears to weaken any PAM network. We
also showed that PAM samples change with time after preparation and
need at least 3 weeks to reach a stationary morphology. These results
are relevant to the characterization of polyelectrolyte solutions
with very low polymer concentrations, with applications in the food,
detergent, and pharmaceutical industries, where polyelectrolytes are
used to improve product stability and rheology.
Authors: Manlio Tassieri; Graham M Gibson; R M L Evans; Alison M Yao; Rebecca Warren; Miles J Padgett; Jonathan M Cooper Journal: Phys Rev E Stat Nonlin Soft Matter Phys Date: 2010-02-18
Authors: M Atakhorrami; J I Sulkowska; K M Addas; G H Koenderink; J X Tang; A J Levine; F C Mackintosh; C F Schmidt Journal: Phys Rev E Stat Nonlin Soft Matter Phys Date: 2006-06-02
Authors: Manlio Tassieri; Francesco Del Giudice; Emma J Robertson; Neena Jain; Bettina Fries; Rab Wilson; Andrew Glidle; Francesco Greco; Paolo Antonio Netti; Pier Luca Maffettone; Tihana Bicanic; Jonathan M Cooper Journal: Sci Rep Date: 2015-03-06 Impact factor: 4.379