Arpit Goyal1, Toshiya Sakata1. 1. Department of Materials Engineering, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan.
Abstract
Cortisol is a major stress biomarker involved in the regulation of metabolic and immune responses. Readily accessible assays with sufficient quantitative and temporal resolution can assist in prevention, early diagnosis, and management of chronic diseases. Whereas conventional assays are costly in terms of time, labor, and capital, an electrochemical approach offers the possibility of miniaturization and detection at the point-of-care. Here, we investigate the biosensor application of molecularly imprinted polypyrrole (PPy) doped with hexacyanoferrate (HCF) and coupled to reduced graphene oxide functionalized with β-cyclodextrin (β-CD). β-CD provides an inclusion site for lipophilic cortisol and was electrochemically grafted simultaneous with reduction of GO. Next, PPy was electrochemically deposited in presence of cortisol template with HCF dopant ions serving as intrinsic redox probe. Thus, the sensor response was evaluated via changes of redox peak current in cyclic voltammetry and demonstrated a broad logarithmic detection range (5 pg/mL to 5000 ng/mL, R 2 = 0.995), with a sensitivity of 8.809 μA log-1 (ng/mL) cm-2 and LOD of 19.3 pM. The sensor was shown to be specific toward cortisol in reference to salivary cortisol concentration in saliva over structural analogues. The sensor was exhibited to determine cortisol in artificial saliva at normal and elevated levels. The good performance and facile electrochemical fabrication of this antibody- and external label-free interface are promising for the development of affordable point-of-care biosensors.
Cortisol is a major stress biomarker involved in the regulation of metabolic and immune responses. Readily accessible assays with sufficient quantitative and temporal resolution can assist in prevention, early diagnosis, and management of chronic diseases. Whereas conventional assays are costly in terms of time, labor, and capital, an electrochemical approach offers the possibility of miniaturization and detection at the point-of-care. Here, we investigate the biosensor application of molecularly imprinted polypyrrole (PPy) doped with hexacyanoferrate (HCF) and coupled to reduced graphene oxide functionalized with β-cyclodextrin (β-CD). β-CD provides an inclusion site for lipophilic cortisol and was electrochemically grafted simultaneous with reduction of GO. Next, PPy was electrochemically deposited in presence of cortisol template with HCF dopant ions serving as intrinsic redox probe. Thus, the sensor response was evaluated via changes of redox peak current in cyclic voltammetry and demonstrated a broad logarithmic detection range (5 pg/mL to 5000 ng/mL, R 2 = 0.995), with a sensitivity of 8.809 μA log-1 (ng/mL) cm-2 and LOD of 19.3 pM. The sensor was shown to be specific toward cortisol in reference to salivary cortisol concentration in saliva over structural analogues. The sensor was exhibited to determine cortisol in artificial saliva at normal and elevated levels. The good performance and facile electrochemical fabrication of this antibody- and external label-free interface are promising for the development of affordable point-of-care biosensors.
Cortisol is a glucocorticoid
hormone released by the adrenal glands
in response to stress, either physiological or psychological, and
it plays an essential role in stress management by regulating metabolism,
glucose levels, cardiovascular systems, and immune responses.[1] Chronic stress can disrupt the normal levels
of cortisol which can lead to illnesses such as diabetes, cardiovascular
disease, depression, and Cushing’s disease. Thus, detecting
cortisol levels can assist in early disease diagnosis and timing of
medical interventions.Cortisol in blood serum is typically
bound to proteins.[2] In other biological
fluids (typically saliva,
sweat, and urine), while cortisol is present, allowing for a noninvasive
diagnostic option,[3,4] the concentrations are typically
in the range of a few nM for healthy individuals (3.5–27 nM
in saliva and 11–281 nM in urine[5]) and a broader range in the case of Cushing’s patients (2.7–166
nM in saliva[6]). Thus, assays with sufficient
sensitivity and specificity conventionally require chromatographic
techniques or immunoassays (enzyme-linked immunosorbent assay), but
they require laboratories with trained personnel.[7] Accordingly, such techniques require high costs in terms
of time, labor, and capital, rendering them ill-suited for deployment
as point-of-care (PoC) devices. To enable personalized healthcare,
electrochemical biosensors are actively investigated as they can be
fabricated affordably and the instrumentation can be miniaturized,[8] which makes it attractive for implementation
in PoC devices. With the advancements in internet-of-things, mobile
computing and networking technologies, electrochemical biosensors
can be integrated with these technologies to enable a new generation
of data-driven intelligent sensors for stress-free personal healthcare
management.[9]Early attempts at electrochemical
cortisol detection involved adapting
the immunometric methods from the lab onto the electrochemical transducers.[10] While antibodies exhibit high sensor performance,
they are costly to isolate and prone to denaturation. An alternative
to using natural receptors is to fabricate a molecularly imprinted
polymer (MIP) containing target-specific sites that can selectively
bind to the target molecule.[11] MIPs have
several advantages over biological recognition elements such as ease
of fabrication, stability, and affordability.[12] Recently, there has been some interest in designing and developing
electrochemical sensors for cortisol by the bulk polymerization of
MIPs using polymers methacrylic acid[13] and
ethylene glycol.[14] In contrast, electrochemical
polymerization techniques offer a simple, one-step process of directly
depositing an MIP on the electrode surface with a greater degree of
control over polymer morphology.[15] Computational
studies have suggested that pyrrole-based polymers are suitable for
fabricating cortisol-specific electrochemical MIP sensors.[16,17] The oxygen-containing electronegative functional groups present
on the cortisol can interact with electropositive hydrogen attached
to the nitrogen of pyrrole via hydrogen bonding, which helps in encapsulating
cortisol in the polypyrrole (PPy) network during electropolymerization.
Pyrrole can be electrochemically polymerized under ambient conditions,
and the resulting PPy is stable and conductive in neutral pH, making
it an excellent candidate for physiological MIPs and other sensing
applications.[18,19]Cyclodextrins (CDs) are
a class of cyclic oligosaccharides of α-d-glucopyranose
subunits, with β-CD consisting of seven
such subunits. They are shaped as a frustum with amphiphilic properties—hydrophobic
inner cavity and hydrophilic outer side. This allows β-CD to
form supramolecular inclusion complexes with molecules of appropriate
size; therefore, they are studied extensively for drug delivery.[20,21] The host–guest interactions between CDs and target molecules
can be leveraged as a recognition signal, and indeed, CDs have been
used in fabrication of sensors.[22−24] Because of this property, β-CD
was selected to enhance the performance of the sensor. The combination
of β-CD functioning as complimentary recognition sites in conjunction
with MIP, which increases the template imprinting during MIP fabrication.[25] Graphene and its derivatives have been extensively
studied for electrochemical biosensing applications,[26] in conjunction with antibodies as immunosensors[27,28] and aptamers.[29] Graphene oxide (GO) is
an attractive interface material[30] which
can be produced inexpensively by wet oxidation and exfoliation of
graphite in comparison to traditional electrochemical electrodes.
GO also provides high density of functional groups suitable for functionalization.
GO can be electrochemically reduced to yield reduced GO (rGO), which
offers high conductivity and while retaining the surface for functionalization.
This allows for effective deposition of β-CD on the electrode
surface.[31] Moreover, these properties of
GO and rGO have been used in combination with MIPs to enhance their
performance.[32] Hence, we have selected
rGO as the base transducer in our study. A key challenge in deploying
a sensor outside of a laboratory as a PoC device is scaling the manufacturing
of the biosensor and related instrumentation. Inkjet and 3D printing
are some of the most cost-effective and versatile methods of manufacturing,
and these techniques can be utilized to produce GO-based printed electrodes
at scale.[33,34]Since cortisol and PPy are electrochemically
stable, their interaction
does not produce a redox signal and thus necessitates the use of an
external redox label such as hexacyanoferrate (HCF) (), which makes it difficult to develop it
further as a miniature device. Internalization of such redox probes
can be achieved by forming a charge complex during oxidation of pyrrole
to PPy, which eliminates the need of an external label, simplifying
the PoC application of the sensor. The PPy–HCF system has been
investigated for biosensors and energy storage applications.[35−39]In this investigation, to the best of the authors’
knowledge,
the present study is the first description of a cortisol sensor composed
of a β-CD-functionalized rGO decorated with a cortisol-specific
PPy MIP doped with HCF internal redox probe for the electrochemical
determination of cortisol in physiological samples. CD was deposited
on GO with its simultaneous reduction by cyclic voltammetry (CV).
Imprinted PPy was utilized in conjunction with doped HCF, which offered
external label-free signal, which was suppressed as target molecules
bound to imprinted sites. The prepared sensor was shown to demonstrate
sensitivity toward cortisol in a broad logarithmic range. The sensor
was verified for determination of cortisol concentration in artificial
saliva in reference ranges for both healthy and unhealthy salivary
cortisol, thus exhibiting potential for implementation in noninvasive
PoC cortisol diagnostic application.
Materials and Methods
Materials
Cortisol (C21H30O5, hydrocortisone), β-CD [(C6H10O5)7], potassium HCF(II)
trihydrate (K4[Fe(CN)6]·3H2O),
potassium HCF(III) (K4[Fe(CN)6]), graphite powder,
sulfuric acid (H2SO4, 98%), sodium nitrate (NaNO3), potassium permanganate (KMnO4), hydrogen peroxide
(H2O2, 30% in water), 1 M hydrochloric acid
(HCl), ethanol, dimethyl sulfoxide (DMSO), glucose, urea, sodium l-lactate, cholesterol, progesterone, testosterone, sodium chloride
(NaCl), disodium hydrogen phosphate (Na2HPO4), anhydrous calcium chloride (CaCl2), and mucin were
procured from Fujifilm WAKO (Japan). Phosphate buffer saline (PBS,
pH 7.4) and ultrapure water were obtained from Gibco (Thermofischer).
Pyrrole (C4H5N) was obtained from Tokyo Chemicals
(TCI, Japan). All chemicals were used as received. Rod-type glassy
carbon electrodes (GCE, surface area = 0.07 cm2) were obtained
from ALS Co., Ltd. (Japan).
Material Characterization
Electrochemical
syntheses and analyses were performed using an electrochemical analyzer
(ALS/CH, model 618E) in a single-cell (glass vial, 23 mL, ALS), three-electrode
setup which consisted of a (modified) GCE as the working electrode
(WE), a platinum wire counter electrode (CE), and Ag|AgCl| 3.3 M KCl
reference electrode. Electrochemical characterization was performed
by CV and electrochemical impedance spectroscopy (EIS) in PBS containing
a 5 mM HCF redox probe. EIS was measured at a constant DC potential
of 0.25 V with the amplitude of the sinusoidal AC potential set to
5 mV. The AC frequency was varied from 100 kHz to 0.1 kHz, and 12
data points per decade of frequency were collected. Scanning electron
microscopy (SEM) was performed using an SM-200 SEM system (Topcon,
Japan) with acceleration voltages of 5–15 kV.
Preparation of MIP Biosensor
GO was
prepared from graphite powder using a modified Hummers’ method.[30] GCE was polished using 0.05 μm alumina
and then ultrasonicated in water, followed by ethanol, and then finally
again in water. The GCE was then electrochemically cleaned in 0.5
M H2SO4 by CV for 10 cycles in the potential
window of −1.0 to +1.0 V at a scan rate of 100 mV/s. After
rinsing and drying the GCE, a 10 μL aliquot of 0.1 mg/mL GO
suspension, which was homogenized by ultrasonication for 2 h, was
drop-casted on the GCE surface and dried in ambient conditions to
obtain GO/GCE. β-CD was electropolymerized on the GO/GCE surface
by CV with PBS as the supporting electrolyte containing 0.01 M β-CD
as the monomer. With GO/GCE as the WE, the potential was cycled continuously
between −1.0 and 1.0 V at a scan rate of 20 mV/s for 10 cycles.[31] The resulting CD–rGO/GCE was washed gently
with water and dried in air for later use.Before proceeding
with MIP fabrication, 10 mM cortisol (solubilized with help of DMSO)
solution was prepared in PBS, and inclusion in CD–rGO/GCE was
performed by immersion for 30 min. For MIP fabrication, an electropolymerization
mixture was prepared using 5 mM cortisol, 5 mM K4[Fe(CN)6], 5 mM K3[Fe(CN)6], and 20 mM pyrrole
in PBS. Nitrogen gas was bubbled through the mixture for 10 min to
remove oxygen. Pyrrole was electropolymerized on the surface of CD–rGO/GCE
by CV in the potential window of −0.2 to +0.9 V at a scan rate
of 50 mV/s for 10 cycles to obtain PPy–CD–rGO/GCE.[15,17] After polymerization, the electrode was washed with PBS to remove
unbound monomers. The template was eluted from the polymer matrix
by overoxidation by CV in the potential window of −0.2 to +0.8
V in PBS containing 5 mM HCF at a scan rate of 50 mV/s for 20 cycles.
The electrode was then washed with PBS and dried in nitrogen stream.
The resulting electrode is hereafter referred to as the PPy–HCF/CD–rGO/GCE
MIP. A non-imprinted polymer (NIP) version (PPy–HCF/CD–rGO/GCE
NIP) of the MIP was prepared similarly, but without using cortisol
in the fabrication process. The fabrication process is schematized
in Figure .
Figure 1
Schematic of
Cortisol MIP sensor fabrication based on electropolymerization
of pyrrole on CD–rGO/GCE doped with Cortisol and HCF.
Schematic of
Cortisol MIP sensor fabrication based on electropolymerization
of pyrrole on CD–rGO/GCE doped with Cortisol and HCF.
Analytical Evaluation
The modified
electrodes (MIP and NIP) were subjected to an electrochemical study
using PBS as the electrolyte, which offer a standard and repeatable
environment representative of a typical physiological pH, without
any external redox probe. Calibration curve was obtained by recording
the CV in the range of −0.5 to +0.5 V at 10 mV/s. Prior to
the measurement, a 10 μL aliquot of the cortisol solution of
predetermined concentration in PBS, prepared by diluting from a stock
solution of 1 mg/mL cortisol in ethanol, was dropped on the electrode
surface and allowed to incubate for 10 min. After measuring response
at a given concentration, the sensors were gently washed with fresh
PBS and response for the next aliquot was recorded.To test
the selectivity of the biosensor, signals obtained for 100 ng/mL interfering
species were compared against signal obtained for 5 ng/mL cortisol,
which represents the mean salivary cortisol concentration.[5] Glucose, lactate, cholesterol,[40] and urea[41] were used as they
are common interfering species in saliva. Testosterone and progesterone
were selected to represent the structural analogues of cortisol. A
recovery study was performed using artificial saliva prepared from
the procedure described by Usha et al.[42] Simply, 0.4 g/L of NaCl, 0.6 g/L of Na2HPO4, 4 g/L of urea, 0.6 g/L of CaCl2, and 4 g/L of mucin
were prepared in water and adjusted to a pH of 7.2. Artificial salivary
cortisol samples were prepared by spiking cortisol to a known concentration.
The samples were then diluted ten times in PBS prior to measurement.[6] Responses for artificial saliva samples were
recorded using new sensors.
Results and Discussion
Preparation of Cortisol Sensor
Fabrication of CD–rGO/GCE
Figure a shows the
CV during fabrication of CD–rGO/GCE. The CV curve widened with
each cycle, indicating an increase in conductivity due to reduction
of GO to rGO with the simultaneous deposition of CD. A cathodic peak
was observed at around −0.5 V, which is attributable to the
reduction of oxygen-containing functional groups on GO and CD, whereas
elevated currents near +1.0 V corresponding to the oxidation of the
hydroxyl groups were observed on CD. During deposition, the primary
hydroxyl groups present on CD undergo (partial) oxidation, which can
form ester linkages with carboxylic acid groups present on GO.[43] In addition, a pair of weak peaks can be observed
near 0 V and can be attributed to redox pairs of functional groups
present on GO.[44]
Figure 2
(a) CV response during
electrochemical deposition of β-CD
on GO/GCE. Electrochemical characterization of (modified) GCE during
each stage of fabrication of CD–rGO/GCE in a 5 mM redox probe in PBS (pH 7.4) using (b) CV
and (c) EIS. (d) Rct values obtained during
each modification.
(a) CV response during
electrochemical deposition of β-CD
on GO/GCE. Electrochemical characterization of (modified) GCE during
each stage of fabrication of CD–rGO/GCE in a 5 mM redox probe in PBS (pH 7.4) using (b) CV
and (c) EIS. (d) Rct values obtained during
each modification.Figure b shows
the CV characterization of bare GCE, GO/GCE, and CD–rGO/GCE
using 5 mM HCF redox probe in PBS. GCE showed characteristic redox
peaks of HCF with peak currents of around 60 μA, whereas GO/GCE
exhibited a suppressed voltammogram with small peaks of around 1.5
μA, indicating that GO inhibits the charge transfer from HCF
to the electrode, which is possibly due to electrostatic repulsion
of HCF by various oxygen-containing negatively charged functional
groups on GO such as hydroxyl and carboxylic groups. This decreases
the electrochemically active surface of GO for HCF, coupled with a
decreased number of sp2 carbon or graphitic characteristic,
which affect the conductivity of the graphene material.[45] After the reduction of GO in the presence of
CD, the currents increased markedly, slightly beyond those of bare
GCE, implying the restoration of some graphitic characteristic.These observations are corroborated by EIS measurements illustrated
in Figure c in the
presence of the HCF redox probe. The obtained spectra were fitted
to Randle’s equivalent circuit to characterize various sources
of impedance. The circuit comprised charge-transfer resistance (Rct) connected in series with diffusion or Warburg
impedance (W), both of which were connected to double
layer capacitance (Cdl) in parallel, and
they were all finally connected in series with solution resistance
(Rs). Although Rs is similar for (modified) GCEs (90 Ω), the rest of
the spectra differs markedly, with main difference being the Rct, which represents the charge transfer of
the HCF redox probe at the electrode–electrolyte interface.
As shown in Figure d, the values of Rct for GCE and GO/GCE
are similar, with that of GO/GCE being slightly larger (1234 Ω)
than that of unmodified GCE (1002 Ω). However, after electrochemical
modification of GO/GCE to CD–rGO/GCE, Rct drops significantly (12.3 Ω). The errors are too small
to be found on the graph (n = 3). This indicates
that modification improves the charge transfer of HCF compared to
bare GCE, which can serve as a basis for further modification with
the MIP.
Fabrication of PPy–HCF MIP
Electrochemical methods enable PPy deposition on the electrode surface
with ease and flexibility.[15] There are
parameters such monomer and dopant concentration (see page S2 in Supporting Information) which can be adjusted
to obtain polymer film suitable for the required application. In the
case of MIP fabrication, the formation of a thick and dense polymer
can lead to insufficient binding site formation and thus negatively
affects the final sensitivity of the MIP. It can be controlled by
adjusting monomer concentration. Monomer concentration is also determined
by the concentration of template molecules. Since cortisol has limited
solubility in aqueous media, it limits the amount of monomer that
can be employed. For a noncovalent MIP, usually a monomer/template
ratio of 4:1 is recommended for better stability of the monomer–template
complex.[32,46]Figure a shows the CV for PPy–HCF/CD–rGO/GCE
MIP fabrication; the redox peaks associated with HCF are visible,
with anodic and cathodic peaks settling at around 0.27 and 0.06 V,
respectively, by the 10th cycle. The voltammogram widens with subsequent
cycles, a characteristic indicating the formation of conducting polymers
such as PPy,[15] although the separation
becomes smaller, with a marginal difference by the 10th cycle, signifying
the formation of a conductive PPy film of adequate thickness. Further
cycling the potential leads to the formation of thicker PPy films,
which can affect the sensitivity and performance of the resulting
sensor. Hence, the number of electropolymerization cycles was fixed
to 10. During electropolymerization, the cortisol template diffuses
to the electrode surface and becomes incorporated into the PPy matrix.
Comparing voltammograms collected during MIP versus NIP fabrication
(Figure b), we observe
higher currents for the NIP electropolymerization. Since cortisol
is not an electrochemically active molecule, it hinders the charge
transfer during MIP formation. In its absence, higher currents observed
during NIP formation indicate the possibility of a thicker or denser
PPy film.
Figure 3
Cyclic voltammograms collected during (a) pyrrole electropolymerization
with cortisol, (b) pyrrole electropolymerization without cortisol,
(c) overoxidation of PPy–HCF to create MIP, and (d) overoxidation
of PPy–HCF to create NIP.
Cyclic voltammograms collected during (a) pyrrole electropolymerization
with cortisol, (b) pyrrole electropolymerization without cortisol,
(c) overoxidation of PPy–HCF to create MIP, and (d) overoxidation
of PPy–HCF to create NIP.After MIP electropolymerization, it is necessary
to extract the
embedded cortisol template and free up imprinted binding sites. This
was achieved by overoxidation of PPy[47] which
changes the charge density of the polymer and weakens hydrogen bonding
between PPy and cortisol. The overoxidation method was adopted over
elution using organic solvents so that the excess swelling or phase
separation of PPy film can be avoided, which may distort the imprinted
sites and negatively affect performance.[48] The overoxidation for elution was performed in PBS containing 5
mM HCF. The voltammogram for both the MIP and NIP (Figure c,d) is observed to be shrinking
with successive cycles. In addition to template elution, overoxidation
makes PPy dope with negatively charged hydroxyl and carbonyl groups,[15,47] which is observed as diminishing peaks of the HCF redox probe in Figure c. Concomitantly,
the charge density on the PPy chain is altered and results in a partial
dedoping of HCF counter-anions from the PPy matrix as a new charge
equilibrium is reached. As can be observed in Figure c,d, overoxidizing the MIP and NIP initiate
an irreversible oxidation of the PPy–HCF matrix, with PPy getting
doped with oxygen-containing groups and some HCF molecules ejected
out as well.The changes in the PPy film pre- and post-overoxidation
were characterized
by studying the EIS spectra extracted in the presence of the 5 mM
HCF redox couple at 0.25 V and are presented in Figure a. Unlike Randle’s circuit used to
characterize the EIS spectra as in the case of the (modified) GCE
electrodes in Section , a modified equivalent circuit diagram was fitted instead,
which better describes the PPy behavior.[49] Here, the film resistance (Rf) and capacitance
(Cf) are connected in parallel, with their
combination connected serially with a constant phase element, which
is assigned as a non-ideal double-layer capacitance. The overoxidation
of PPy led to marked increases in both Rf (from 259 to 4485 Ω) and Cf (from 0.72 to 160 μF),
which are shown in Figure b. The errors are too small to be found on the graph (n = 3).
Figure 4
(a) EIS spectra of PPy (black) and overoxidized PPy (oPPy,
blue).
(b) Values of Rf (black, axis to the right)
and Cf (red, axis to the left) extracted
from the IES.
(a) EIS spectra of PPy (black) and overoxidized PPy (oPPy,
blue).
(b) Values of Rf (black, axis to the right)
and Cf (red, axis to the left) extracted
from the IES.
SEM and EDS
SEM was conducted to
observe the surface morphology after each step of modification during
MIP fabrication. Figure S2a shows the drop-casted
GO on the GCE. It can be observed that GO is deposited as thin layers
with many folds, creases, and wrinkling on the surface along with
some continuous areas. After the reduction of GO to rGO, the sp2 characteristics of graphite starts to return, resulting in
a higher planar structure. This planarity can be observed as a more
rigid wrinkled morphology than in the case of GO in Figure S2b. The creases and folds have shrunk and become sharper
in appearance. Figure S2c,d shows a SEM
image of PPy. After electropolymerization, the surface is covered
with micro-porous cauliflower-like structures, indicative of a networked
structure of the PPy matrix.[15] The overoxidation
of PPy leads to the dedoping of the PPy membrane, which elutes out
the template as well as other ionic species. As a result, the cauliflower-like
structures decrease in size, as seen in Figure S2e,f. Energy-dispersive X-ray spectroscopy (EDS) analysis
was performed for the prepared MIP. The data are presented in Figure S3. Distinct peaks in the spectrum associated
with iron confirms the presence of HCF in the prepared MIP.
Analytical Performance
The analytical
performance of the sensor was evaluated by recording CV to different
cortisol concentrations (Figure a) and characterizing the change in CV. Taking the
anodic peak current around 0.2 V as a sensor response, we observe
that increasing cortisol concentration for incubation decreases its
magnitude. A broad range of cortisol concentrations was assessed,
and it was found that the sensor response exhibited a linear relationship
between the change in current from the baseline and the logarithmic
change in cortisol concentration in the range of 5 pg/mL to 5000 ng/mL.
Comparing the CV response of the MIP with the NIP in Figure b, the NIP shows a negligible
change in current. This nonperformance of the NIP in capturing cortisol
can be attributed to the absence of specific cortisol-binding sites.
The imprinting process generates intrinsic sites suitable for and
selective toward the target. Increasing the analyte concentration
allows more target molecules to occupy those sites, thus increasing
the impedance of the polymer for charge transfer, which manifests
as a decrease in peak current in the voltammogram. Although PPy can
still interact with cortisol via hydrogen bonding and contribute to
the impedance, the lack of binding sites limits the adsorption of
cortisol. In addition, voltammograms of NIP exhibited a slightly higher
current than the MIP and the absence of a more pronounced anodic peak.
A possible explanation for this is the formation of a denser PPy film
during NIP electropolymerization.
Figure 5
CV response collected in PBS with different
cortisol concentration
incubated (scan rate = 10 mV/s): (a) PPy–HCF/CD–rGO/GCE
MIP and (b) PPy–HCF/CD–rGO/GCE NIP. (c) Calibration
plot for relative current change versus cortisol concentration for
MIP and NIP (n = 3). (d) Selectivity study using
an MIP sensor response for 100 ng/mL interferents compared against
5 ng/mL cortisol. (n = 3).
CV response collected in PBS with different
cortisol concentration
incubated (scan rate = 10 mV/s): (a) PPy–HCF/CD–rGO/GCE
MIP and (b) PPy–HCF/CD–rGO/GCE NIP. (c) Calibration
plot for relative current change versus cortisol concentration for
MIP and NIP (n = 3). (d) Selectivity study using
an MIP sensor response for 100 ng/mL interferents compared against
5 ng/mL cortisol. (n = 3).Plotting the values of peak current obtained relative
to the baseline
(without any cortisol) against the cortisol concentration yields a
calibration curve: Δi(μA) = 0.6227 ×
log10(c, ng/mL) + 1.8829 in the range
of 5 pg/mL to 5000 ng/mL in PBS with excellent linearity (R2 = 0.995) and sensitivity (8.809 μA log–1(ng/mL) cm–2). The prepared MIP
offered a broad range of cortisol concentrations with an LOD (3σ)
of 19.3 pM for n = 3. The LOD is sufficiently low
to noninvasively detect cortisol in various biological fluids such
as sweat and saliva. In contrast, the slope of the NIP is nearly flat
and may be attributed to the nonspecific interactions of cortisol
with NIP (Figure c).Comparison with other recent reports of cortisol sensors listed
in Tables S1 and S2 suggests that the PPy–HCF/CD–rGO/GCE electrochemical
MIP sensor prepared in this work offer broad logarithmic detection
range and low LOD, which is sufficient for cortisol determination
in biological samples such as saliva and urine as well as diagnosing
Cushing’s disease. Unlike some MIPs which require external
redox labels for detection, we have integrated HCF within the PPy
matrix itself for external label-free cortisol detection, making it
suitable for PoC application. The sensor discussed in this work is
easy to fabricate as all the fabrication steps can be performed using
electrochemical methods. Electrochemical sensing methods allow for
PoC detection by miniaturizing the necessary instrumentation. In addition,
the sensor is affordable to fabricate (cost analysis in Table S4) as the sensor does not employ expensive
materials such as aptamers, antibodies, gold, and metalloporphyrin.
The sensor is limited by the adsorption kinetics of MIP as evident
by logarithmic sensitivity compared to linear sensitivity offered
by some sensors reported in Tables S1 and S2. While the prepared sensor exhibits better sensitivity compared
to other PPy based MIP,[17] it falls short
compared to some reported cortisol immunosensor [72 μA log–1(g/mL)].[27] One of the future
endeavors is to leverage computational tools which can help in characterization
and optimization of materials and methods to enhance sensitivity and
performance of the sensor.[9]The response
of the MIP can be fitted to an adsorption isotherm
to understand the affinity of MIP toward the target.[50] Several common adsorption isotherm models including Langmuir,
Freundlich, and Sips models[51,52] were considered. It
was found that the Sips model (hybrid Langmuir–Freundlich model)
offered the best fitwhere B is related to the
amount of the bound analyte, which in turn is related to the change
in the peak current of signal after measurement. Nt is the representative binding site density. m is the heterogeneity index ranging from 0 to 1 (1 means
completely homogeneous). a is related to affinity
constant by K0 = a1/. Fitting the curve to the Sips model yields m = 0.24, which indicates that the binding sites were highly
heterogeneous in nature, which is a characteristic of a noncovalently
formed MIP,[53] whereas the binding affinity
was computed to be 1.6 × 107 M–1, which is excellent for a noncovalent MIP when compared to binding
affinities reported for other MIPs (Table S3).
Selectivity and Recovery
The relative
change in signal obtained in the presence of 5 ng/mL cortisol were
compared with response obtained for interfering species. The relative
changes in the peak current of electrochemical signal are presented
in Figure d. However,
urea does not appreciably affect the signal response; comparatively,
glucose and lactate produce slightly larger interference. Cortisol
contains a lactate moiety that can allow lactate molecule to diffuse
in the cavities. Glucose can react with other species during charge
transfer, affecting the signals. Comparing with structural analogues,
testosterone and progesterone hormones show greater changes in the
MIP response. The hormones are structurally similar to cortisol since
they are all derived from cholesterol, which can allow them to occupy
the binding sites easily compared with other interferents. Cholesterol
exhibited smaller response compared to the hormones which can be attributed
to the large aliphatic branch on cholesterol hindering its interaction
with the MIP. A normalized current change of 0.32 (on the X-axis of Figure d) correlates to the lower limit of reference salivary cortisol
(3.5 nM), while the interferents exhibited significantly lesser normalized
current change, which implies that the nonspecific response of the
interferents do not meaningfully affect the sensor performance in
the reference salivary cortisol concentration range.Clinical
applicability was investigated by spiking cortisol into artificial
saliva at concentrations representative of healthy and unhealthy levels.
The artificial samples were diluted 10× with PBS prior to the
measurement. The measurements shown in Table exhibit satisfactory recovery (96–109%)
in the range of 1–500 ng/mL, which covers a broad range of
salivary cortisol levels in healthy and unhealthy individuals. The
future work will involve investigating the fabrication of miniature
two-dimensional sensors based on materials and methods discussed in
this study and employing them as a PoC device to determine cortisol
levels in real clinical samples.
Table 1
Measurement of Cortisol in Artificial
Saliva Samples (n = 3)
initial concentration (ng/mL)
concentration
after dilution (ng/mL)
concentration measured (ng/mL)
recovery (%)
1
0.1
0.109 ± 0.019
109.31
2
0.2
0.193 ± 0.054
96.58
5
0.5
0.502 ± 0.071
100.41
10
1
1.04 ± 0.07
104.60
20
2
2.05 ± 0.12
102.67
50
5
5.25 ± 0.33
105.13
100
10
9.73 ± 0.58
97.28
200
20
19.9 ± 2.05
99.60
500
50
52.2 ± 0.58
104.47
Conclusions
A β-CD/rGO decorated
with the HCF redox probe-doped PPy was
successfully fabricated as a molecularly imprinted biosensor for cortisol.
CD was electrochemically deposited on GO with concurrent reduction
to rGO to prepare an inexpensive conductive electrode material. PPy
MIP was electropolymerized on the CD–rGO/GCE surface using
CV. The internalization of HCF redox probes enabled the detection
of the changes in film impedance as a better readable redox signal
strength. The prepared PPy–CD–rGO/GCE MIP exhibited
a linear response with respect to logarithmic cortisol concentration
in a broad range from 5 pg/mL to 5000 ng/mL with a low detection limit
of 19.3 pM, which is satisfactory for determining cortisol in biological
fluids. The biosensor also demonstrated specificity toward cortisol,
not to various interferents. The methods and materials discussed in
this study can be applied to the fabrication of similar biosensors
for other stress biomarkers such as serotonin. Furthermore, the methods
can be used to prepare a miniature sensing device based on field effect
transistors..