Teresa Żołek1, Dorota Maciejewska1, Edyta Gilant2, Elzbieta Gniazdowska2, Andrzej Kutner3, Krzysztof R Noworyta4, Wlodzimierz Kutner4,5. 1. Department of Organic Chemistry, Faculty of Pharmacy, Medical University of Warsaw, Banacha 1, 02-097 Warsaw, Poland. 2. Łukasiewicz Research Network-Industrial Chemistry Institute, Rydygiera 8, 01-793 Warsaw, Poland. 3. Department of Bioanalysis and Drug Analysis, Faculty of Pharmacy, Medical University of Warsaw, Banacha 1, 02-097 Warsaw, Poland. 4. Institute of Physical Chemistry, Polish Academy of Sciences, Kasprzaka 44/52, 01-224 Warsaw, Poland. 5. Faculty of Mathematics and Natural Sciences. School of Sciences, Cardinal Stefan Wyszynski University in Warsaw, Wóycickiego 1/3, 01-815 Warsaw, Poland.
Abstract
We devised, fabricated, and tested differential pulse voltammetry (DPV) and impedance spectroscopy (EIS) chemosensors for duloxetine (DUL) antidepressant determination in human plasma. Polyacrylic nanoparticles were synthesized by precipitation polymerization and were molecularly imprinted with DUL (DUL-nanoMIPs). Then, together with the single-walled carbon nanotube (SWCNT) scaffolds, they were uniformly embedded in polytyramine films, i.e., nanoMIPs-SWCNT@(polytyramine film) surface constructs, deposited on gold electrodes by potentiodynamic electropolymerization. These constructs constituted recognition units of the chemosensors. The molecular dynamics (MD) designing of DUL-nanoMIPs helped select the most appropriate functional and cross-linking monomers and determine the selectivity of the chemosensor. Three different DUL-nanoMIPs and non-imprinted polymer (nanoNIPs) were prepared with these monomers. DUL-nanoMIPs, synthesized from respective methacrylic acid and ethylene glycol dimethyl acrylate as the functional and cross-linking monomers, revealed the highest affinity to the DUL analyte. The linear dynamic concentration range, extending from 10 pM to 676 nM DUL, and the limit of detection (LOD), equaling 1.6 pM, in the plasma were determined by the DPV chemosensor, outperforming the EIS chemosensor. HPLC-UV measurements confirmed the results of DUL electrochemical chemosensing.
We devised, fabricated, and tested differential pulse voltammetry (DPV) and impedance spectroscopy (EIS) chemosensors for duloxetine (DUL) antidepressant determination in human plasma. Polyacrylic nanoparticles were synthesized by precipitation polymerization and were molecularly imprinted with DUL (DUL-nanoMIPs). Then, together with the single-walled carbon nanotube (SWCNT) scaffolds, they were uniformly embedded in polytyramine films, i.e., nanoMIPs-SWCNT@(polytyramine film) surface constructs, deposited on gold electrodes by potentiodynamic electropolymerization. These constructs constituted recognition units of the chemosensors. The molecular dynamics (MD) designing of DUL-nanoMIPs helped select the most appropriate functional and cross-linking monomers and determine the selectivity of the chemosensor. Three different DUL-nanoMIPs and non-imprinted polymer (nanoNIPs) were prepared with these monomers. DUL-nanoMIPs, synthesized from respective methacrylic acid and ethylene glycol dimethyl acrylate as the functional and cross-linking monomers, revealed the highest affinity to the DUL analyte. The linear dynamic concentration range, extending from 10 pM to 676 nM DUL, and the limit of detection (LOD), equaling 1.6 pM, in the plasma were determined by the DPV chemosensor, outperforming the EIS chemosensor. HPLC-UV measurements confirmed the results of DUL electrochemical chemosensing.
Major depressive
disorder (MDD)
has always been a long-standing global problem.[1,2] It
increases the risk of suicidal ideation and attempted suicide.[3] Decreased concentrations in the central nervous
system of neurotransmitters, such as serotonin (5-HT) and norepinephrine
(NE), cause MDD. Selective serotonin reuptake inhibitors (SSRIs) have
been well exploited, but because of their low selectivity and considerable
side effects, new-generation antidepressants have been developed.[4]Duloxetine (DUL) (Figure ) is a selective serotonin–norepinephrine
reuptake
inhibitor (SNRI), effective in major depressive disorder,[1,3,5] anxiety disorder,[6] and fibromyalgia.[7] DUL absorption
begins 2 h after oral administration, and it reaches the maximum plasma
concentration within ∼6 h.[6] Several
combinations of antidepressants have been tried to treat depressive
illness, such as DUL-mirtazapine,[8] DUL-amitriptyline,[9] and antidepressants alone, such as venlafaxine.[10] Patient-level post-hoc studies revealed no differences
between DUL and other SSRIs in the sum score of the Hamilton Depression
Rating Scale (HDRS-17-sum) in clinical trials.[11]
Figure 1
Structural formulas of duloxetine (DUL) analyte, methacrylic acid
(MAA), acrylamide (AA), and N-2-hydroxypropyl methacrylamide
(HPMA) functional monomers as well as ethylene glycol dimethyl acrylate
(EGDMA), N,N’-methylenebis(acrylamide) (BIS)
cross-linking monomers, and 2,2′-azobis(2-methylpropionitrile)
(AIBN) initiator.
Structural formulas of duloxetine (DUL) analyte, methacrylic acid
(MAA), acrylamide (AA), and N-2-hydroxypropyl methacrylamide
(HPMA) functional monomers as well as ethylene glycol dimethyl acrylate
(EGDMA), N,N’-methylenebis(acrylamide) (BIS)
cross-linking monomers, and 2,2′-azobis(2-methylpropionitrile)
(AIBN) initiator.Analytical methods using
HPLC[12−16] and spectrofluorimetry[17,18] are sensitive
in determining DUL. However, the major drawbacks of typical analytical
methods are their lengthy analysis time, low user friendliness, and
expensive instrumentation needed. As an alternative, electroanalytical
techniques are commonly employed to quantify drugs, environmental
monitoring of industrial products, and medicinal chemicals, to name
a few. The electrochemical characteristics of the target analyte often
guide the measurement techniques selection. According to the analytical
signal output nature, the measurement is the potential (V) in potentiometry, the current (A) in voltammetry
and amperometry, the resistance (Ω) in impedimetry, the capacity
(F) in capacitive impedimetry, and the conductivity
(S) in conductometry. The current generated in amperometry
or voltammetry can be used to quantify electroactive substances; however,
nonelectroactive targets may alter the overall results. This alteration
could indirectly be regulated and monitored using cyclic voltammetry
(CV), differential pulse voltammetry (DPV), or electrochemical impedance
spectroscopy (EIS) with an external redox probe.Voltammetry
is the most used electroanalytical technique due to
its high sensitivity, low detection limit, easy operation, and simple
instrumentation. Table S1 in the Supporting
Information compares the analytical techniques and their parameters
for DUL determination.Molecularly imprinted polymer (MIP) operation
is based on the “lock-and-key”
principle of analyte recognition exploiting cavities left behind in
the templated MIP upon template removal.[19,20] Molecular imprinting is beneficial because it is an easy to develop,
simple, highly selective, sensitive, and reconstructable procedure
in which the cavities feature unique shapes, sizes, and recognizing
functionalities of predefined orientations. Hence, they selectively
recognize the analyte molecules via interactions with the analytes'
binding sites.[20,21] MIPs have widely been applied
for separation[22] and catalysis,[23] as chemosensors’ recognizing units,[21] etc.Traditionally, imprinted polymers
are synthesized by bulk polymerization
requiring a template, different monomers, and a suitable initiator.
Minimal or no porogen solvent is used to form a highly cross-linked
monolith rigid polymer. This polymerization is followed by polymer
block grinding and sieving, which is time consuming and causes the
loss of a substantial amount of the MIP material. This rigid and condensed
monolith structure hinders complete removal of the template, and some
trapped “dead” sites in the imprinted polymer are left.
Moreover, the bulk MIP grinding yields nonuniform particles where
the recognizing sites are heterogeneously distributed.Ye et
al.[24] first applied precipitation
polymerization to MIPs’ preparation by synthesizing MIP beads
in a submicrometer size range to overcome the above limitations. This
polymerization is a heterogeneous polymerization that commences as
a homogeneous reaction in a continuous phase, where the monomer and
initiator are soluble in the solvent used. However, after initiation,
the produced polymer progressively becomes insoluble and, hence, precipitates.
This polymerization is relatively facile, resulting in evenly dispersed
polymer micro- and nanobeads, without using any additive. The particle
size can be tuned by adjusting the concentration of the monomers and
initiators.[24−26] Moreover, the use of different polarity aprotic porogens
can significantly alter the size of the MIP particles.[26]Advantageous electrochemical activity,
biocompatibility, rich surface
chemistry, and strong resistance to biofouling made carbon nanomaterials
helpful in building electrochemical chemosensors for biocompounds.[27] Combining these nanomaterials, including carbon
nanotubes, graphene, carbon dots, and nanodiamonds, with other materials
to yield composites results in chemosensors revealing mechanical stability,
high conductivity, and efficient signal transduction,[28−30] thus improving their sensitivity and detectability.[31] In particular, carbon nanotubes, a cylindrical seamless
carbon material with a well-ordered arrangement of sp2-hybridized
carbon atoms linked via π bonds, have extensively been exploited
in biosensors as an attractive scaffold material.[27,28]Herein, we devised a new MIP nanohybrid. To this end, first,
we
prepared DUL-imprinted MIP nanoparticles (nanoMIPs). Next, we sedimented
those nanoMIPs together with single-walled carbon nanotubes (SWCNTs)
on the electrode. Then, we potentiodynamically polymerized tyramine
and simultaneously deposited a layer of the thus obtained polytyramine
on this electrode. Due to the SWCNTs and polytyramine presence, the
recognition unit of the MIP chemosensor thus fabricated resembled
a network. NanoMIPs reveal a high ability to bind DUL. SWCNTs served
as “electrical bridges” assisting in electron transfer
between nanoMIPs and the electrode, and polytyramine bound these NPs.
The nanoMIPs chemosensor selectivity to DUL appeared higher than to
common interferences. Moreover, its sensitivity, durability, and determination
repeatability were high. The chemosensor has been successfully used
for DUL determination in human plasma. HPLC-UV determinations confirmed
the practical usefulness of the chemosensor.
Experimental Section
Materials
DUL was synthesized in
the Chemistry Department of the Łukasiewicz Research Network-Pharmaceutical
Research Institute (presently Łukasiewicz Research Network-Institute
of Industrial Chemistry), Warsaw, Poland. 2,2′-Azobis(2-methylpropionitrile)
(AIBN), ethylene glycol dimethyl acrylate (EDGMA), methacrylic acid
(MAA), acrylamide (AA), 2-hydroxypropyl methacrylamide (HPMA), N,N’-methylenebis(acrylamide) (BIS), tyramine, and
solvents were from Sigma-Aldrich. SWCNTs (outer diameter < 2 nm,
length 1–5 μm) were from SES Research (Houston, TX, USA).
Solutions were prepared using deionized Milli-Q water (18.2 MΩ
cm) from Merck Millipore.
Instrumentation
Section S1 (Supporting Information) describes
the instruments
applied.
Techniques and Procedures
DUL-Imprinted nanoMIPs Synthesis via Precipitation
Polymerization
For the nanoMIPs preparation, a mixture of
DUL (0.1 mmol), MAA (0.5 mmol), EGDMA (2 mmol), and AIBN (0.02 mmol)
was prepared (Figure ). A 5-fold molar excess of the MAA functional monomer to the DUL
template was used to increase the number of imprinted cavities in
the resulting nanoMIPs. All of the components were dissolved in a
15 mL sample of anhydrous chloroform in a glass vial fitted with an
airtight septum. Afterward, the resulting solution was deaerated by
purging nitrogen for 15 min on ice. Polymerization was performed overnight
at 65 °C in an oil bath. After polymerization, nanoMIPs were
collected by centrifugation.Non-imprinted polymer NPs, nanoNIPs,
were synthesized similarly but without the DUL template.
DUL Template Extracting from nanoMIPs
The DUL template
was removed from the nanoMIPs by batch extraction
using an (acetic acid)–methanol (1:9, v/v) mixture and then an (acetic acid)–ethanol mixture
(1:9, v/v). Next, the nanoMIPs were
twice washed with ethanol, followed by one round of methanol until
no HPLC template peak was detected in the extracting solution.[32] Subsequently, nanoMIPs were vacuum-dried overnight.
NanoMIPs and nanoNIPs Immobilization on
Electrodes for DUL Determination
NanoMIPs or nanoNIPs, with
SWCNTs, were immobilized on the gold disk electrode by potentiodynamic
electropolymerization of tyramine. They were integrated with the resulting
thin polytyramine film via matrix entrapment.[33,34]Toward that, SWCNTs (10 mg) were first dispersed in 10 mM
tyramine in 25 mM H2SO4 for ∼150 min
using an ultrasonic homogenizer. Following the so-called “one-pot”
synthesis, the nanoMIPs (0.5 mg) were added to this dispersion (0.5
mL), and then it was ultrasonicated for 5 min. Next, this dispersion
was sedimented for ∼75 min, followed by tyramine electropolymerization,
where the potential was cycled five times between 0 and 1.50 V vs
a Ag quasi-reference electrode at 50 mV s–1. Afterward,
the electrode was rinsed with deionized water to remove any residual
tyramine monomer, free SWCNTs, and nanoMIPs from the deposited composite
film. Before further examination, the film was air dried.
Human Plasma Sample Preparation for Determining
DUL
A 1.0 mg/mL DUL stock solution was prepared by dissolving
a weighed DUL portion in methanol. Working solutions were then prepared
by this solution appropriately diluting with 50% methanol. Human plasma
samples (with citrate as the anticoagulant) were spiked with the appropriate
DUL working solution at a volume ratio of 20:1. Thus, the DUL concentration
in plasma samples ranged from 33.6 to 840.6 nM (Table ). Each sample was split into two parts for
DUL determination with an electrochemical chemosensor featuring the
nanoMIPs-SWCNTs@polytyramine film signal transduction unit and HPLC-UV.
Table 1
Comparison of Methods of DUL Determination
in Human Plasma and a Test Solution Using HPLC-UV and the MIP-DUL
Chemosensor
sample no.
HPLC-UV-determined DUL
concentration in the test solution (nM)
HPLC-UV-determined DUL concentration in human plasma (nM)a
recovery (%)
known DUL concentration
in the test solution (nM)
MIP-chemosensor-determined DUL concentration in the test solution (nM)
recovery (%)
1
33.6
33.2
98.8
3.3
4.0 (±1.25)
121.2 (±39.0)
2
100.8
100.5
99.7
10.0
10.6 (±2.47)
106.0 (±24.7)
3
336.2
332.2
98.8
33.6
30.2 (±8.75)
89.8 (±26.0)
4
571.6
577.0
100.9
57.1
59.5 (±12.8)
104.2 (±22.5)
5
840.6
802.6
95.4
84.0
89.4 (±11.0)
106.4 (±13.1)
Arithmetic average (n = 6).
Arithmetic average (n = 6).
DUL
Determination in Human Plasma Using
a nanoMIPs-SWCNT@polytyramine Film-Coated Electrode
The DUL-spiked
human plasma samples of known DUL concentrations were thawed in air
and then 10 times diluted with PBS (pH = 7.2). These samples were
made to 10 mM in the K3[Fe(CN)6] and K4[Fe(CN)6] redox probes. A 1 mL sample of the DUL-spiked
human plasma solution with this probe was consecutively placed in
the electrochemical minivessel. Then, the nanoMIPs-SWCNT@polytyramine
film-coated electrode was immersed in these solutions, and the normalized
DPV peak current, IDPV, values were measured
for DUL of known concentrations. The resulting changes in the IDPV detection signal served for constructing
the calibration plot for DUL.
DUL
Determination in Human Plasma Using
HPLC-UV
DUL was also determined in human plasma using HPLC-UV
to confirm the DUL chemosensing, complying with the OECD Principles
of Good Laboratory Practice (GLP). First, the samples were extracted
with tert-butyl methyl ether. Then, sample components
were determined using HPLC-UV on a Symmetry C18 150 × 3.0 mm,
3.5 μm column (Waters, USA) at 25 (±2) °C. A 10 mM
ammonium formate and acetonitrile (62.5:37.5, v/v) mixture served as the mobile phase. For DUL determination,
230 nm UV light was applied. Fluoxetine hydrochloride served as the
internal standard. The complete analysis run time was 12 min.
Other Procedures
Details of the
computer simulations of polymer nanoparticle immobilization on Au-layered
glass slides for SEM imaging are described in Sections S2 and S3 in the Supporting Information.
Results and Discussion
The present research
aimed at devising nanoMIPs for electrochemical
sensing of DUL in human plasma. First, the most appropriate functional
and cross-linking monomers were selected by computer modeling. These
monomers were used at different ratios to find nanoMIPs with the highest
affinity to the target DUL analyte. After exhaustive characterization,
the most promising nanoMIPs were immobilized on gold electrodes. The
affinity, cross-reactivity, repeatability, and reproducibility in
buffered solution samples were first investigated, followed by DUL
determination in human plasma samples to validate the developed chemosensing
system.
Functional and Cross-Linking Monomers Impact
on the Prepolymerization Complex Stability
The structures
of eight prepolymerization complexes of components with various molar
ratios were simulated computationally. Selection of the complex composition
was inspired by results for the nanoMIPs chemosensor based on MAA
and EGDMA[35] and (or) on structural similarity
of components’ fragments. Consequently, MAA and three other
functional monomers, vis., 4-VP, AA, and HPMA, and two cross-linking
monomers, vis., EGDMA and BIS, were considered. The most stable prepolymerization
complex, S1c, is formed at a MAA-to-EGDMA molar ratio
of 5:20, as shown in Figure S1. The resulting
values of the Gibbs free energy change, ΔGC, are presented in Section S4 and Table S2 in the Supporting Information for all
systems tested.
nanoMIPs Synthesis via
Precipitation Polymerization
and Their Characterization
Once the functional monomer, cross-linking
monomer, and their optimum ratios for stable prepolymerization complex
formation were selected through computational modeling, nanoMIPs and
the corresponding nanoNIPs were synthesized and characterized.
nanoMIPs and nanoNIPs Size and Zeta Potential
Measurements
Dynamic light scattering (DLS) determined the
hydrodynamic size and zeta potential of the nanoMIPs and nanoNIPs.
For DLS measurements, 1 mg/mL nanoMIPs and nanoNIPs samples were ultrasonicated
in deionized water. The average sizes of the nanoMIPs and nanoNIPs
were determined to be 157 (±14) and 529 (±18) nm, respectively.
The
zeta potentials for the nanoMIPs and nanoNIPs were −9.6 and
−46.3 mV, respectively. It revealed the net surface charge
and, hence, long-term stability of the nanoparticles. Since the nanoMIPs
negative zeta potential is small, these nanoMIPs rapidly agglomerate
(Figure b). In contrast,
nanoNIPs are stable with respect to aggregation because of the much
larger negative zeta potential and, hence, stronger electrostatic
repulsions between nanoMIPs.
Figure 2
SEM images at different magnifications of (a
and b) nanoMIPs embedded
in the SWCNTs–polytyramine film and (c) SWCNTs-polytyramine
film without nanoMIP. Films were deposited on Au-layered glass slide
electrodes.
SEM images at different magnifications of (a
and b) nanoMIPs embedded
in the SWCNTs–polytyramine film and (c) SWCNTs-polytyramine
film without nanoMIP. Films were deposited on Au-layered glass slide
electrodes.During nanoMIP formation, one
DUL molecule interacts with five
MAA molecules. Then, after DUL extraction, unbound MAA is washed off.
Because this process is stoichiometrically controlled, a smaller number
of MAA molecules could be incorporated into the polymer for nanoMIPs
compared to polymerization, leading to nanoNIPs. DUL is absent during
the nanoNIPs synthesis. Thus, possibly, several molecules of MAA,
its dimer, and EGDMA mutually interact, leading to a higher MAA content
in the nanoNIPs. As the MAA can only be charged in the polymer formed,
a less negative surface charge on nanoMIPs is generated. However,
during the nanoNIPs synthesis, several molecules of MAA, its dimer,
and EGDMA may interact with each other. Due to this higher MAA concentration
in nanoNIPs, the overall surface charge on nanoNIPs is more negative
than on that on nanoMIPs.
SEM Imaging of nanoMIPs
and nanoNIPs
After nanoMIPs-SWCNTs@polytyramine film deposition,
the morphological
and structural film changes were monitored by SEM imaging. That confirmed
formation of a web-like structure where nanoMIPs were encapsulated
in the SWCNTs-polytyramine film (Figure a and 2b), unlike
the SWCNT-polytyramine film (Figure c).
Electrochemical Characterization
of Electrode-Immobilized
nanoMIPs
NanoMIPs should be placed as close as possible to
the electrode surface so that after binding the DUL analyte, the transducer,
here, the electrode, generates a well-pronounced analytical signal.
This can be achieved with a cross-linking monomer that joins the molecules
in prepolymerization complexes and binds the polymer nanoparticles
to the transducer surface during electropolymerization. For that,
we used tyramine which, upon electropolymerization, forms a thin polymer
film. This film is widely applied for tissue repair and drug release.[36]NanoMIPs and SWCNTs were immobilized in
a polytyramine film using five potentiodynamic cycles (Figure ). In the resulting multicyclic
potentiodynamic curve (Figure b), two anodic peaks at ∼0.99 and ∼1.34 V and
one cathodic peak at ∼0.61 V vs the Ag quasi-reference electrode
are present. Anodic currents decreased in consecutive cycles, indicating
that electrode coating with a nonconducting polymer film was thicker
after each cycle. This behavior resembles the SWCNTs@polytyramine
film potentiodynamic deposition in the nanoMIPs absence (Figure a), confirming polytyramine
film deposition. The SWCNTs’ presence in the nanoMIPs@polytyramine
film increased the currents, demonstrating that SWCNTs play a vital
role in electron transfer. The slope of the calibration plot for DUL
at the nanoMIP-SWCNT@polytyramine film-coated electrode was ∼4
times higher than that at the nanoMIPs@polytyramine film-coated electrode
(Figure S2, Supporting Information).
Figure 3
Multicyclic
potentiodynamic curve for a mixture of 10 mM tyramine
in 25 mM H2SO4 and SWCNTs on a 2 mm diameter
Au-disk electrode at a 50 mV s–1 potential scan
rate in the (a) absence and (b) presence of nanoMIPs sedimented on
the electrode surface for 75 min. (c) CV and (d) DPV voltammograms
and (e) EIS curves at 0.15 V vs Ag quasi-reference electrode for 10
mM K3[Fe(CN)6] and 10 mM K4[Fe(CN)6] in 0.1 M PBS (pH = 7.2) recorded on the Au disk electrode
coated with a film of (1, 1’, and 1′′) nanoMIPs@polytyramine,
(2, 2’, and 2′′) SWCNTs@polytyramine, and (3, 3′, and 3′′) nanoMIPs-SWCNTs@polytyramine.
Multicyclic
potentiodynamic curve for a mixture of 10 mM tyramine
in 25 mM H2SO4 and SWCNTs on a 2 mm diameter
Au-disk electrode at a 50 mV s–1 potential scan
rate in the (a) absence and (b) presence of nanoMIPs sedimented on
the electrode surface for 75 min. (c) CV and (d) DPV voltammograms
and (e) EIS curves at 0.15 V vs Ag quasi-reference electrode for 10
mM K3[Fe(CN)6] and 10 mM K4[Fe(CN)6] in 0.1 M PBS (pH = 7.2) recorded on the Au disk electrode
coated with a film of (1, 1’, and 1′′) nanoMIPs@polytyramine,
(2, 2’, and 2′′) SWCNTs@polytyramine, and (3, 3′, and 3′′) nanoMIPs-SWCNTs@polytyramine.Expectedly, the CV (Figure c) and DPV (Figure d) peaks of the K4[Fe(CN)6]/K3[Fe(CN)6] probe in PBS (pH = 7.2)
at the nanoMIP-SWCNT@polytyramine
film-coated electrode were lower than those at of the SWCNTs@polytyramine
film-coated electrode. These peaks were exploited to confirm the successful
immobilization of nanoMIPs in the SWCNTs@polytyramine film (Figure c–3e), that
is, both CV and DPV peaks for the nanoMIPs-SWCNTs@polytyramine film-coated
electrode (curve 3 in Figure c and curve 3′ in Figure d, respectively)
were significantly smaller than those for the SWCNTs@polytyramine
film-coated electrode (curve 2 in Figure c and curve 2’ in Figure d, respectively).
Moreover, the semicircle diameter corresponding to the charge transfer
resistance, Rct, in the Nyquist plot for
the nanoMIPs-SWCNTs@polytyramine film-coated electrode was larger
than that for the SWCNTs@polytyramine film-coated electrode (curves 3′′ and 2′′, respectively, in Figure e), thus manifesting more extensive blocking of the former
electrode.
DPV Determination of
the DUL Using the nanoMIPs-SWCNTs@polytyramine
Film-Coated Electrode
NanoMIP-SWCNT@polytyramine film-coated
Au-disk electrodes were used for DUL determination. For that, the
DPV (Figure a and 4b) and EIS (Figure S3, Supporting Information) responses to the K4[Fe(CN)6]/K3[Fe(CN)6] probe were measured. The
normalized DPV peak (IDPV,0 – IDPV,s)/IDPV,0, where IDPV,0 and IDPV,s stand for the initial and actual DPV current peak, linearly depended
on the logarithm of the DUL concentration (Figure c). The linear dynamic concentration range
extended from 10 pM to 676 nM DUL, obeying the regression equation
(IDPV,0 – IDPV,s)/IDPV,0 = −0.39 (±0.021)/log
[nM] × log cDUL [nM] – 1.00
(±0.038) (Figure c, curve 1), where cDUL is the DUL concentration. The sensitivity and correlation coefficient
were −0.39 (±0.021)/log [nM], and 0.96, respectively.
At the signal-to-noise ratio, S/N = 3, the chemosensor’s LOD
was 1.6 pM DUL, being adequately low for the DUL determination in
body fluids.
Figure 4
DPV peaks recorded at 2 mm diameter Au disk electrodes
coated with
the SWCNT–polytyramine films containing (a) nanoMIPs and (b)
nanoNIPs in the presence of DUL of different concentrations indicated
in the curves in 10 mM K3[Fe(CN)6] and 10 mM
K4[Fe(CN)6] in 0.1 M PBS (pH = 7.2). (c) Calibration
plots of DPV-normalized peaks constructed using electrodes coated
with (curves 1–5) nanoMIPs-SWCNTs@polytyramine
and (curve 6) nanoNIPs-SWCNTs@polytyramine films.
Curves 1, 2, 3, 4, and 5 are respective calibration plots
for DUL, creatinine, urea, glucose, and cholesterol.
DPV peaks recorded at 2 mm diameter Au disk electrodes
coated with
the SWCNT–polytyramine films containing (a) nanoMIPs and (b)
nanoNIPs in the presence of DUL of different concentrations indicated
in the curves in 10 mM K3[Fe(CN)6] and 10 mM
K4[Fe(CN)6] in 0.1 M PBS (pH = 7.2). (c) Calibration
plots of DPV-normalized peaks constructed using electrodes coated
with (curves 1–5) nanoMIPs-SWCNTs@polytyramine
and (curve 6) nanoNIPs-SWCNTs@polytyramine films.
Curves 1, 2, 3, 4, and 5 are respective calibration plots
for DUL, creatinine, urea, glucose, and cholesterol.Moreover, the DPV signal for the nanoNIPs-SWCNTs@polytyramine
film-coated
electrode did not change much with increasing DUL concentration, thus
indirectly confirming successful imprinting. This signal is described
by the semilogarithmic regression equation (IDPV,0 – IDPV,s)/IDPV,0 = −0.03 (±0.003)/log [nM]
× log cDUL [nM] – 0.14 (±0.007)
(Figure c, curve 6) for the concentration range of 10 pM to 923 μM
DUL. The sensitivity and correlation coefficient were −0.03
(±0.003)/log [nM] and 0.89, respectively. The apparent imprinting
factor was estimated from the ratio of the slopes of the DUL calibration
plots for the nanoMIPs-SWCNTs@polytyramine and nanoNIPs-SWCNTs@polytyramine
film-coated electrodes. Advantageously, it was very high, equaling IF = 13.0.After the DPV curves were recorded, the
EIS spectra (Section S5, Supporting Information)
were recorded
for the same solutions to gain insight into the mechanistic aspects
of the chemosensor response. Moreover, analytical parameters, including
the fabricated chemosensor’s linear dynamic concentration range
and limit of detection, were compared to those already reported in
the literature (Table S1). Apparently,
the herein fabricated chemosensor outmatches all of those previously
reported.
Cross-Reactivity Study
Although the
chemosensor detectability of the target DUL analyte was adequate,
it was necessary to test the chemosensor for selectivity against common
interferences encountered in human plasma (Figure c).Cross-reactivity experiments were
performed with four common interferences, including urea, glucose,
creatinine, and cholesterol (Figure S4,
Supporting Information), at the same concentration order as DUL to
determine the selectivity coefficient (α) values (Figure c). Ratios of the slopes of
the DUL calibration plots to those of the interference were calculated.
Advantageously, the chemosensor was not responsive to cholesterol.
In summary, integrating the nanoMIPs-SWCNTs@polytyramine film with
the electrode formed a complete chemosensor that was appreciably selective
to common interferences.
nanoMIPs-SWCNTs@polytyramine
Stability and
Reusability
Two essential criteria required for any sensing
device, besides sensitivity and selectivity, are the stability and
reusability. Our chemosensor was stable for at least 2 months with
only a 4.0% signal decay (Figure S5, Supporting
Information) and could be reused at least five times without significant
DUL sensing ability loss. DUL was extracted with methanol for ∼30
min after each determination for chemosensor reuse.
Computer Calculations
Computational Modeling
of the nanoMIP Cavity
as Well as Simulating Analyte and Interferences Sorption in This Cavity
The model of the cavity in the polymer matrix was set up based
on the S1c complex (Section 2, Supporting Information). Figure a and 5b presents the respective
polymer cavity’s skeleton model and the molecular electrostatic
potential (MEP) distribution on the cavity surface. The negative potential
areas predominate at the back of the cavity in the proximity of the
oxygen atoms of the carbonyls and carboxyls, while the positive potential
areas are located close to the cavity edge. The positive potential
areas are encountered near the hydrogen atoms of the hydroxyls.
Figure 5
Computationally
modeled structure of the molecular cavity imprinted
in DUL-nanoMIP: (a) skeleton model; (b) surface distribution of the
molecular electrostatic potential (MEP) colored according to the interpolated
(blue) positive and (red) negative charge.
Computationally
modeled structure of the molecular cavity imprinted
in DUL-nanoMIP: (a) skeleton model; (b) surface distribution of the
molecular electrostatic potential (MEP) colored according to the interpolated
(blue) positive and (red) negative charge.The computed values of the Gibbs free energy change resulting from
nanoMIPs binding of the analyte or interferences (ΔGbind) are presented in Table S3 (Supporting Information). The nanoMIPs strongest interactions are
predicted for DUL, corresponding well to a high experimental imprinting
factor. The Gibbs binding free energy changes computed for the creatinine,
urea, glucose, and cholesterol interferences are much lower. Hence,
those should not interfere with the DUL determination. The experimental
selectivity coefficient (α) calculated from the DPV experiments
correlates with the calculated ΔGbind, confirming the computational selectivity predictions (Table S3, Supporting Information).
Modeling of nanoMIPs Cavity Interactions
with Molecules of the DUL Analyte and Molecules of Interferences
The recognition properties of the MIP cavities are defined by the
difference in the strength of their interactions with the analyte
and interferences. The main structural features responsible for the
nanoMIPs selectivity are described (Section S6, Supporting Information) based on the DUL analyte and the glucose,
urea, creatinine, and cholesterol interferences sorption. The interference
molecules can penetrate the cavity (Figure S6 and S7, Supporting Information), but having different structures,
shapes, and sizes, they cannot interact as strongly as DUL. Besides,
glucose, urea, creatinine, and cholesterol molecules are neutral
unlike the DUL molecule, which is positively charged on its amino
group.Moreover, creatinine
can exist in two tautomeric forms, vis., as the 2-imino-1-methyl-2-imidazolidine-4-one
imino tautomer and the 2-amino-1-methyl-2-imidazoline-4-one amino
tautomer (Figure S4 in Supplementary Information).[37] Therefore, both forms were tested herein. Both
tautomers are located in the cavity center, and water molecules help
keep them inside via interactions with −C=O or −NCH3
moieties (Figure S7c in Supplementary Information).
These interactions are not responsible for molecular recognition.
The ΔGbind values indicate that
the nanoMIP cavity binds the amino tautomer stronger than the imino
tautomer (ΔGbind = -55.54 kJ/mol).
The amine group of (2-amino-1-methyl-2-imidazoline-4-one) is oriented
to the cavity wall, but the imine group of (2-imino-1-methyl-2-imidazolidine-4-one)
is directed down outside the cavity (Figure S7a in Supplementary Information).In summary, the MAA and EGDMA
moieties’ oxygen atoms’
interactions with the amino moiety and the thiophene ring of the DUL
analyte can play a crucial role in the molecular recognition ability
of the DUL-nanoMIP matrix. The DUL-nanoMIP selectivity to DUL metabolites
is described in Section S7 and Figures S8 and S9 (Supporting Information).
DUL Determination in Human Plasma Using the
nanoMIPs-SWCNT@polytyramine Chemosensor
The practical usability
of a newly fabricated chemosensor should be evaluated using real samples
to estimate the effect of the matrix. Accordingly, the present chemosensor
performance was investigated for DUL-spiked human plasma samples (Table ). These samples,
anticoagulated with citrate, were than 10 times diluted with PBS (pH
= 7.2). Significantly, the chemosensor successfully determined DUL
in the plasma samples using DPV.
Conclusions
We developed a method for sensitive and selective duloxetine (DUL)
determination in human plasma. To this end, we devised, fabricated,
and tested a new nanoMIPs-based electrochemical chemosensor. DUL-imprinted
nanoMIPs were immobilized in a polytyramine film deposited by electropolymerization
on SWCNTs sedimented on a transducer (electrode) surface in this chemosensor.
The most appropriate functional and cross-linking monomers to obtain
nanoMIPs with a high affinity to the target DUL analyte were selected
by computational simulations. The recognizing properties and stability
of the nanoMIPs were high. The linear dynamic concentration range
extends from 10 pM to 676 nM DUL, outmatching all previously reported
ranges by several orders of magnitude. Both the DPV and the EIS chemosensors
engineered herein are suitable for determining DUL at LODs of 1.6
and 2.0 pM, respectively, which are well below the limit of 33 nM
adopted in clinical practice. Yet, the DPV chemosensor outperformed
the EIS chemosensor in all aspects of DUL chemosensing. The DPV peaks
for the DUL analyte in the presence of interferences, commonly encountered
in human plasma, were at least five times smaller than those for this
analyte in PBS (pH = 7.2). The chemosensor durability (at least 2
months), reusability (at least five times), and repeatability are
high. Hence, the chemosensor is beneficial for clinical analysis due
to the possibility of DUL sensing in human plasma.
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