K.
Niyas
ab,
Bartholomew
Richard
b,
Menon
Ankitha
b and
P. Abdul
Rasheed
*ab
aDepartment of Biological Sciences and Engineering, Indian Institute of Technology Palakkad, Palakkad, Kerala 678557, India. E-mail: abdulrasheed@iitpkd.ac.in
bDepartment of Chemistry, Indian Institute of Technology Palakkad, Palakkad, Kerala 678557, India
First published on 8th May 2024
Mycophenolate mofetil (MpM) is a medication used to prevent the rejection of transplanted organs, particularly in kidney, heart, and liver transplant surgeries. It is extremely important to be conscious that MpM can raise the risk of severe infections and some cancers if it exceeds the recommended dose while lower doses will result in organ rejections. So, it is essential to monitor the dosage of MpM in real time in the micromolar range. In this work, we have synthesized 3-aminopropyltriethoxysilane (APTES) functionalized nickel cobaltite (NiCo2O4) and this amino functionalization was chosen to enhance the stability and electrochemical activity of NiCo2O4. The enhanced activity of NiCo2O4 was used for developing an electrochemical sensor for the detection of MpM. APTES functionalized NiCo2O4 was coated on carbon cloth and used as the working electrode. Surface functionalization with APTES on NiCo2O4 was aimed at augmenting the adsorption/interaction of MpM due to its binding properties. The developed sensor showed a very low detection limit of 1.23 nM with linear ranges of 10–100 nM and 1–100 μM and its practical applicability was examined using artificial samples of blood serum and cerebrospinal fluid, validating its potential application in real-life scenarios.
Mycophenolate mofetil (MpM), known as the pro-drug of mycophenolic acid, is a well-tolerated immunosuppressant medication commonly recommended for the prevention of immune-mediated damage in transplanted organs such as the kidneys, liver, heart, and various other organs.5 In addition to its role in transplant medicine, MpM is also utilized in the treatment of conditions like scleroderma and interstitial lung disease. The drug exerts its immunosuppressive effects by inhibiting the action of the enzyme inosine monophosphate dehydrogenase (IMPDH), which controls the conversion of inosine monophosphate into guanosine monophosphate through catalytic oxidation.6 MpM is employed as a therapeutic agent that modulates the immune system's activity, benefiting the treatment of various autoimmune disorders and contributing to anticancer therapies. The dose of MpM exceeds the recommended doses, it causes severe infections and some cancers, while lower doses will result in organ rejections. Furthermore, it can cause potential risks in foetal development and miscarriage when it is used in pregnant women. These negative effects showed that therapeutic drug monitoring (TDM) of MpM is an essential requirement for follow-up post-transplantation and in other treatments. Maintaining a suitable balance between a prescribed therapeutic dose (approximately 18 μM) and the toxicity and possibility of side effects is the primary goal of TDM for immunosuppressive medication. Hence, the need for an effective detection method to quantify MpM in biological fluids has gained significant attention in these contexts.7
The majority of analytical techniques used in the past for the identification of MpM were based on chromatography and immunoassay techniques.8,9 Some disadvantages of immunoassay systems include their high cost, lengthy reaction times, and lack of stability. Furthermore, the cross-reactivity of the antibodies typically affects their sensitivity. Chromatography techniques yield highly sensitive and selective findings for the tests they perform, but they also require expensive equipment and trained personnel to analyze the data.8 To continuously determine the quantity of immunosuppressants in biological fluids, we require simple, quick-to-react analytical techniques that can serve as a platform for on-site point-of-care (POC) detection in complex biological samples like the cerebrospinal fluid, serum, urine, etc. Electrochemical sensing emerges as a promising approach to address this need, providing high sensitivity, rapid response, and compatibility with miniaturized devices suitable for point-of-care applications.10
Ashjari et al. introduced an electrochemical sensor modified with an ionic liquid and MgO/single-walled carbon nanotubes for MpM detection.7 In a separate study, Mahnashi et al. innovatively designed a disposable pencil graphite electrode for the detection of MpM and Tacrolimus (TAC).10 Similarly, Madrakian et al. developed a simultaneous sensor for MpM and its active metabolites utilizing multi-walled carbon nanotube-modified electrodes.5 Sumanth et al. conducted a cyclic voltammetric study, employing copper oxide-modified electrodes to determine MpM concentrations in biological fluids.11 In a very recent study, Vaishag et al. explored a new electrochemical sensing podium for MpM detection in serum samples using APTES-modified Nb2CTx on a carbon cloth yarn electrode.12 The use of carbon cloth electrodes is a better alternative to electrodes like glassy carbon electrodes, pencil graphite electrodes, screen printed electrodes, etc. due to their outstanding features, which include cost-effectiveness, flexibility, portability, and sensitivity.13 Customized carbon cloth-based electrode development and the subsequent fabrication of integrated sensors with appropriate electroactive materials can accomplish innovations for cost-effective wearable POC diagnostic devices.14
Transition metal oxides (TMOs) are gaining prominence as a viable option to enhance and tailor electrodes for the development of flexible sensors capable of detecting biomolecules with high sensitivity. Various TMOs derived from metals like nickel, cobalt, manganese, iron, and zinc have been utilized to modify electrodes, enabling the selective and sensitive detection of biomolecules.15 The morphology of these 2-dimensional (2D) TMOs plays a crucial role in the detection process due to their increased surface-to-volume ratio, adjustable electronic properties, and enhanced interaction with analytes. In electrochemical applications, mixed TMOs, especially nickel cobaltite (NiCo2O4), have garnered widespread attention and have been extensively explored for various electrochemical sensing applications.16,17 In NiCo2O4, one-third of the occupied cations are in the +2 oxidation state, while the remaining two-thirds are trivalent. The Ni species occupy the octahedral sites, while Co is accommodated on both octahedral and tetrahedral sites. Thus, these mixed oxidation states facilitate enhanced electron transfer in addition to easy synthesis, accessibility, and cost-effectiveness that enables their use in electrochemical applications.
The introduction of various functional moieties on the surface of TMOs offers good stability and improved performance as well as expanding the world of applications. (3-Aminopropyl) triethoxy silane (APTES) has become a prominent choice in the field of nanomaterial modification, owing to its capability to introduce amino groups onto various nanomaterial surfaces.18 The modification process entails the covalent attachment of APTES molecules to surface functional groups, resulting in nanomaterials that are amino-functionalized, exhibiting enhanced stability and interaction with target analytes and biomolecules.12,19
In this work, we have used APTES modified NiCo2O4 for the modification of an electrochemical sensing platform for the sensitive and selective detection of MpM with a promising limit of detection (LOD) at the nanomolar level (1.23 nM). The primary objective of this study was to exemplify the successful modification of a NiCo2O4 with APTES to enhance the electrochemical activity and its application in the electrochemical detection of MpM in biological fluids. APTES functionalised NiCo2O4 was coated on carbon cloth (CC) and it is used as the working electrode. The synthesis of APTES modified NiCo2O4 and its application in electrochemical sensing of MpM is given in Scheme 1. By combining the unique properties of CC and the stability of amino functionalized NiCo2O4, we aim for the clinical advancement of electrochemical sensing technology, enabling accurate and efficient monitoring of MpM levels in the current diagnostic scenario especially in TDM. The developed sensor showed a promising LOD of 1.23 nM along with good selectivity, stability, repeatability and reproducibility. In addition, the practical application of the sensor is also evaluated using artificial serum and CSF.
Scheme 1 Synthesis of APTES modified NiCo2O4 and its application in the electrochemical sensing of mycophenolate mofetil (MpM). |
The crystalline nature and phase properties were analysed by XRD analysis. The XRD spectrum of synthesized NiCo2O4 and surface functionalized NiCo2O4-APTES is given in Fig. 2(a), which indicates the fine crystalline nature of the prepared nanomaterials. The XRD pattern of NiCo2O4 matches well with previous reports of NiCo2O4.21,26 The high intense peak that appeared at 36.7° corresponds to the (311) diffraction plane for both spinel NiCo2O4 and NiCo2O4-APTES. Also, the fine diffraction peaks were observed at 2θ values of 19.1°, 31.1°, 44.6°, 59.1° and 65.0° in NiCo2O4 and NiCo2O4-APTES as well, which correspond to the (111), (220), (400), (511) and (440) diffraction planes of spinel NiCo2O4. This confirms the modification of APTES did not affect the structural features of NiCo2O4. Scherrer's equation (eqn (1) in the ESI†) was used to calculate the average crystallite size of both NiCo2O4 and NiCo2O4-APTES.27 The average crystallite size of NiCo2O4 and its APTES functionalized NiCo2O4 was calculated to be 10.32 nm and 9.82 nm, respectively, across all diffraction peaks (please refer to the ESI†). This observation again confirms that the modification had no discernible impact on the crystallinity of the material by APTES modification.
Fig. 2 (a) XRD diffraction peaks of NiCo2O4 and NiCo2O4-APTES. (b) FT-IR spectra of NiCo2O4 and NiCo2O4-APTES. (c) XPS survey spectrum of NiCo2O4 and NiCo2O4-APTES. |
The FTIR spectra shown in Fig. 2(b) confirm the formation of bonds between NiCo2O4 and APTES by the presence of characteristic absorption bands relevant to the bonding of APTES. The typical NiCo2O4 peaks arise at approximately 559 and 645 cm−1, corresponding to metal–oxygen (M–O) vibrations of NiCo2O4.28 The absorption bands at around 1625 cm−1 and 3422 cm−1 could be attributed to the O–H bending and stretching modes of the vibration of physisorbed H2O molecules. The adsorption peak at 450 cm−1 suggests the bending vibration of the siloxane (Si–O–Si) bond and the peaks at 1116 cm−1 and 1047 cm−1 correspond to the stretching vibrations of Si–O–Si for NiCo2O4-APTES.29,30 The IR bands for the N–H stretching and bending –NH2 groups are not apparent in the spectra because they overlap with the IR band of the –OH stretching and bending modes of vibrations. These IR absorption bands demonstrate that the silane coupling agent APTES was covalently bound to the NiCo2O4 surface.
The elemental composition and oxidation state elements in NiCo2O4 and NiCo2O4-APTES were tested and evaluated using XPS. The characteristic peaks of Ni, Co, O and C elements can be observed in the survey spectrum of the porous NiCo2O4 as well as the modified NiCo2O4-APTES. The surface functionalization with APTES can be clearly seen by the appearance of N 1s, Si 2s and Si 2p peaks in the survey spectra as seen in Fig. 2(c).31 The high resolution (HR) scans of Ni 2p, Co 2p, Si 2p and N 1s are shown in Fig. 3. Both the Ni 2p and Co 2p can be fitted into two spin–orbit doublets and two shakeup satellites by using a Gaussian fitting method. The HR scan of Ni 2p (Fig. 3(a)) shows two peaks at 853.78 eV and 871.37 eV corresponding to Ni3+ 2p3/2 and Ni3+ 2p1/2, respectively. Other strong peaks at 855.43 eV and 872.96 eV are observed which are characteristic of Ni2+ 2p3/2 and Ni2+ 2p1/2, respectively. Peaks at 861.64 eV and 880.04 eV correspond to the satellite peaks of Ni 2p3/2 and Ni 2p1/2 which are consistent with the reported articles.32,33 Similarly, in the HR scan of Co 2p spectrum (Fig. 3(b)), it can be seen that peaks at 779.46 eV and 794.42 eV correspond to the presence of Co3+ 2p3/2 and Co3+ 2p1/2 respectively, while the peaks at 780.95 eV and 795.94 eV can be assigned to the presence of Co2+ 2p3/2 and Co2+ 2p1/2 respectively. The spin–orbital splitting of Co 2p3/2 and 2p1/2 was found to be 15.01 eV with two weakly accompanied satellite peaks located at 790.07 eV and 804.16 eV, respectively which are well in agreement with the reported literature.32,34 The HR scan of Si 2p in NiCo2O4-APTES is shown in Fig. 3(c). After functionalization with APTES, the Si 2p spectrum exhibits a peak at 102.80 eV to Si–C from APTES bonded to O of the NiCo2O4 surface.35 Additionally, the HR spectrum of N 1s shows two peaks at 399.72 eV and 401.46 eV which could be attributed to amine groups and protonated amines, respectively.31,36,37
Fig. 3 HR XPS spectra of (a) Ni 2p and (b) Co 2p of NiCo2O4 and NiCo2O4-APTES. HR spectra of (c) Si 2p and (d) N 1s of NiCo2O4-APTES. |
Additionally, the amino functionalization of through silane coupling exhibited good electrochemical cycling stability in the potential window of −0.2 to +0.8 V in PBS and PBS containing MpM as depicted in Fig. S3(a) and (b)†, respectively. There is no significant change in the peak current and peak potential even after ten consecutive scans, and this signifies the reliability and durability of NiCo2O4-APTES for the electrochemical oxidation of MpM.
To examine the impedance variations and charge transfer characteristics at the electrode–electrolyte interface for differently modified electrodes, EIS analysis was performed in a 0.1 M KCl and 10 mM [Fe (CN)6]3−/4− redox system. As shown in Fig. 4(b), the Nyquist plot of bare CC, NiCo2O4/CC and NiCo2O4-APTES/CC which was fitted by a simple Randles electrical circuit. The diameter of the semicircular region of the Nyquist plot represents the electron transfer limited process, which is equivalent to the charge transfer resistance (Rct). It comes out that the Rct value of the CC electrode was decreased from 26.9 Ω to 18.8 Ω upon the modification of NiCo2O4 and further decreased to 10.7 Ω after the NiCo2O4-APTES modification. This suggests that the charger transfer resistance decreased about 3 times with the introduction of NiCo2O4-APTES over CC. The lowest Rct value of NiCo2O4-APTES/CC over NiCo2O4/CC depicts that the amine functionalization on NiCo2O4 improved the electron charge transfer and hence increased the conductivity which is complementary to the CV analysis.
In the same way, the capability of bare CC, NiCo2O4/CC and NiCo2O4-APTES/CC to oxidize MpM was also analyzed by using CV in the potential range of +0.2 to +0.8 V at a scan rate of 100 mV s−1. Fig. 5(a) shows the CV data of bare CC, NiCo2O4/CC and NiCo2O4-APTES/CC in 0.1 M PBS containing 100 μM MpM. It is shown that the anodic oxidation peak current for MpM was observed at 0.61 V and the peak current is higher for NiCo2O4-APTES/CC than for NiCo2O4/CC and bare CC. Hence, we have selected NiCo2O4-APTES/CC as a remarkable catalyst for the electrochemical detection of MpM. The electrochemical sensing capability of NiCo2O4-APTES/CC was further investigated by CV analysis in 0.1 M PBS containing various concentrations of MpM from 10 nM to 100 μM and the data are given in Fig. 5(b). The observed current responses exhibit a noticeable upward trend as the MpM concentration increases from 10 nM to 100 μM, thereby validating the electrocatalytic sensing efficacy of the NiCo2O4-APTES/CC electrode towards MpM oxidation.
Fig. 5 (a) CV of bare CC, NiCo2O4/CC and NiCo2O4-APTES/CC in 100 μM MpM solution and 0.1 M PBS at 100 mV s−1. (b) CV of NiCo2O4-APTES/CC at different concentrations of MpM in 0.1 M PBS at 100 mV s−1. |
A comprehensive analysis of the CV plot (Fig. 5(a)) provides detailed insights into the electrochemical oxidation of MpM. The oxidation peak of MpM at 0.61 V can be attributed to the presence of the enolic –OH group in the MpM molecule. Throughout the electrochemical oxidation process, the terminal keto group forms a hydrogen bond with the amino group on the NiCo2O4-APTES surface.12Scheme 2 illustrates the covalent bonding of the silanol group in APTES within the sea urchin shaped NiCo2O4, and the amine groups of APTES extending as a tail interacts with the incoming oxygen terminals of MpM, establishing hydrogen bonding. This hydrogen bonding significantly influences electron transfer between the NiCo2O4-APTES surface and MpM. Upon oxidation, the MpM molecule releases 2e− to the electrolyte and is converted to mycophenolic acid,11 and there is a gradual rise in the current response when the MpM concentration increases.
To assess the pH dependent behavior of the electrochemical oxidation of MpM on the NiCo2O4-APTES/CC electrode, CV curves were obtained by varying the pH of electrolyte solution from 5 to 9 in the presence of 100 μM MpM at a scan rate of 100 mV s−1. The CV data of the NiCo2O4-APTES/CC electrode at different pH values is given in Fig. S4(a)† and it shows that the peak current was initially increased up to 7.1 and then decreased gradually by increasing the pH. A plot between the oxidation peak current (Ipa) and pH was made and it is given in Fig. S4(b).† From the data, we have selected the optimum pH of the electrolyte solution as 7.1, and it was used for all further electrochemical experiments. The optimum pH of 7.1 is near to the normal human body pH and hence the proposed sensor can be used for the detection of MpM from the human samples. Moreover, as the pH increased, the NiCo2O4-APTES/CC electrode's anodic potential changed to lesser positive potential values (Fig. S4(a)†), which suggests that protons (H+) are directly participating in the electro-oxidation reaction of MpM. Fig. S4(c)† shows the linear correlation between the anodic peak potential (Epa) and pH of the analyte solution with linear fitting equation of Epa(V) = −49.96pH + 95.81 (R2 = 0.9986). However, the slope value of ∼50 mV per pH is almost exactly equivalent to the theoretical Nernstian value of 59 mV per pH. It implies that the electrooxidation of MpM involves the transfer of the same number of electrons and protons.
The reaction kinetics of NiCo2O4-APTES/CC towards the electrochemical oxidation of MpM at different scan rates were studied from 20 mV s−1 to 200 mV s−1. The corresponding CV data are given in Fig. S5(a).† As observed in the figure, the anodic peak current was gradually increased with an increase in the scan rate. Fig. S5(b)† shows the relationship between the anodic peak current vs. square root of scan rate which shows a precise linear relationship with a high correlation coefficient (R2) value of 0.98237. In addition, a calibration curve was plotted between logcurrent vs. log scan rate (Fig. S5(c)†). The slope value of 0.49 of the calibration curve further confirms the diffusion-controlled electron transfer mechanism. This behavior suggests that the electrocatalytic oxidation of MpM on NiCo2O4-APTES/CC adheres to a standard diffusion-controlled electron transfer mechanism.
For quantitative detection of MpM using a NiCo2O4-APTES/CC electrode, the current vs. time analysis at a constant potential was conducted at a potential of 0.61 V, while varying the concentration of MpM from 0 nM to 100 μM. The response is given in Fig. 6(a) and it shows that the current value increases as the concentration of MpM increases within the range of 10 nM to 100 μM. From the current vs. time curve, a calibration curve was plotted, correlating the current value (at t = 8 s) with the concentration of MpM. This calibration plot displayed two distinct linear ranges spanning from 10 nM to 100 nM and from 1 μM to 100 μM with an impressive regression coefficient of 0.9902 and 0.9988, respectively, as shown in Fig. 6(b). The limit of detection (LOD) was determined from the calibration plot using the three-sigma method, and the LOD was found to be 1.23 nM (please refer to the ESI† for calculation). The heightened sensor response with a promising LOD of 1.23 nM was achieved with the developed sensor which can be attributed to the increased number of active sites, structural stability, and outstanding electrochemical properties arising from the NiCo2O4-APTES modified CC. A comparison of various electrochemical sensors developed for the detection of MpM is given in Table 1. Notably, the LOD achieved with the developed NiCo2O4-APTES modified CC sensor is exceptionally promising when contrasted with other electrochemical sensors developed for the electrochemical detection of MpM.
Electrode | Technique | Linear range | LOD (nM) | Ref. |
---|---|---|---|---|
DPV: differential pulse voltammetry; SWV: square wave voltammetry; and AASDPV: adsorptive anodic stripping differential pulse voltammetry. | ||||
GCE/MWCNTs | DPV | 5–160 μM | 900 | 39 |
CPE/MIP/MWCNTs | SWV | 9.9 nM–87 μM | 7.0 | 40 |
GCE/Fe3O4/MWCNTs | AASDPV | 50 nM–200 μM | 9.0 | 41 |
CuO/FCPE | CV | 10–80 μM | 150 | 11 |
GCE | DPV | 500 nM–750 μM | 148 | 42 |
Nb2CTx-APTES/CCY | DPV | 10–100 μM | 1000 | 12 |
NiCo2O4-APTES/CC | CA | 10 nM–100 nM And 1–100 μM | 1.23 | This work |
The selectivity of the NiCo2O4-APTES/CC sensor for the detection of MpM was assessed in the presence of potential interference compounds typically found in real samples using current vs. time analysis. Fig. 7(a) illustrates the impact of these interference compounds on the electrochemical sensing capability of the NiCo2O4-APTES/CC even in the presence of a surplus of potential interfering analytes, including AA, DA, GA, KCl, NaCl, GLU, UA, GLA and ALN at a concentration of 10 times more than that of MpM. The same experiment was also carried out in the presence of some drugs which are in the same category as immunosuppressant drugs such as Tacrolimus and cyclosporine. As shown in Fig. 7(b), the selectivity plots illustrate that the NiCo2O4-APTES/CC exhibits the most significant current response to MpM compared to other immunosuppressant drugs. The corresponding current vs. time data are given in Fig. S6.† These results explicitly affirm the sensor's exceptional selectivity for detecting MpM in biological samples in the presence of interfering molecules.
The reproducibility and long-term storage stability of the electrodes were systematically evaluated at regular intervals, extending up to three weeks. Three different NiCo2O4-APTES/CC electrodes were independently prepared and stored at 4 °C and the current vs. time analysis was performed after 7, 14 and 21 days. As observed in Fig. 8(a), the plots depict the storage stability assessments conducted at two distinct concentrations of MpM (1 μM and 100 μM) over the course of 21 days. The corresponding current vs. time plots are given in Fig. S7(a).† The repeatability of the NiCo2O4-APTES/CC electrodes was examined through consecutive runs of current vs. time plot with a 5-minute interval between measurements on the same electrode in a 100 μM MpM solution. As illustrated in Fig. 8(b), negligible changes in current responses were observed, with the standard deviation from 2.6 to 3.9% across three different electrodes. The corresponding current vs. time plots are given in Fig. S7(b).† The reproducibility of the sensor was evaluated by using three different NiCo2O4-APTES/CC electrodes and the corresponding current vs. time data are given in Fig. S7(c),† which shows the promising repeatability of the sensor with a standard deviation of 1.54%. These results underscore the proposed NiCo2O4-APTES/CC electrode sensor's excellent storage stability, reproducibility and repeatability, which further supports the reliability and promising performance of the sensor.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4an00592a |
This journal is © The Royal Society of Chemistry 2024 |