Abstract

The monitoring of insulin, which is the only hormone that helps regulate blood glucose levels in the body, plays a key role in the diagnosis and treatment of diabetes. However, most techniques today involve complicated electrode fabrication and testing processes, which are time-consuming and costly, and require a relatively large volume of sample. To overcome these drawbacks, we present here a low-cost insulin detection method based on a screen-printed electrode (SPE) modified by nickel hydroxide (Ni(OH)2). This novel method only requires 300 μL of insulin sample, and the time it takes for electrode preparation is about 12 times shorter than traditional electrode fabrication methods such as coating and sol–gel methods. The electrochemical behaviors of the Ni(OH)2-coated SPE (NSPE) sensing area in insulin aqueous solutions are studied using cyclic voltammetry, amperometric i–t curves, and electrochemical impedance spectroscopy. The results demonstrate that the NSPE sensing surface has excellent detection properties, such as a high sensitivity of 15.3 μA·μM–1 and a low detection limit of 138 nM. It takes a short time (∼10 min) to prepare the NSPE sensing surface, and only two drops (∼300 μL) of insulin samples are required in the detection process. Moreover, the selectivity of this method for insulin detection is verified by detecting mixtures of insulin and ascorbic acid or bovine hemoglobin. Finally, we discuss the potential clinical applications of this method by detecting various concentrations of insulin in human serum.
1. Introduction
Insulin, a critical polypeptide hormone produced by the pancreas, is the only known hormone that can regulate the blood glucose levels and keep them in a narrow concentration range.1,2 The hyposecretion or dysfunction of insulin in humans can cause diabetes mellitus,3 a severe illness that may lead to chronic damage or dysfunction of various tissues such as eyes, kidneys, heart, blood vessels, and nerves4 and even death. Compared to glucose, insulin is a stronger predictor of the condition of the pancreas and plays a more significant role in diabetes diagnosis and typing.5−7 As a result, fast and straightforward methods for high-accuracy insulin detection have become a popular topic among researchers around the world.6,7 Besides insulin, the detection of other kinds of proteins directly from human serum samples also plays a key role in illness diagnosis, drug development, and medical technology.8,9
Typical insulin detection methods include enzyme-linked immunosorbent assay,10 radioimmunoassay,11 and high-performance liquid chromatography.12 However, they are time-consuming, cumbersome, and costly while requiring extra complex materials and unique instruments.13 By contrast, the direct electrochemical approach has become a preferred choice because of its advantages such as simplicity, low cost, high efficiency, and high sensitivity.1
An insulin molecule is composed of two polypeptide chains referred to as the A and B chains. The A chain consists of 21 amino acids and the B chain consists of 30 amino acids.13,14Figure 1 shows an insulin structure with three disulfide bonds and four tyrosine residues. Some functional groups of an insulin molecule are reported to be electrically active, and the redox sites are usually deemed hydroxyl and disulfide bonds.15 However, most research studies today have focused on three disulfide bonds.16 The one formed in the A chain is exposed to the surface of the insulin’s three-dimensional structure and proved to be electrically active.15,17 The other two link the A and B chains together.18,19 Of these two disulfide bonds, one is buried deep in the molecule and can hardly react with the other matter;20 the other one is covered up and reacts very slowly.15 Additionally, the electrochemically active tyrosine residues are usually buried deep in the three-dimensional structure to form hydrophobic centers.15,21 This characteristic makes it difficult for the tyrosine residues to take part in the electrochemical oxidation process on the electrode surface. Therefore, the uncovered disulfide bond in the A chain is usually used for the catalytic oxidation of insulin.22 However, this direct electrooxidation method has shortcomings such as slow oxidation kinetics and surface contamination, which can be addressed by surface modification.
Figure 1.

NSPE reaction process and the molecular structure of insulin.
Unmodified electrodes offer limited sensitivity and stability when they are directly used for the electrochemical detection of insulin. Their surface may be easily polluted by the high potential produced during insulin oxidation.18 A variety of functionalized electrodes have been employed to facilitate insulin oxidation and detection. Examples include screen-printed electrodes (SPEs) modified by carbon nanotube–nickel–cobalt oxide,14 carbon electrodes modified by nickel nanoparticles,23,24 carbon paste electrodes modified by silicon carbide nanoparticles25 and silica gel,26 glassy carbon electrodes modified by nickel oxide nanoparticle-multiwalled carbon nanotubes (MWCNs),27 and nickel nanoparticle-modified electrodes.13 In particular, Lin et al.28 demonstrated a method that uses a graphene nanometer light sensor for real-time detection of insulin. The concentration of insulin is reflected by the conductivity changes during the combination of electrodes and insulin.
In addition, electrokinetics has emerged as a promising method to enhance the sensitivity and applicability of modified electrode-based detection methods for electrochemical applications. It has been demonstrated that electrokinetics enables in situ improvement of the performance of electrochemical biosensors in pathogen and cytokine detection.29,30 Wong et al. enhanced the detection results of Escherichia coli by using an AC electrothermal flow technique.29 Furthermore, this kind of electrodynamic enhancement also brings improved detection limits for electrochemical sensors.
Metal oxides and semiconductor nanomaterials (e.g., Ag, Au, and Ni(OH)2) have been widely applied in fabricating functionalized electrodes. Various forms of Ni and Ni(OH)2 materials have been used in sensors because they are nontoxic, low cost, and easy to prepare and store.31 Nickel, as a modifier, has a variety of oxidation states and is therefore a suitable candidate for fast electron transfer. Ni(OH)2/NiOOH exhibits good electrocatalytic effects on insulin. Because of their respective advantages, these materials have drawn considerable attention from the research community. Lin et al. proposed a Ni(OH)2–GN/GC electrode synthesized via a one-pot method.31 Martínez-Periñán et al. presented a Ni(OH)2 NPs/Nafion-MWCNIS/GC electrode by means of electrodeposition.1 Jia et al. reported a stable ultrathin film of Ni(OH)2 nanoparticles at the gas/liquid interface.32
In this work, we functionalized a SPE with Ni(OH)2 through a simple and fast electrodeposition process in which only a milliliter scale of electrodeposition solutions (3 mL) was used. We chose the SPE because of its small size and low cost. The fabricated Ni(OH)2-coated SPE (NSPE) exhibits satisfactory electrocatalytic activity, stability, high sensitivity, and low detection limits, as well as quick response times for insulin detection.
2. Results and Discussion
2.1. Characterization of the NSPE
The morphology and element composition of the NSPE were investigated utilizing scanning electron microscopy (SEM) and energy-dispersive X-ray (EDX). In the experiment, a layer of platinum film was sprayed on the surface of the SPE to ensure better conductivity. The SEM images of the SPE before and after deposition and the EDX images of the decorated SPE are shown in Figure 2. At 2.00k times magnification (Figure 2A), the surface of the bare electrode is flat, while after deposition, the surface of the modified electrode has different flakes of particles and large bulges (Figure 2C). At 100k times magnification (Figure 2B,D), differences can also be observed in surface morphologies of the bare electrode and the modified electrode, which indicates that the target material was attached to the bare electrode. Furthermore, the elements present on the coated SPE surface were analyzed using EDX. As shown in Figure 2E, Ni and O elements are present on the surface of the carbon electrode. Because the current energy spectrometer cannot detect elements before the fifth element, the H element is not shown in the EDX result. Therefore, the above results demonstrated that the SPE was successfully modified by nickel hydroxide.
Figure 2.
(A,B) SEM images of the SPE. (C,D) SEM images of the SPE after modification. (E) EDX image of the modified electrode.
2.2. Electrochemical Characterization of the NSPE via Electrochemical Impedance Spectroscopy
Electrochemical impedance spectroscopy (EIS) is a powerful and informative technique.27 It can provide characteristics of the electrode surface to help determine whether a functionalization process is successful.33Figure 3A shows the Nyquist plots of the bare (black dots) and functionalized electrodes (red dots), with the same voltage as applied in the open-circuit condition and a frequency range of 1 × 10–2 to 1 × 106 Hz. It is composed of two typical parts: the semicircular part that corresponds to the electron-transfer restriction process and the linear part that represents the diffusion restriction process.31 The semicircle’s diameter represents the electron-transfer resistance on the electrode surface. The nickel hydroxide-modified electrode has a 10.87% smaller electron-transfer resistance on its surface than the bare electrode.
Figure 3.
(A) Nyquist plot of the NSPE (red dots) and SPE (black dots); (B) CV of the SPE in the absence (a) and presence of 1 mM insulin in 0.1 M NaOH (b) and NSPE in the absence (c) and presence of 1 mM insulin in 0.1 M NaOH (d). Scan rate: 100 mV/s; (C) amperometric curves obtained for the NSPE in the 1, 5, 10, and 25 μM insulin in 0.10 M NaOH solution; (D) CV measured using the NSPE in 0.10 M NaOH + 1 mM insulin at the scan rates of 50, 70, 100, 150, and 200 mV s–1; (E) plot of peak currents and scan rates; and (F) amperometric curve responses of the NSPE in 1 and 20 μmol/L of insulin for five times.
As shown in Figure 3A, the low-frequency part of the NSPE (R2 = 0.994) is much closer to a straight line than that of the SPE (R2 = 0.813). It demonstrates that modifying the electrode surface with nickel hydroxide can dramatically improve the conductivity and electron-transfer process. In other words, the functionalization process was successful, as evidenced by the changes in the electrode surface’s characteristics.
2.3. Electrocatalytic Activity of the SPE
The electrocatalytic activity of the NSPE was investigated using cyclic voltammetry (CV) in a potential window of 0.0–1.0 V. The NSPE and SPE were placed in 0.1 M NaOH solution with and without insulin, respectively. In Figure 3B, curves a and b show the CV of the SPE in the absence and presence of 1 mM insulin in 0.1 M NaOH solution, respectively. No peak is observed, indicating that almost no electrochemical reaction took place on the bare electrode surface. Curves c and d, in which oxidation peaks are observed, represent the CV of the NSPE in the absence and presence of 1 mM insulin in 0.1 M NaOH solution.
As shown in Figure 3B, the oxidation peak of curve d is larger than that of curve c. This means that when insulin is present, the oxidation current of the NSPE is larger than when it is absent, indicating that insulin was involved in the redox process. A voltage range from 0 to 1 V and a constant scan rate of 100 mV·s–1 were used throughout the experiment. As indicated in curve c, the oxidation current peak occurred in the oxidation of Ni(II) to Ni(III) (as shown in eq 1). A reduction peak attributed to the conversion from β-NiOOH to β-Ni(OH)227 (as shown in eq 2) can also be observed in the direction of negative potential scan.
| 1 |
| 2 |
Curve d clearly shows an increase in the oxidation current, which was attributed to the oxidation of Ni(II) to Ni(III) as well as the reaction between Ni(III) and insulin. This indicates that the modified Ni(OH)2 participated and significantly enhanced the electrocatalytic oxidation of insulin.34 The oxidation current peak depends on the concentration of the added insulin solution. Ni(OH)2 helps in the conversion of Ni(III) to Ni(II), which will once again be oxidized to Ni(III).27 The catalytic effect of the Ni(II)/Ni(III) redox coupling on insulin oxidation is described as follows.
| 3 |
| 4 |
These results indicate that the NSPE has excellent electrocatalytic activity for insulin oxidation and can be further applied for accurate insulin determination.
2.4. Effects of Scan Rate and Insulin Concentration
How the scan rate affects the oxidation current was studied using CV, where the NSPE was immersed in 0.1 M NaOH solution in the presence of 0.1 mM insulin. As shown in Figure 3D,E, the oxidation current increases with the scan rate. This indicates that the electrode surface was undergoing redox reaction with insulin, which is believed to be a surface-controlled electrochemical process where electron transfer takes place.13 The potential of the oxidation peak gradually increases as the scan rate increases from 50 to 200 mV s–1 with uneven steps. This implies that the redox reaction between the modified electrode and insulin is a typical surface-controlled electrochemical process.
According to the conclusion drawn by Yu et al.,13i–t curve is another sensitive measurement technique for detecting low concentrations of insulin. Figure 3C shows how varying concentrations of insulin affect the oxidation current through amperometric i–t curves. The i–t curve moves up with the increase in insulin concentration. Surface control plays an important role in the whole oxidation process, which is catalyzed by the modified electrode as the insulin concentration increases. In our work, the NSPE and the analysis of amperometric i–t curves were further applied for insulin detection.
2.5. Electrochemical Determination of Insulin Based on the NSPE and Amperometry
Insulin detection was performed based on the amperometric i–t curve. In this experiment, a voltage of 680 mV was applied, and for every 10 s, 5 μL of 1 μM insulin was injected near the NSPE immersed in 0.1 M NaOH solution. The insulin concentration was raised gradually by the step of 1 μM. Figure 4A shows the current response of insulin oxidized on the surface of the NSPE.
Figure 4.
(A) Amperometric i–t curve responses of the NSPE to insulin in 0.1 M NaOH; (B) linear relationship between insulin concentration and current; (C) current of the NSPE to insulin, AA, and BHB in 0.1 M NaOH; (D) responses of the NSPE with different concentrations of insulin in human serum.
As illustrated in Figure 4B, there is a linear relationship (correlation coefficient: 0.9939) between the mean current (every 10 s) after each insulin injection and insulin concentration. Table 1 provides a comparison between our NSPE and electrodes reported in other works. Our electrode presents several advantages such as high sensitivity (15.3 μA·μM–1), low detection limit (138 nM), and good stability, making it highly suitable for insulin determination. Its higher electron conductivity than the others also helps ensure good performance during insulin detection.
Table 1. Analytical Parameters for the Detection of Insulin by Several Modified Electrodesa.
| electrode | method | electrode size | detection limit (nM) | sensitivity (μA·μM–1) | reference |
|---|---|---|---|---|---|
| Ni(OH)2/GN/GCE | amperometry | 200 | (31) | ||
| SiO2 NPS-Nafion/GCE | CV | 30 | 164.333 | (35) | |
| NiONPs/Nafion-MWCNTs/SPE | amperometry | D = 3 mm | 6.1 | 1.83 | (27) |
| NiCoO2/CNT/SPE | amperometry | D = 3 mm | 184.88 | 129.58 | (14) |
| Ru-o/CN–Ru film | amperometry | D = 0.15 mm, L = 10 cm | 500 | (36) | |
| NSPE | amperometry | D = 2.5 mm,L = 3 cm | 138 | 15.3 | this work |
D represents the diameter and L represents the length; the unit conversion of ref (14) used for the relative molecular mass of insulin was 5733.59.
2.6. Repeatability of the NSPE
Figure 3F shows the responses of the NSPE in 1 and 20 μmol/L of insulin for five groups of tests, respectively. The results showed relative standard deviations of 7.05% (1 μmol/L) and 2.23% (20 μmol/L), indicating that the detection of insulin concentration with this electrode had good repeatability.
2.7. Molecular Recognition of the NSPE
Selectivity and anti-interference are important factors impacting the performance of an insulin detection method. Some common compounds in the blood often interfere with insulin detection.35,37,38 However, the method based on the Ni(OH)2/NiOOH redox has good selectivity on insulin, which has been demonstrated by related works already. For example, Yu et al. detected insulin using a NiNP/ITO electrode based on the principle of the Ni(OH)2/NiOOH redox.13 They studied the interference of ascorbic acid (AA), UA, and glucose during insulin detection. The results demonstrated that the influence of a small amount of UA, AA, or glucose on insulin was negligible. Based on the same principle, Zhang et al. detected insulin using an EDA-CNF-NiO/GCE electrode.39 They examined the roles of γ-globulins, myoglobin (Myb), and pepsin as interferents in biological liquids and found that these compounds had less influence on insulin detection. A more detailed comparison is shown in Table 2. In order to study the selectivity on insulin detection, the NSPE was also tested with two interferents: 0.1 mmol/L AA and 1 μmol/L bovine hemoglobin (BHB). Figure 4C shows that the NSPE works well on detecting human insulin (10 pmol/L), regardless of the presence of AA and BHB, which demonstrates that the NSPE is a highly selective method for detecting insulin.
Table 2. Comparison of Several Modified Electrodesb.
| electrode material | fabrication method | time consumed | electrode size | fabrication material | interferencea | reference |
|---|---|---|---|---|---|---|
| NiNPs/ITO | ion implantation | more than 0.5 h | D = 5.47 mm | ethanol, nitrogen gas, nickel ions | AA, UA | (13) |
| Ni(OH)2NPs/Nafion-MWCNTsa/GCEc | cast electrodeposit | more than 0.5 h | D = 3 mm | NiCO3·2Ni(OH)2·4H2O, ethanolic, carboxylated multiwalled carbon nanotubes, chloroform, NaOH | AA, UA, glucose, acetoaminophen | (1,46) |
| Ni(OH)2/GNd/GCEc | one-pot | more than 8 h | D = 3 mm | graphene powders, NiCl2·6H2O, NaOH, ethanol | (31) | |
| silica gel/chitosan/Ni(OH)2 paste | electrolytic, drops of paint | more than 0.5 h | D = 2 mm, L = 50 mm | silica gel, sodium citrate solution, solid paraffin, Ni | AA, UA, glucose | (47) |
| EDAe-CNFsf-NiO/GCEc | drops of paint, ultrasonic | more than 24 h | D = 3 mm | H2SO4, HNO3, A-CNFs, ethylenediamine anhydrous, NiSO4·6H2O, NH4HCO3, | γ-globulins, Myb, pepsin | (39) |
| NSPE | electrodeposit | ∼0.16 h | D = 2.5 mm, L = 30 mm | Ni(NO3)2 | AA, BHB | this work |
Multiwalled carbon nanotubes.
Electromagnetic molecularly imprinted polymers.
Glassy carbon electrodes.
Graphene nanocomposites.
Ethylenediamine.
Carbon nanofibers.
Screen-printed electrode.
indicates that the electrode has selectivity among these interferents. D represents the diameter and L represents the length. All these methods were built based on the same insulin detection principle: the (Ni(OH)2/NiOOH) redox.
To examine the detection capability of the NSPE in a more realistic working environment, the NSPE was used to detect the content of insulin in human whole serum (purchased from Shanghai Qiaoxing Biology). In a normal human body, the fasting plasma insulin content is 35–143.5 pmol/L.40 The half-life of insulin is less than 9.0 min.41−43 This means that the insulin originally contained in that serum can be ignored. Therefore, different concentrations of human insulin were added to the serum to simulate the blood of diabetics with different secretion levels of insulin. The current was studied by amperometric i–t curves. Figure 4D shows the relationship between the concentration of insulin and the detecting current based on the NSPE. Because the serum environment is different from the calibration environment, that is, 0.1 M NaOH solution, used in the experiment in Section 2.5, the sensitivity and detection limit of the NSPE in detecting whole serum vary slightly from those obtained from our experiment. Finally, we demonstrated that the NSPE is capable of detecting the concentration of insulin in human body and thereby aiding doctors in the diagnosis of diabetes.
3. Conclusions
In this paper, we present a novel method that uses a SPE modified by nickel hydroxide for insulin detection. The method allows the fabrication of an insulin detection sensor with a high sensitivity of 15.3 μA·μM–1 and a low detection limit of 138 nM. Both the EIS and CV curves demonstrate that Ni(OH)2 can be modified on the SPE surface to produce excellent conductivity and catalytic activity for insulin. Experiments with varying CV scan rates and insulin concentrations prove that the NSPE is highly sensitive to insulin. The results from insulin detection based on i–t curves reveal a linear relationship between the response current and insulin concentration, with a correlation coefficient of 0.9939. Furthermore, the selectivity for insulin of this method has been verified by testing the interferents of AA and BHB. In addition, the method’s capability of detecting insulin in human serum has been validated experimentally. To sum up, our work provides a fast, inexpensive, and simple solution to the detection of microliter scale insulin. The proposed NSPE proves to have good catalytic activity and may be used in other electrochemical detection applications in the future.
However, there are still some issues that remain to be addressed. Although the NSPE is easy to fabricate and ready for mass production, further studies are required to miniaturize it for commercialized fingertip blood detection while maintaining high levels of accuracy. Also, other types of insulin such as porcine insulin need to be factored in for comparison. Furthermore, in order to make the Ni(OH)2 electrode more stable, it is essential to add some organics to modify its properties.
4. Materials and Method
4.1. Chemicals and Materials
The bovine insulin (5733.49, ≥27 UPS units mg–1) was purchased from Sigma-Aldrich (USA) (the action of bovine is very similar to that of human insulin; the detection method for bovine insulin is also applicable to human insulin.44). An insulin stock solution (2 mM) was prepared daily by dissolving powdery insulin in water with 10.0 μL of HCl (1 M). Then, the stock solution was progressively diluted.
The pristine SPE was acquired from Xenslet Studio (China). The deposition solution was prepared by dissolving 0.992 g of Ni(NO3)2 powder in 100 mL of ultrapure water, and its concentration was 0.08 mol/L. 0.1 M NaOH was used as the electrolyte in the experiments given that it allows insulin to have good electrochemical response,45 and it closely matches the alkaline environment in human blood. AA and BHB were purchased from Sigma-Aldrich (USA). The human insulin (5807.69) was purchased from China Institute of Pharmaceutical and Biological Products (Beijing, China). All the electrochemical experiments were performed at room temperature. All solutions were prepared with ultrapure water. All other chemicals were of analytical grade and used without further purification.
4.2. Instruments
The structure and morphology of the SPE were observed by a scanning electron microscope (Hitachi, S4800, Japan). The electrochemical experiments were carried out in the CHI660e electrochemical workstation (Shanghai Chenhua Co., China). A conventional three-electrode setup was used with a bare or modified carbon electrode as the working electrode, Ag as the reference electrode, and a carbon electrode as the counter electrode. Both the EIS and CV experiments were carried out in 0.5 mL centrifuge tubes.
4.3. Preparation of the SPE
The SPE was immersed in the deposition solution for 600 s for the electrodeposition of Ni(NO3)2 under a voltage of 0.7 mV as provided by the electrochemical workstation. Then, the voltage was removed, and the treated SPE was left in the deposition solution for 30 s or longer to stabilize the modified layer. The SPE was then taken out and air-dried at room temperature. After these operations, the SPE surface was successfully coated by Ni(OH)2 and ready for catalyzing the redox reaction of insulin. For convenience, we refer to the SPE coated with Ni(OH)2 as the NSPE in this paper.
To identify the best potential for a complete Ni(II) to Ni(III) conversion, the NSPE was placed in 0.1 M NaOH solution for CV at different potentials, and a scan rate of 100 mV·s–1 was used. The portion of the SPE serving as the sensing element was originally in black (as shown in Figure 5A). When the SPE was submerged in the electrodeposition solution, bubbles would appear near the sensing area (as illustrated in Figure 5B). After the electrodeposition process, the surface of the sensing area would turn green, that is, coated with green Ni(II). During the detection of insulin by the NSPE, the green Ni(II) was oxidized to black Ni(III), and then the black Ni(III) would be reduced back to green Ni(II) (i.e., “grayish green”, as not all Ni(III) were reduced back to Ni(II). The entire process is shown in Figure 5.
Figure 5.

(A) Dimensions of the SPE. (B) Electrodeposition of SPE in a solution. (C) Modified NSPE after deposition. (D) Bare SPE in a 0.5 mL centrifuge tube for insulin testing. (E) Ni(OH)2 oxidation to black Ni(III). (F) After insulin oxidation, the surface of the working electrode appeared grayish green Ni(II).
Table 2 provides a comparison between our electrode and several other modified ones from the perspectives of electrode material, functionalization method, time consumed, electrode size, interference, etc.
Acknowledgments
This work was supported by the National Natural Science Foundation of China (grant no. 61873307 and 61503322), the Scientific Research Project of Colleges and Universities in Hebei Province (grant no. ZD2019305), the Autonomous Research Program of Yanshan University (grant no. 14LGB011), the Hong Kong Research Grants Council (project no. 11204918), and the Shenzhen Municipality Science and Technology Innovation Commission (grant no. SGDX2019081623121725; “Nano Scale Imaging Microscopy System”, CityU).
Author Contributions
# Z.Z and H.Z. authors contribute equally.
The authors declare no competing financial interest.
References
- Martínez-Periñán E.; Revenga-Parra M.; Gennari M.; Pariente F.; Mas-Ballesté R.; Zamora F.; Lorenzo E. Insulin Sensor Based on Nanoparticle-Decorated Multiwalled Carbon Nanotubes Modified Electrodes. Sens. Actuators B 2016, 222, 331–338. 10.1016/J.SNB.2015.08.033. [DOI] [Google Scholar]
- Wang J.; Tangkuaram T.; Loyprasert S.; Vazquez-Alvarez T.; Veerasai W.; Kanatharana P.; Thavarungkul P. Electrocatalytic Detection of Insulin at RuOx/Carbon Nanotube-Modified Carbon Electrodes. Anal. Chim. Acta 2007, 581, 1–6. 10.1016/J.ACA.2006.07.084. [DOI] [PubMed] [Google Scholar]
- Sanger F. The Free Amino Groups of Insulin. Biochem. J. 1945, 39, 507–515. 10.1042/bj0390507. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schutte E.; Lambers Heerspink H. J.; Lutgers H. L.; Bakker S. J. L.; Vart P.; Wolffenbuttel B. H. R.; Umanath K.; Lewis J. B.; de Zeeuw D.; Gansevoort R. T. Serum Bicarbonate and Kidney Disease Progression and Cardiovascular Outcome in Patients With Diabetic Nephropathy: A Post Hoc Analysis of the RENAAL (Reduction of End Points in Non-Insulin-Dependent Diabetes With the Angiotensin II Antagonist Losartan) Study and IDNT (Irbesartan Diabetic Nephropathy Trial). Am. J. Kidney Dis. 2015, 66, 450–458. 10.1053/J.AJKD.2015.03.032. [DOI] [PubMed] [Google Scholar]
- Zhan Z.; Dong Z.; Tung S. Insulin Detection of Clinical Plasma Samples. IEEE Nanotechnol. Mag. 2011, 5, 12–17. 10.1109/MNANO.2011.941954. [DOI] [Google Scholar]
- Snider R. M.; Ciobanu M.; Rue A. E.; Cliffel D. E. A Multiwalled Carbon Nanotube/Dihydropyran Composite Film Electrode for Insulin Detection in a Microphysiometer Chamber. Anal. Chim. Acta 2008, 609, 44–52. 10.1016/J.ACA.2007.12.032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kivlehan F.; Lanyon Y. H.; Arrigan D. W. M. Electrochemical Study of Insulin at the Polarized Liquid–Liquid Interface. Langmuir 2008, 24, 9876–9882. 10.1021/la800842f. [DOI] [PubMed] [Google Scholar]
- Krivitsky V.; Zverzhinetsky M.; Patolsky F. Antigen-Dissociation from Antibody-Modified Nanotransistor Sensor Arrays as a Direct Biomarker Detection Method in Unprocessed Biosamples. Nano Lett. 2016, 16, 6272–6281. 10.1021/acs.nanolett.6b02584. [DOI] [PubMed] [Google Scholar]
- Gao H.; Zhao Z.; He Z.; Wang H.; Liu M.; Hu Z.; Cheng O.; Yang Y.; Zhu L. Detection of Parkinson’s Disease through the Peptoid Recognizing α-Synuclein in Serum. ACS Chem. Neurosci. 2019, 10, 1204–1208. 10.1021/acschemneuro.8b00540. [DOI] [PubMed] [Google Scholar]
- Kumada Y.; Katoh S.; Imanaka H.; Imamura K.; Nakanishi K. Development of a One-Step ELISA Method Using an Affinity Peptide Tag Specific to a Hydrophilic Polystyrene Surface. J. Biotechnol. 2007, 127, 288–299. 10.1016/J.JBIOTEC.2006.07.011. [DOI] [PubMed] [Google Scholar]
- Murayama H.; Matsuura N.; Kawamura T.; Maruyama T.; Kikuchi N.; Kobayashi T.; Nishibe F.; Nagata A. A Sensitive Radioimmunoassay of Insulin Autoantibody: Reduction of Non-Specific Binding of [125I]Insulin. J. Autoimmun. 2006, 26, 127–132. 10.1016/J.JAUT.2005.11.003. [DOI] [PubMed] [Google Scholar]
- Mercolini L.; Musenga A.; Saladini B.; Bigucci F.; Luppi B.; Zecchi V.; Raggi M. A. Determination of Insulin in Innovative Formulations by Means of LC Coupled to Fluorescence Detection. J. Pharm. Biomed. Anal. 2008, 48, 1303–1309. 10.1016/J.JPBA.2008.09.009. [DOI] [PubMed] [Google Scholar]
- Yu Y.; Guo M.; Yuan M.; Liu W.; Hu J. Nickel Nanoparticle-Modified Electrode for Ultra-Sensitive Electrochemical Detection of Insulin. Biosens. Bioelectron. 2016, 77, 215–219. 10.1016/j.bios.2015.09.036. [DOI] [PubMed] [Google Scholar]
- Arvinte A.; Westermann A. C.; Sesay A. M.; Virtanen V. Electrocatalytic oxidation and determination of insulin at CNT-nickel-cobalt oxide modified electrode. Sens. Actuators, B 2010, 150, 756–763. 10.1016/J.SNB.2010.08.004. [DOI] [Google Scholar]
- Wang J.; Jie Z.; Yingke X.; Kangkai W.; Ju W.; Yong L.; Qingjun L.; Ping W. Micro-Fabricated Electrochemical Insulin Sensor Modified with RuOx Nano Particles. J. Univ. Electron. Sci. Technol. China 2015, 44, 155–160. 10.3969/j.issn.1001-0548.2015.01.027. [DOI] [Google Scholar]
- Mysling S.; Salbo R.; Ploug M.; Jørgensen T. J. D. Electrochemical Reduction of Disulfide-Containing Proteins for Hydrogen/Deuterium Exchange Monitored by Mass Spectrometry. Anal. Chem. 2014, 86, 340–345. 10.1021/ac403269a. [DOI] [PubMed] [Google Scholar]
- Zhang Y.; Dewald H. D.; Chen H. Online Mass Spectrometric Analysis of Proteins/Peptides Following Electrolytic Cleavage of Disulfide Bonds. J. Proteome Res. 2011, 10, 1293–1304. 10.1021/pr101053q. [DOI] [PubMed] [Google Scholar]
- Zhang M.; Mullens C.; Gorski W. Insulin Oxidation and Determination at Carbon Electrodes. Anal. Chem. 2005, 77, 6396–6401. 10.1021/ac0508752. [DOI] [PubMed] [Google Scholar]
- Bisker G.; Bakh N. A.; Lee M. A.; Ahn J.; Park M.; O’Connell E. B.; Iverson N. M.; Strano M. S. Insulin Detection Using a Corona Phase Molecular Recognition Site on Single-Walled Carbon Nanotubes. ACS Sens. 2018, 3, 367–377. 10.1021/acssensors.7b00788. [DOI] [PubMed] [Google Scholar]
- Li X.; Yang X.; Hoang V.; Liu Y.-H. Characterization of Protein Disulfide Linkages by MS In-Source Dissociation Comparing to CID and ETD Tandem MS. J. Am. Soc. Mass Spectrom. 2019, 30, 519–528. 10.1007/s13361-018-2103-y. [DOI] [PubMed] [Google Scholar]
- Schack M. M.; Dahl K.; Rades T.; Groenning M.; Carpenter J. F. Spectroscopic Evidence of Tertiary Structural Differences Between Insulin Molecules in Fibrils. J. Pharm. Sci. 2019, 108, 2871–2879. 10.1016/j.xphs.2019.04.018. [DOI] [PubMed] [Google Scholar]
- Singh V.; Krishnan S. Electrochemical and Surface Plasmon Insulin Assays on Clinical Samples. Analyst 2018, 143, 1544–1555. 10.1039/c7an01872j. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Salimi A.; Roushani M.; Haghighi B.; Soltanian S. Amperometric detection of insulin at renewable sol-gel derived carbon ceramic electrode modified with nickel powder and potassium octacyanomolybdate(IV). Biosens. Bioelectron. 2006, 22, 220–226. 10.1016/J.BIOS.2005.12.022. [DOI] [PubMed] [Google Scholar]
- Salimi A.; Roushani M.; Soltanian S.; Hallaj R. Picomolar Detection of Insulin at Renewable Nickel Powder-Doped Carbon Composite Electrode. Anal. Chem. 2007, 79, 7431–7438. 10.1021/AC0702948. [DOI] [PubMed] [Google Scholar]
- Salimi A.; Mohamadi L.; Hallaj R.; Soltanian S. Electrooxidation of Insulin at Silicon Carbide Nanoparticles Modified Glassy Carbon Electrode. Electrochem. Commun. 2009, 11, 1116–1119. 10.1016/J.ELECOM.2009.03.024. [DOI] [Google Scholar]
- Jaafariasl M.; Shams E.; Amini M. K. Silica Gel Modified Carbon Paste Electrode for Electrochemical Detection of Insulin. Electrochim. Acta 2011, 56, 4390–4395. 10.1016/J.ELECTACTA.2010.12.052. [DOI] [Google Scholar]
- Rafiee B.; Fakhari A. R. Electrocatalytic Oxidation and Determination of Insulin at Nickel Oxide Nanoparticles-Multiwalled Carbon Nanotube Modified Screen Printed Electrode. Biosens. Bioelectron. 2013, 46, 130–135. 10.1016/J.BIOS.2013.01.037. [DOI] [PubMed] [Google Scholar]
- Hao Z.; Zhu Y.; Wang X.; Rotti P. G.; DiMarco C.; Tyler S. R.; Zhao X.; Engelhardt J. F.; Hone J.; Lin Q. Real-Time Monitoring of Insulin Using a Graphene Field-Effect Transistor Aptameric Nanosensor. ACS Appl. Mater. Interfaces 2017, 9, 27504–27511. 10.1021/acsami.7b07684. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sin M. L. Y.; Liu T.; Pyne J. D.; Gau V.; Liao J. C.; Wong P. K. In Situ Electrokinetic Enhancement for Self-Assembled-Monolayer-Based Electrochemical Biosensing. Anal. Chem. 2012, 84, 2702–2707. 10.1021/ac203245j. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ouyang M.; Mohan R.; Lu Y.; Liu T.; Mach K. E.; Sin M. L. Y.; McComb M.; Joshi J.; Gau V.; Wong P. K.; et al. An AC Electrokinetics Facilitated Biosensor Cassette for Rapid Pathogen Identification. Analyst 2013, 138, 3660–3666. 10.1039/c3an00259d. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin Y.; Hu L.; Li L.; Wang K. Facile synthesis of nickel hydroxide-graphene nanocomposites for insulin detection with enhanced electro-oxidation properties. RSC Adv. 2014, 4, 46208–46213. 10.1039/C4RA06648K.. [DOI] [Google Scholar]
- Jia D.; Li F.; Sheng L.; Ren Q.; Dong S.; Xu S.; Mu Y.; Miao Y. Synthesis and Assembly of Ultrathin Film of Ni(OH)2 Nanoparticles at Gas/Liquid Interface, Its High Electrocatalytical Oxidation toward Bio-Thiols and Selective Determination of Cysteine. Electrochem. Commun. 2011, 13, 1119–1122. 10.1016/J.ELECOM.2011.07.013. [DOI] [Google Scholar]
- Macdonald D. D. Reflections on the History of Electrochemical Impedance Spectroscopy. Electrochim. Acta 2006, 51, 1376–1388. 10.1016/J.ELECTACTA.2005.02.107. [DOI] [Google Scholar]
- Asgari M.; Maragheh M. G.; Davarkhah R.; Lohrasbi E. Methanol Electrooxidation on the Nickel Oxide Nanoparticles/Multi-Walled Carbon Nanotubes Modified Glassy Carbon Electrode Prepared Using Pulsed Electrodeposition. J. Electrochem. Soc. 2011, 158, K225. 10.1149/2.055112jes. [DOI] [Google Scholar]
- Amini N.; Gholivand M. B.; Shamsipur M. Electrocatalytic Determination of Traces of Insulin Using a Novel Silica Nanoparticles-Nafion Modified Glassy Carbon Electrode. J. Electroanal. Chem. 2014, 714–715, 70–75. 10.1016/J.JELECHEM.2013.12.015. [DOI] [Google Scholar]
- Kennedy R. T.; Huang L.; Atkinson M. A.; Dush P. Amperometric Monitoring of Chemical Secretions from Individual Pancreatic β-Cells. Anal. Chem. 1993, 65, 1882–1887. 10.1021/ac00062a012. [DOI] [PubMed] [Google Scholar]
- Zhu W.; Xu L.; Zhu C.; Li B.; Xiao H.; Jiang H.; Zhou X. Magnetically Controlled Electrochemical Sensing Membrane Based on Multifunctional Molecularly Imprinted Polymers for Detection of Insulin. Electrochim. Acta 2016, 218, 91–100. 10.1016/j.electacta.2016.09.108. [DOI] [Google Scholar]
- Prasad B. B.; Madhuri R.; Tiwari M. P.; Sharma P. S. Imprinting Molecular Recognition Sites on Multiwalled Carbon Nanotubes Surface for Electrochemical Detection of Insulin in Real Samples. Electrochim. Acta 2010, 55, 9146–9156. 10.1016/j.electacta.2010.09.008. [DOI] [Google Scholar]
- Zhang L.; Chu X.; Yuan S.-m.; Zhao G.-c. Ethylenediamine-Assisted Preparation of Carbon Nanofiber Supported Nickel Oxide Electrocatalysts for Sensitive and Durable Detection of Insulin. RSC Adv. 2015, 5, 41317–41323. 10.1039/c5ra03306c. [DOI] [Google Scholar]
- Berson S. A.; Yalow R. S. Insulin in Blood and Insulin Antibodies. Am. J. Med. 1966, 40, 676–690. 10.1016/0002-9343(66)90148-3. [DOI] [PubMed] [Google Scholar]
- Tomasi T.; Sledz D.; Wales J. K.; Recant L. Insulin Half-Life in Normal and Diabetic Subjects. Exp. Biol. Med. 1967, 126, 315–317. 10.3181/00379727-126-43434. [DOI] [PubMed] [Google Scholar]
- Luzi L.; Zerbini G.; Caumo A. C-Peptide: A Redundant Relative of Insulin?. Diabetologia 2007, 50, 500–502. 10.1007/s00125-006-0576-x. [DOI] [PubMed] [Google Scholar]
- Woods S. C.; Seeley R. J. Insulin as an Adiposity Signal. Int. J. Obes. 2001, 25, S35. 10.1038/sj.ijo.0801909.. [DOI] [PubMed] [Google Scholar]
- Waller D.; Sampson T.. Medical Pharmacology and Therapeutics E-Book; Elsevier Health Sciences, 2017; pp 459–547. [Google Scholar]
- Zhang Y.; Dong X.; Xiao P.; He H.; Li X. Detection of Insulin by Nickel Nanoparticles Modified Titanium Oxide Nanotube Electrode. Acta Agron. Sin. 2012, 29, 948. 10.3724/sp.j.1095.2012.00372. [DOI] [Google Scholar]
- Martínez-Periñán E.; Gennari M.; Revenga-Parra M.; Abad J. M.; Mateo-Martí E.; Pariente F.; Castillo O.; Mas-Ballesté R.; Zamora F.; Lorenzo E. Highly Dense Nickel Hydroxide Nanoparticles Catalyst Electrodeposited from a Novel Ni(II) Paddle-Wheel Complex. J. Catal. 2015, 329, 22–31. 10.1016/j.jcat.2015.04.010. [DOI] [Google Scholar]
- Zulkarnain Z.; Ersam T.; Kurniawan F. A Novel Selective and Sensitive Electrochemical Sensor for Insulin Detection. Indones. J. Electr. Eng. Comput. Sci. 2016, 3, 496–502. 10.11591/ijeecs.v3.i2.pp496-502. [DOI] [Google Scholar]



