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Glucose Sensor
Introduction
Glucose sensing is one of the most widespread and commercially successful uses of electroanalysis. In an electrochemical glucose sensor, the concentration of glucose in a sample is measured using amperometry; that is, the measurement of an electric current. An applied voltage causes the oxidation of glucose, and the current due to this oxidation is measured at the electrode. In a well designed glucose sensor, there is a linear relationship between the glucose concentration and the current, enabling a calibrated measurement.
Typically, the oxidation of glucose does not occur directly at the working electrode where current is measured. Instead, the reaction is accomplished by a chemical oxidant and accelerated by a biological enzyme such as glucose oxidase (GOx), which makes the sensor specific to glucose and independent of the concentration of other oxidizable species that may be present in the analyte solution.
The reduced form of the oxidant, after its reaction with glucose, can be re-oxidized directly at the electrode. In nature, the oxidant is oxygen, but this suffers from slow kinetics and the rate of oxidation is perturbed by the oxygen concentration dissolved from atmosphere into the analyte solution.
Instead an inorganic oxidant with fast electrode kinetics, such as the hexacyanoferrate (III) anion (commonly, “ferricyanide”), is suitable for use in a glucose sensor, since the measured current is made independent of oxygen concentration and is not limited by slow electrode kinetics (Ref. 1).
This example demonstrates a steady-state analysis of the current drawn in a unit cell of solution above an interdigitated electrode, where the counter electrode reacts ferricyanide to ferrocyanide. The linearity of the response of the sensor is demonstrated for a typical range of glucose concentrations.
Model Definition
The model contains a single 2D domain representing a 100 μm-wide unit cell of solution above an interdigitated electrode (Figure 1). The real geometry is a periodic repetition of this unit cell in the x-direction. The cell and electrode are assumed to extend sufficiently far out-of-plane of the model that the 2D approximation is suitable.
At the top of the unit cell is a bulk boundary where the concentrations are assumed to equal those in the bulk solution of the analyte. At the bottom of the unit cell, the y = 0 axis is divided by four points into separate electrode and insulator boundaries. The anode (working electrode) is at the center of the cell in the range 37.5 μm < x < 62.5 μm. The unit cell contains half of each of the two neighboring cathodes (counter electrodes) in the ranges x < 12.5 μm and x > 87.5 μm. Between the anode and cathode surfaces, a solid insulating material is present.
Figure 1: Model Geometry.
DOMAIN EQUATIONS
A large quantity of supporting electrolyte is present. This is inert salt added in electroanalytical experiments to increase the conductivity of the electrolyte without otherwise interfering with the reaction chemistry. Under these conditions, the resistance of the solution is sufficiently low that the electric field is negligible, and we can assume a constant electrolyte potential .
The Electroanalysis interface implements chemical species transport equations to describe the diffusion of the chemical species. The domain equation is the diffusion equation (also known as Fick’s 2nd law). At steady-state, this reduces to:
for each species i. In this model three species are modeled: the active redox couple — ferricyanide and ferrocyanide anions — as well as the concentration of the glucose analyte species. We ignore the products of the glucose oxidation since they do not affect the behavior of the sensor.
The enzyme-mediated reaction of the glucose with the ferricyanide anion occurs in the solution phase above the electrode:
The rate of this reaction (mol/m3) is given by a Michaelis–Menten rate law as (Ref. 2):
Here, the parameter Vmax is the maximum rate of the enzyme-catalyzed reaction, depending on the quantity of enzyme available, and the parameter Km is a characteristic Michaelis-Menten coefficient. At large glucose concentration, the rate becomes independent of the glucose concentration and solely depends on the enzyme kinetics.
BOUNDARY EQUATIONS
At the bulk boundary (y = 1 mm), we assume a uniform concentration of each chemical species equal to its bulk concentration. The glucose concentration here is equivalent to that in the analyte mixture being measured; the ferricyanide:ferrocyanide ratio here is 50 000:1, with the ferricyanide anion present in bulk in a concentration of 50 mM. Because the analytical process is oxidizing with respect to the glucose analyte, more oxidant must be supplied.
At the insulating (inert) surfaces, the normal fluxes of all species are equal to zero, since this surface is impermeable and no species reacts there.
At the electrode boundaries, current is drawn from the interconversion of ferrocyanide and ferricyanide. By convention, electrochemical reactions are written in the reductive direction:
The stoichiometric coefficient is –1 for ferricyanide, the “reactant” in the reductive direction, and +1 for ferrocyanide, the “product” in the reductive direction. This formulation is consistent at the anode also, although here the reaction proceeds favorably in the opposite, oxidative direction. The number of electrons transferred, n, equals one.
The current density for this reaction is given by the electroanalytical Butler–Volmer equation for an oxidation:
in which k0 is the heterogeneous rate constant of the reaction, αc is the cathodic transfer coefficient, and η is the overpotential at the working electrode.
According to Faraday’s laws of electrolysis, the flux of the reactant and product species are proportional to the current density drawn:
This is expressed in the Electrode Surface boundary condition.
The total current recorded at the electrode can be extracted by integrating the local current density across the electrode surface. It is not sufficient to simply multiply by the area of the electrode, because the current density may be non-uniform. A nonlocal integration coupling is used to define an electrode current variable according to:
where the integration is performed over the area of the working electrode.
The working electrode (anode) is held at +0.4 V vs. the ferro/ferricyanide redox couple. The counter electrode is constrained to deliver an opposite current to the anode.
STATIONARY STUDY
This model calculates the steady-state current delivered under a constant applied potential. Therefore a Stationary study is chosen. A Parametric Sweep is used to compare the currents and concentration profiles for different external glucose concentrations in the analyte solution.
Results and Discussion
Figure 2 shows a typical concentration profile for the ferrocyanide ion in the unit cell. Ferrocyanide is generated in the solution between the electrodes and bulk by the enzyme-catalyzed oxidation of glucose. It reacts at the anode in the center of the unit cell to provide the working electrode current used to measure the concentration of glucose. Ferrocyanide is regenerated at the cathode counter electrodes at the left and right of the cell.
The diffusion of ferrocyanide from the counter to the working electrode is an example of a “redox cycling” process where a single redox reaction is driven in opposite directions at two electrodes with a small geometric separation. This cycling effect amplifies the current and so ensures a linear response to a wide range of glucose concentrations, as illustrated in Figure 3.
Figure 2: Ferrocyanide concentration for an external glucose concentration of 1 mol/m3.
Figure 3: Current density versus glucose concentration.
References
1. J. Wang, “Electrochemical Glucose Biosensors,” Chem. Rev., vol. 108, no. 2, pp. 814–825, 2008.
2. P. Atkins and J. de Paula, Physical Chemistry, 9th ed., W. H. Freeman and Company, New York, 2010.
Application Library path: Electrochemistry_Module/Electroanalysis/glucose_sensor
Modeling Instructions
From the File menu, choose New.
New
In the New window, click  Model Wizard.
Model Wizard
1
In the Model Wizard window, Build the model in 2D with the Electroanalysis interface. Solve for three concentrations in a Stationary study.
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3
In the Select Physics tree, select Electrochemistry>Electroanalysis (tcd).
4
Click Add.
5
In the Number of species text field, type 3.
6
In the Concentrations table, enter the following settings:
7
Click  Study.
8
In the Select Study tree, select General Studies>Stationary.
9
Geometry 1
Set the length unit to micrometers and create the geometry using a rectangle and an array of points.
1
In the Model Builder window, under Component 1 (comp1) click Geometry 1.
2
In the Settings window for Geometry, locate the Units section.
3
From the Length unit list, choose µm.
Rectangle 1 (r1)
1
In the Geometry toolbar, click  Rectangle.
2
In the Settings window for Rectangle, locate the Size and Shape section.
3
In the Width text field, type 100.
4
In the Height text field, type 1000.
Point 1 (pt1)
1
In the Geometry toolbar, click  Point.
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In the Settings window for Point, locate the Point section.
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In the x text field, type 12.5.
Array 1 (arr1)
1
In the Geometry toolbar, click  Transforms and choose Array.
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In the Settings window for Array, locate the Size section.
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In the x size text field, type 4.
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Locate the Displacement section. In the x text field, type 25.
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Click  Build Selected.
Your finished geometry should now look like this:
Global Definitions
Import the model parameters from a text file.
Parameters 1
1
In the Model Builder window, under Global Definitions click Parameters 1.
2
In the Settings window for Parameters, locate the Parameters section.
3
Click  Load from File.
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Definitions
Add a nonlocal average coupling that will be used to calculate the average of the current density over one of the electrode surfaces.
Average 1 (aveop1)
1
In the Definitions toolbar, click  Nonlocal Couplings and choose Average.
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In the Settings window for Average, locate the Source Selection section.
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From the Geometric entity level list, choose Boundary.
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Variables 1
1
In the Definitions toolbar, click  Local Variables.
2
In the Settings window for Variables, locate the Variables section.
3
The i_avg variable in marked in orange. This is because the itot variable has not yet been defined. It will be defined and added automatically to the model later on when you add the Electrode Surface feature.
Electroanalysis (tcd)
Now start defining the physics.
Electrode Surface 1
1
In the Model Builder window, under Component 1 (comp1) right-click Electroanalysis (tcd) and choose Electrode Surface.
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3
In the Settings window for Electrode Surface, locate the Electrode Phase Potential Condition section.
4
In the φs,ext text field, type 0.4.
Electrode Reaction 1
1
In the Model Builder window, expand the Electrode Surface 1 node, then click Electrode Reaction 1.
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In the Settings window for Electrode Reaction, locate the Stoichiometric Coefficients section.
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In the νcferro text field, type 1.
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In the νcferri text field, type -1.
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Locate the Electrode Kinetics section. In the i0,ref(T) text field, type i0ref.
Electrode Surface 2
1
In the Physics toolbar, click  Boundaries and choose Electrode Surface.
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3
In the Settings window for Electrode Surface, locate the Electrode Phase Potential Condition section.
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From the Electrode phase potential condition list, choose Counter electrode.
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In the φs,ext,init text field, type 0.1.
Electrode Reaction 1
1
In the Model Builder window, expand the Electrode Surface 2 node, then click Electrode Reaction 1.
2
In the Settings window for Electrode Reaction, locate the Stoichiometric Coefficients section.
3
In the νcferro text field, type 1.
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In the νcferri text field, type -1.
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Locate the Electrode Kinetics section. In the i0,ref(T) text field, type i0ref.
Concentration 1
1
In the Physics toolbar, click  Boundaries and choose Concentration.
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3
In the Settings window for Concentration, locate the Concentration section.
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Select the Species c_glucose check box.
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In the c0,cglucose text field, type c_glucose_ext.
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Select the Species c_ferro check box.
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In the c0,cferro text field, type c_ferro_ext.
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Select the Species c_ferri check box.
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In the c0,cferri text field, type c_ferri_ext.
Reactions 1
1
In the Physics toolbar, click  Domains and choose Reactions.
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In the Settings window for Reactions, locate the Reaction Rates section.
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In the Rcglucose text field, type -R_MM.
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In the Rcferro text field, type R_MM.
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In the Rcferri text field, type -R_MM.
Initial Values 1
1
In the Model Builder window, click Initial Values 1.
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In the Settings window for Initial Values, locate the Initial Values section.
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In the cglucose text field, type c_glucose_ext.
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In the cferro text field, type c_ferro_ext.
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In the cferri text field, type c_ferri_ext.
Mesh 1
The physics settings are now complete. Now customize the mesh and solve the problem.
Size
1
In the Model Builder window, under Component 1 (comp1) right-click Mesh 1 and choose Edit Physics-Induced Sequence.
2
In the Settings window for Size, locate the Element Size section.
3
From the Predefined list, choose Extra fine.
Size 1
1
In the Model Builder window, right-click Free Triangular 1 and choose Size.
2
In the Settings window for Size, locate the Geometric Entity Selection section.
3
From the Geometric entity level list, choose Boundary.
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5
Locate the Element Size section. From the Predefined list, choose Extremely fine.
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Click the Custom button.
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Locate the Element Size Parameters section. Select the Maximum element size check box.
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In the Model Builder window, right-click Mesh 1 and choose Build All.
Your finished mesh should now look like this:
Study 1
Use an auxiliary sweep to solve for a range of different external concentration values for c_glucose_ext.
Step 1: Stationary
1
In the Model Builder window, under Study 1 click Step 1: Stationary.
2
In the Settings window for Stationary, click to expand the Study Extensions section.
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Select the Auxiliary sweep check box.
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In the Home toolbar, click  Compute.
Results
Concentration, ferro (tcd)
The second of the default concentration plots to shows the ferro concentration.
Streamline 1
1
In the Model Builder window, expand the Concentration, ferro (tcd) node.
2
Right-click Streamline 1 and choose Disable.
Concentration, ferro (tcd)
1
In the Model Builder window, click Concentration, ferro (tcd).
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In the Settings window for 2D Plot Group, click to expand the Title section.
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Find the Solution subsection. Clear the Solution check box.
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Find the Type and data subsection. Clear the Type check box.
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In the Concentration, ferro (tcd) toolbar, click  Plot.
Average Current Density
Create a plot of the average current density for different c_ferro_ext values as follows:
1
In the Home toolbar, click  Add Plot Group and choose 1D Plot Group.
2
In the Settings window for 1D Plot Group, type Average Current Density in the Label text field.
Global 1
1
Right-click Average Current Density and choose Global.
2
In the Settings window for Global, locate the y-Axis Data section.
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4
Click to expand the Legends section. Clear the Show legends check box.
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In the Average Current Density toolbar, click  Plot.