Anil Kumar Palad,
Md Nazmul Hossainbe,
Saverio Brognab,
Nicholas J. Goddardc and
Ruchi Gupta
*a
aSchool of Chemistry, University of Birmingham, Birmingham, B15 2TT, UK. E-mail: r.gupta.3@bham.ac.uk
bSchool of Biosciences and Birmingham Centre of Genome Biology, University of Birmingham, B15 2TT UK
cUnaffiliated
dDepartment of Physics and Nanotechnology, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, Chennai 603203, Tamil Nadu, India
eDepartment of Microbial Biotechnology, Faculty of Biotechnology and Genetic Engineering, Sylhet Agricultural University, Sylhet 3100, Bangladesh
First published on 2nd May 2025
Early diagnosis of diseases such as kidney disease relies on the successful measurement of albumin concentration in urine. We report label-free detection of human serum albumin (HSA) using a leaky waveguide (LW) optical biosensor. The LW reported in this work comprised a few microns-thick mesoporous polyacrylamide hydrogel film deposited on a glass substrate by casting and, for the first time, copolymerized with N-(3-aminopropyl)methacrylamide (APMAA) to provide functional amine groups required to immobilise recognition elements, half-antibody fragments. Furthermore, this is an unprecedented report on the use of a high molecular weight (3700 D) poly(ethylene glycol) diacrylamide in contrast to previously reported low molecular weight bis-acrylamide crosslinkers to increase the porosity of waveguide films. Equally, other parameters such as molar ratio of APMAA to acrylamide and total weight of (monomers and crosslinker) to volume ratio were optimised to obtain hydrogel films with pore size and amine groups required to immobilise half-antibody fragments in hydrogel films. Three different strategies for immobilisation of recognition elements; two based on streptavidin biotin interactions and the third based on half fragments of antibody were studied. The third immobilisation strategy resulted in the most reproducible results and hence was used to measure the equilibrium dissociation constant of HSA and its corresponding half-antibody fragments. Using the LW-based label-free optical biosensor, HSA was successfully detected with a limit of detection of 28 ng mL−1 in buffer and the lowest concentration of HSA measured in this work was 66.5 ng mL−1. This capability of quantitation of HSA by the LW can be built upon to realise a LW biosensor for early detection of diseases including kidney disease.
Another label-free optical sensor is the leaky waveguide (LW),19 which has been shown to be able to measure diverse analytes including immunoglobulin G (IgG), thrombin, average iron content of ferritin, bacteria, and organophosphorus pesticides.20–24 The simplest LWs comprise a few microns thick film with RI lower than the substrate but higher than the liquid sample on top of the film. Light is partially confined in the low RI film of LWs by Fresnel reflection at the film/substrate interface which makes the waveguide film leaky, allowing prism coupling. The RI of the waveguide can change because of binding of analytes to recognition elements immobilised in the film or and/or change in composition and/or temperature of liquid sample. Compared to LWs with non-porous waveguide films where analytes and recognition elements are only present on the surface of the waveguide films, LWs with waveguide films made of porous hydrogels offer ∼9 times higher sensitivity by increasing the immobilisation density of recognition elements and maximizing the fraction of light that can interact with analyte-recognition elements complexes.21 As reported previously,20 the refractive index sensitivity (RIS) of LWs with porous waveguide films is ∼120° RIU−1. The minimum RI resolution of LWs is ∼10−6, which is comparable to typical surface Plasmon resonance (SPR) devices with continuous metal film and prism coupling.25,26 In contrast to SPR, which only works with light of transverse magnetic (TM) polarisation, LWs can work with light of any polarisation and even with unpolarised light (as in this work). Equally, the RIS and minimum RI resolution of LWs is independent of the polarisation of light.27 Furthermore, RIS of LWs with a porous waveguide is independent of the thickness of the waveguide film.27 This is because LWs with porous waveguides are bulk sensors, and their performance is minimally influenced by variations in film thickness and/or surface roughness.
This is an unprecedented report on LWs with waveguide films made by polymerising acrylamide and N-(3-aminopropyl)methacrylamide (APMAA) monomers with crosslinker, poly(ethylene glycol) diacrylamide (PEGDAm-3700). While APMAA provided the amine groups required for immobilisation of recognition elements, the high molecular weight of PEGDAm-3700 in comparison to previously used bis-acrylamide crosslinker, resulted in films with high porosity. This porosity allowed immobilisation of recognition elements in the waveguide films, improving sensitivity and limit of detection. The films of APMAA, acrylamide and PEGDAm-3700 were deposited on glass substrates by casting where the precursor solution was sandwiched between two glass substrates separated by polystyrene beads. In this case, the initial thickness of the hydrogel films was determined by the diameter of the polystyrene beads, and one of the glass substrates was chemically treated to allow covalent immobilisation of the hydrogel film to the glass. Although the approach of using beads to make films of controlled thickness has been previously reported,28 it has not been used to make waveguide films for sensing as is the case in this work. As the films were covalently bound to the glass substrate, they were robust and could not be damaged by flow of solutions over long periods of time. Equally, for the first time, we showed immobilisation of half fragments of antibodies in the waveguide films of LWs. We studied the affinity between HSA and its corresponding half-antibody fragments immobilised in waveguide films of LWs and determined the equilibrium dissociation constant (KD). Finally, LW biosensors with optimised concentration of half-antibody fragments were for the first time used for label-free quantitation of HSA with a limit of detection (LOD) of 28 ng mL−1 in buffer and the lowest concentration of HSA measured in this work was 66.5 ng mL−1.
100 μL of hydrogel precursor solution was prepared by mixing 9 μL of 40% (w/v) acrylamide, 1.25 μL of TEMED, 0.79 mg of PEGDAm-3700, 0.89 mg of APMAA, and 1.25 mg of APS in N2-degassed de-ionised water. The total concentration of monomers in the precursor solution was 4.5% (w/v) with 10% (mol:
mol) of APMAA
:
acrylamide. This precursor solution was cast between CDVS and TMTFS treated glass substrates with a spacer layer of polystyrene beads. After the solution was polymerised, the TMTFS treated glass substrate was peeled off and the hydrogel film was left behind on the CDVS treated glass substrate because of chemical linkages between the film and CDVS treated glass. The resulting LWs were stored in 100 mM phosphate buffer, pH 7.4 until use.
• Immobilisation strategy 1: 30 μl of 2.5 mg mL−1 NHS–PEG12–biotin solution was pipetted in the sensor flow channel of the flow cell placed on top of the LW. The NHS–PEG12–biotin was allowed to react with the –NH2 groups in LW films for 30 min. A buffer wash was then performed by flowing phosphate buffer pH 7.4 for 12 min. Streptavidin solution of 0.05 mg mL−1 was introduced into the sensor flow channel for 30 min followed by flowing of buffer for 12 min. Then, 0.07 mg mL−1 biotin–protein A was passed through the sensor flow channel for 30 min followed by washing with buffer for 12 min. Throughout these steps, buffer was flowed in the reference channel. Subsequently, 0.1 mg mL−1 of IgG solution was passed through for 30 min in both sensor and reference flow channels. Finally, buffer was passed through for 12 min in both sensor and reference flow channels.
• Immobilisation strategy 2: NHS–PEG12–biotin was attached to the LW film using the procedure described above. A solution containing streptavidin and biotin–protein A in the molar ratio of 1:
0.75, with the concentration of streptavidin being 0.05 mg mL−1, was prepared. The solution was passed through the sensor flow channel for 30 min followed by washing with buffer for 12 min. Throughout these steps, buffer was flowed in the reference channel. Subsequently, 0.1 mg mL−1 of IgG solution was passed through for 30 min in both sensor and reference flow channels. Finally, buffer was passed through for 12 min in both sensor and reference flow channels.
• Immobilisation strategy 3: To immobilise half-antibody fragments, the amine groups in the hydrogel film of a LW were reacted with 8.3 mg mL−1 NHS–PEG2–maleimide for 30 min by pipetting 30 μl of the linker solution in the sensor flow channel of the flow cell. This was followed by flowing of phosphate buffer pH 7.4 for 12 min. Subsequently, 30 μl of half-antibody fragment solution was flowed for 30 min in the sensor channel and then phosphate buffer pH 7.4 for 12 min. Throughout these steps, buffer was flowed in the reference channel. Finally, analyte solution (either anti-IgG or HSA) was passed through both the sensor and reference channels for 30 min followed by washing with phosphate buffer pH 7.4 for 20 min.
To increase the porosity of the hydrogel LW films, we used PEGDAm-3700 as a cross-linker instead of previously reported low molecular weight bis-acrylamide crosslinker. The porosity is also dependent on the concentration of total monomer and the percentage of crosslinker used. Besides making a porous LW film, the quantity of –NH2 groups in the hydrogel films is also important. The films should have a higher –NH2 concentration to bind more recognition elements and hence analytes. The –NH2 concentration is dependent on the concentration of APMAA. Therefore, LW films were fabricated using precursor solutions containing different concentrations of total monomer (4, 4.5 and 5% (w/v)) and different mole percentages of APMAA with respect to acrylamide (5, 10, and 15%). The concentration of the crosslinker PEGDAm-3700 was 0.79% (w/v).
Diffusion studies were performed to determine the porosity of the hydrogel films to species of different molecular weights. The shifts in resonance angles of LW with hydrogel films of different compositions were monitored for glycerol (92 D) and PEG (35, 100, and 300 kDa) solutions of similar RI. The resonance angle is a function of the RI of the waveguide and the solution above. If a species can diffuse in the hydrogel waveguide, the RI of the waveguide will change more in comparison with the case if the species cannot diffuse in the waveguide film. Since the solutions used here have similar RI, the shift in the resonance angle will depend on the porosity of the hydrogel as it will determine if a species can enter the film. Based on diffusion studies, we concluded that the porosity of hydrogel films increased as (1) APMAA concentration increased because of electrostatic interactions between the charged amines causing the film to swell and (2) the total monomer concentration decreased. However, the precursor solution containing 4% (w/v) of total monomers failed to gel reliably. The porosity to 300 kDa PEG was highest for 4.5% (w/v) hydrogel containing 0.89% (w/v) (or, 10 mol%) of APMAA and 0.79% (w/v) of PEGDAm-3700. Thus, subsequent work was undertaken using LWs with hydrogel films of this composition.
Typical two- and one-dimensional reflectivity curves of a LW with a hydrogel waveguide of optimised composition is shown in Fig. 2(a). A comparison of shifts in resonance angles of the optimised LW to glycerol and PEG solutions of similar RI (see Fig. 2(b)) shows that the waveguide film excluded more PEG as the molecular weight increased.
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Fig. 3 One-dimensional experimental and fitted reflectivity profiles of a LW with a cast polyacrylamide waveguide layer. |
We measured two-dimensional reflectivity curves of 42 LWs made using this fabrication method. Each image was divided into 153 rectangles 24 pixels (57.6 μm) high and 5496 pixels wide and the one-dimensional reflectivity profile extracted for each rectangle. These reflectivity profiles were then analysed to extract the slope and non-uniformities in the position of resonance angle across the imaged width of the LW. First, a linear regression was used to determine the slope of the resonance angle with distance across the LW device. After this, the standard deviation of the residuals from the best fite line was used to determine the non-uniformity of the LW. The resulting plot is provided in Fig. 4. Devices with non-uniformity of below 50 millideg. and slope of below ±20 millideg. mm−1 in their resonance angle position were considered to pass the required quality. Considering this criteria, ∼57% LW devices passed the quality check. The two-dimensional reflectivity profiles of a passed and failed LW device are shown in the inset in Fig. 4.
The effectiveness of the immobilisation strategies was determined by the detection of analytes with the results discussed below.
• Immobilisation strategy 1: A schematic showing the attachment of biotin–protein A (recognition element) using strategy 1 is provided in Fig. 5(a). As different solutions were introduced in the sensor and reference channels of the flow cell mounted on top of the LW, shifts in resonance angle (ΔθR) of sensor and reference channels were recorded with time as shown in Fig. 6. The large shift in ΔθR in the sensor channel for NHS–PEG12–biotin was because of the presence of dimethyl sulfoxide (DMSO), which has a RI of 1.479 compared to 1.333 for water. The immobilisation of streptavidin and biotin–protein A in the sensor channel was confirmed by an increase in ΔθR from the baseline at t = 0 to 52.4 ± 0.4 millideg. and 63.1 ± 0.1 millideg., respectively. Finally, IgG was flowed in both sensor and reference channels, but only ΔθR in the sensor channel changed to any significant level (79.1 ± 0.1 millideg.), suggesting specific binding. Although the analyte (IgG) was successfully detected using strategy 1, ΔθR in the sensor channel for the recognition element was relatively small. This can be explained by considering that biotin binding sites of streptavidin might have been used up by the biotin of NHS–PEG12–biotin, leaving only a few sites for the binding of biotin–protein A. Additionally, Fig. 5 shows that ΔθR in the sensor channel decreases on a buffer wash, suggesting that IgG–protein A complex dissociates. This is not surprising considering that analyte and recognition elements (here, IgG and protein A) are involved in dynamic equilibrium where the analyte can bind to recognition elements and then dissociate.34 This dynamic equilibrium between analyte and recognition elements including the on-rate (binding) and off-rate (dissociation) has been studied by other label-free optical biosensors.35,36
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Fig. 5 Schematic showing immobilisation of recognition element using (a) strategy 1 and strategy 2, and (b) strategy 3 in waveguide films of LWs. |
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Fig. 6 Shifts in resonance angle (ΔθR) as different solutions used in immobilisation strategy 1 were flowed in the sensor and reference flow channels of the flow cell on LW. |
• Immobilisation strategy 2: Strategies 1 and 2 were similar, but to ensure that ΔθR in the sensor channel for the recognition element was large, streptavidin and biotin–protein A were mixed in a relative molar ratio of 1:
0.75 and then introduced in the sensor channel of the waveguide film treated with NHS–PEG12–biotin. As different solutions were introduced in the sensor and reference channels of the flow cell mounted on top of the LW, ΔθR of the sensor and reference channels were recorded with time as shown in Fig. 7. In this case, ΔθR in the sensor channel from the baseline at t = 0 changed to 417.3 ± 0.8 millideg. And 594.7 ± 1.0 millideg. for streptavidin + biotin–protein A and IgG, respectively.
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Fig. 7 Shifts in resonance angle (ΔθR) as different solutions used in immobilisation strategy 2 were flowed in the sensor and reference flow channels of the flow cell on LW. |
A comparison of shifts in resonance angles because of IgG binding for strategy 2 was higher than strategy 1 (see Table 1). Despite this improvement, strategy 2 was not ideal because reproducibility was poor. The poor reproducibility of strategy 2 might be because of uncontrolled binding of biotin–protein A to streptavidin during their mixing. Similar to Fig. 6, Fig. 7 shows that ΔθR in the sensor channel decreases on a buffer wash, suggesting that IgG–protein A complex dissociates because IgG and protein A are involved in dynamic equilibrium.
Immobilisation strategy | Shift in resonance angle (ΔθR) from the preceding buffer baseline because of IgG binding (millideg.) (shown as gray arrow in Fig. 6–8) | ||
---|---|---|---|
Sensor | Reference | Sensor–reference | |
Strategy 1 | 16.0 ± 0.1 | 1.3 ± 0.2 | 14.7 ± 0.2 |
Strategy 2 | 178.3 ± 1.0 | −4.9 ± 0.3 | 183.2 ± 1.1 |
Strategy 3 | 103.1 ± 0.4 | −30.3 ± 0.3 | 133.5 ± 0.5 |
• Immobilisation strategy 3: As shown in Fig. 5(b), half fragments of antibodies were immobilised in waveguide films using NHS–PEG2–malemide linker. ΔθR of the sensor and reference channels versus time as different solutions were introduced is shown in Fig. 8. In this case, ΔθR in the sensor channel changed from the baseline at t = 0 to 74.2 ± 0.1 millideg. and 177.3 ± 0.4 millideg. for half fragment of anti-IgG and IgG, respectively. A comparison of shifts in resonance angles because of IgG binding for strategy 3 was significantly higher than strategy 1 but lower than strategy 2 (see Table 1). Furthermore, 3 LW biosensors were made using immobilisation strategy 3 and shift in resonance angle because of IgG binding was recorded for each LW biosensor. These experiments showed that variance in IgG binding signal was ∼25% from sensor to sensor created using immobilisation strategy 3. As this variance was significantly lower than the other two strategies (∼25% versus >50%), immobilisation strategy 3 was used for the remainder of this work. In comparison to strategies 1 and 2, strategy 3 was also beneficial because fewer number of steps were involved.
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Fig. 8 Shifts in resonance angle (ΔθR) as different solutions used in immobilisation strategy 3 were flowed in the sensor and reference flow channels of the flow cell on LW. |
As discussed in section 1, LWs with porous waveguide films offer higher sensitivity than those with non-porous films. Thus, the porosity of waveguide films before and after attachment of half fragments of antibodies immobilised using strategy 3 was determined. As discussed in sub-section 3.2.1, porosity of waveguide films was determined by diffusion studies where ΔθR was measured as glycerol and PEGs of different molecular weights were flowed over the LW. Fig. 9 shows that ΔθR for LWs comprising waveguide films without and with immobilised half antibody fragments was comparable. Thus, the waveguide films with immobilised half antibody fragments were expected to be largely porous to the analyte of interest, HSA, with a molecular weight of ∼66 kDa.
![]() | (1) |
The Langmuirian adsorption model is non-linear except where [A] ≪ KD, when eqn (1) reduces to:
![]() | (2) |
Since only one concentration used (66.5 ng mL−1) was significantly below the KD, the linear part of the Langmuir adsorption model was not applicable and could not be used to determine the limit of detection. Instead, the slope of the response at [A] = 0 was derived by differentiating eqn (1) and substituting [A] = 0.
![]() | (3) |
At [A] = 0:
![]() | (4) |
The slope expressed in degrees is given by:
![]() | (5) |
The standard deviation of the intercept (Sa) was estimated from the root mean square of the standard deviations of the responses of 10 LW biosensors for 0 ng mL−1 HSA, which was 2.31 millideg. The LOD was calculated as:
![]() | (6) |
This gave a LOD of 28 ng mL−1. Fig. 10(a) shows that detection time is long at low concentrations of HSA. This can be explained by considering that detection time is determined by the time taken by the protein to diffuse from solution to the surface of and then in the volume of the waveguide film. The detection time can be reduced by active transport of proteins using for example, electric fields as previously shown by the authors.37
At the time of writing, as summarised in Table 2, there is one electrochemical sensor reported with lower LOD. Attar et al. reported an electrochemical sensor with a LOD of 8.6 ng ml−1 that could also distinguish glycated and non-glycated HSA.38 Most other reported sensors have much higher LODs, ranging from 650 ng ml−1 to 2.5 mg ml−1. As far as label-free optical sensors for HSA are concerned, Liu et al. reported a SPR based label-free optical biosensor for HSA detection with LOD of 4000 ng mL−1 in aqueous buffer.17 This work has improved that LOD to 28 ng ml−1 using a porous LW with a high density of immobilised recognition elements. The LOD of the LW biosensor is well below the physiological range, which is normally 35–50 mg mL−1 in serum and <20 μg mL−1 in urine of healthy persons.39,40
Type of biosensor | Sensing strategy/platform | LOD of HSA (ng ml−1) | Sample matrix | Ref. |
---|---|---|---|---|
Electrochemical | Electrodes coated with a thin layer of a composite containing M13 virus particles | 6600 | Urine | 11 |
Screen-printed carbon electrodes immobilized with AHA | 1550 | Buffer | 8 | |
Electrode surface immobilized with albumin ligand, ∝-HSA | 8.6 | Buffer | 38 | |
Optical | Chemiluminescence lateral flow immunoassay cartridge with integrated amorphous silicon photosensors | 2.5 × 106 | Urine | 9 |
SPR sensor, anthraquinone dye Cibacron Blue F3G-A (CB) immobilised on gold film | 4000 | Buffer | 17 | |
Absorbance of NCur–VO2+ optical nanoprobe forming complex with HSA | 731.5 | Serum | 14 | |
Optical microchips containing recombinant protein binders to sense fluorescently labelled HSA | 650 | Urine | 15 | |
Fluorescence measurement of AHA-(CdSe/ZnS) quantum dot complex | 32 | Buffer | 12 | |
Optical | LW sensor, half fragment of anti-HSA immobilised in polyacrylamide mesoporous hydrogel film | 28 | Buffer | This work |
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d5an00108k |
This journal is © The Royal Society of Chemistry 2025 |