Shaemaa Hadi
Abdulsada
ab,
Alvaro
Garcia Cruz
*a,
Christopher
Zaleski
a,
Elena
Piletska
a,
Damla
Ulker
a,
Stanislav
Piletsky
c and
Sergey A.
Piletsky
a
aUniversity of Leicester, Chemistry Department, University Rd, Leicester LE1 7RH, UK. E-mail: agc14@leicester.ac.uk
bMustansiriyah University, College of Science, Chemistry Department, 10047 Baghdad, Iraq
cMemorial Sloan Kettering Cancer Center, 1275 York Avenue, ZRC-13S New York, NY 10065, USA
First published on 20th November 2024
Enzymes are highly complex nanomachines produced by cells with the ability to catalyse diverse chemical reactions. Their applications in biotechnology and molecular diagnostics are widespread. However, most enzymes suffer from poor operational and storage stability and high manufacturing costs. Identifying suitable enzyme for particular substrates of practical importance is often challenging. These limitations are driving the search for synthetic alternatives – nanoparticles with catalytic properties that can mimic enzymatic reactions (nanozymes). A broad variety of organic and inorganic nanoparticles have been developed with catalytic power matching that of natural enzymes. Unfortunately, developing nanozymes with substrate/ligand specificity akin to that of enzymes and antibodies has proven challenging. Here we report a novel generic strategy for the synthesis of highly specific nanozymes mimicking peroxidase based on MIP nanoparticles with gold cores, prepared by a Fenton-like reaction. Synthesis of MIP shells was achieved by localised radical polymerization of monomer mixture triggered by hydroxyl radicals produced by hydrogen peroxide decomposed on the gold surface. The products of this reaction are highly specific and robust composite Au/MIP nanoparticles (Au/MIP nanozymes) with integrated biorecognition and catalytic properties. In this work we also explore the use of synthesised Au/MIP nanozymes in oxidation of BPR by hydrogen peroxide for colorimetric detection of template analytes such as amphetamine. The developed assay allowed the detection of corresponding analytes at nanomolar concentrations in complex biological matrices. The assay was robust and easy to perform with minimal operational steps. These findings hold great promise for developing a new form of homogeneous, completely abiotic, highly sensitive, highly specific user-friendly assays for in vitro diagnostics.
One potential solution to these problems involves the use of molecular imprinting to create binding sites on the nanozyme's surface, thereby adding specific recognition to the innate catalytic power of nanoparticles.13–16 Molecularly imprinted polymers (MIPs) offer the potential to provide the same level of specificity and selectivity as biological receptors, while also being affordable, durable, and capable of indefinite storage without requiring special environmental conditions.17 In contrast to natural receptors, MIPs can tolerate a much wider range of temperatures and pH values.18,19 Their properties are tuneable and customizable, which renders them ideal for use in assays and sensors.19 Another advantage is that MIPs can be synthesized using a generic, ‘standard’ protocol which can be applied to imprint a diverse range of small molecules, peptides, and proteins.20,21 Iron oxide and especially gold nanoparticles have previously been demonstrated to be able to serve as alternatives to HRP by generating a colorimetric signal in assays.22,23
Previously, nanozymes based on Fe3O4, CeO2, and gold nanoparticles imprinted with dyes capable of catalyzing their oxidation were reported.15 However, a significant challenge with this approach was that the dye itself acted as both the target molecule and the substrate, making it difficult to independently evaluate the nanozymes’ recognition capabilities and catalytic activity. Additionally, both the iron oxide particles used as controls and the nanozymes demonstrated varying levels of catalytic activity, which facilitated dye oxidation. The limitations of these nanozymes were likely due to the aggregation of iron oxide particles caused by crosslinking during the synthesis process, which resulted in nanoparticles with poorly defined structures. As a result, both the molecularly imprinted (MIP) and non-imprinted (NIP) iron oxide nanoparticles displayed catalytic activity, complicating the evaluation of the imprinting process and making it difficult to differentiate the material's specific catalytic effects. This issue also led to cross-reactivity in both MIPs and NIPs, likely stemming from the uncontrolled formation of the polymer shell and inconsistent particle sizes during chemical polymerization in solution. To address these challenges, we employed solid-phase synthesis as an alternative approach.20,21
In the past, we have successfully developed MIP-coated iron oxide nanoparticles for heterogeneous assays.21,24,25 These iron oxide nanoparticles played a crucial role in amplifying the signal generated by the specific binding of MIPs to the immobilized target. The intensity of colour developed in the catalytic reaction involving H2O2 and TMB was directly proportional to the analyte's concentration. Nevertheless, challenges emerged when employing iron oxide as a nanozyme, primarily due to persistent aggregation phenomena observed within such systems and the relatively modest catalytic effect displayed by iron oxide in this reaction. Also, we have previously described the use of iron oxide nanoparticles with intrinsic peroxidase-like activity in the presence of hydrogen peroxide for the development of heterogeneous colorimetric test for vancomycin.24 These particles possessed a core–shell structure, with an imprinted polymer shell surrounding the Fe3O4 core. The assay was based on free vancomycin and vancomycin immobilized on the microtiter plate surface competing in binding to Fe3O4-MIPs. Upon addition of Fe3O4-MIPs and vancomycin, the extent of nanoparticles bound to the well surface was found to be dependent on the amount of free vancomycin in solution (by measuring the peroxidase activity) after incubation and washing to remove unbound Fe3O4-MIPs. The peroxidase activity was determined by addition of standard colorimetric substrate 3,3′,5,5′-tetramethylbenzidine (TMB) for ELISA and hydrogen peroxide. Although the developed assay benefited from the robustness of the components involved, the procedure still required multiple steps including a washing step, which limited its efficiency. In addition, the immobilisation of the template onto microplate wells is tedious and led to experimental errors.
Alternatively, gold nanoparticles can serve as a superior alternative to metal oxide catalysts.7 Gold-based nanozymes exhibit the ability to catalyse various reactions (albeit non-specifically).26 They particularly excel as peroxidase mimics, finding application in a multitude of assays and sensor platforms.27 However, functionalizing gold nanoparticles with MIPs is not a straightforward task. Ideally, the polymerization reaction should be confined to the surface of the nanoparticles, obviating the complex process of separating MIP-coated gold from the polymers formed in solution. The process of polymer grafting can capitalize on the fact that many well-known nanomaterials exhibit catalytic activity in polymerization reactions, including nanoparticles made of cerium oxide, gold, platinum, palladium, V2O5, Fe3O4, and graphene oxide.28 This unique attribute enables polymerization to occur on the surface of catalytic nanoparticles without the need for additional initiators.29 The present solid-phase synthesis method enables precise control over particle size and catalytic properties, resulting in well-defined, individual nanoparticles. Crucially, the gold nanozymes exhibit distinct recognition and catalytic behaviours, with no cross-reactivity observed, addressing the limitations of earlier methods. Additionally, this approach can be effectively applied in biological matrices, making it suitable for forensic applications. This represents a significant advancement in the development of nanozymes for specific target detection in complex environments.
This study introduces solid-phase synthesis as a novel approach for nanozyme assembly, offering significant advancements. Additionally, it presents a colorimetric assay specifically designed for forensic applications. We propose the development of gold-based nanozyme particles specifically tailored for small target molecules like amphetamine, mimicking the recognition properties of antibodies with the catalytic activity of enzymes. Unlike previous reports, these gold nanozymes demonstrate target-specific recognition through an “actuation” mechanism, where binding to the target molecule induces structural changes similar to antibody–antigen interactions. This binding also activates the nanozymes’ catalytic properties, mimicking the induced-fit mechanism seen in enzymes. These properties are applied in a colorimetric assay using dyes as reporting agents. This article outlines the solid-phase synthesis process of MIP-coated gold nanoparticles imprinted with amphetamine. The procedure relies on the Fenton-like catalytic activity of gold nanoparticles, which can effectively catalyse hydrogen peroxide disproportionation. The formation of hydroxyl radicals on the gold surface initiates a confined polymerization reaction onto the nanoparticle surface. This reaction results in the creation of highly specific and durable composite Au/MIP nanozymes, possessing both integrated biorecognition and catalytic properties. Catalytic properties of the synthesized Au/MIP nanozymes were investigated and exploited in the oxidation of BPR by hydrogen peroxide for the colorimetric detection of amphetamine. The choice of amphetamine as the target analyte illustrates the efficiency of the developed protocol in forensic applications.
Moreover, polymer specificity arises from conducting the polymerization reaction in the presence of template molecules immobilized on a solid surface. Consequently, the generated nanozyme, after removal, contains recognition sites specific to the target molecule. The solid phase approach to molecular imprinting has proven to be an effective tool for producing “monoclonal” MIPs with superior affinity and specificity.33–36 Incorporating a gold core into hybrid nanoparticles not only facilitates efficient Fenton catalysis but also triggers catalytic reactions analogous and tailored to enzymatic processes, such as catalase or peroxidase. (Fig. 1).
Au/MIP nanoparticles (Au/MIP nanozymes) were prepared as described in the Methods section, using commercial gold nanoparticles with size 5–100 nm. Control nanoparticles (Au/NIP nanozymes) were synthesized in the same manner but in the absence of target molecules. The chemical composition of the nanozymes was characterized through FTIR analysis, confirming the presence of a polyacrylamide shell (Fig. S1, ESI†). Representative transmission electron microscopy (TEM) images of the core–shell particles produced in this work are shown in Fig. 2. Dynamic light scattering (DLS) results show similar size for the Au/MIP and Au/NIP nanozymes (124.5 ± 1.8 nm, PDI = 0.112, and 107.9 ± 2.3 nm, PDI = 0.163, correspondingly). These low PDI values suggest that the nanoparticles in both samples were relatively uniform. TEM images and DLS data presented indicated a significant variation in size of synthesised Au/MIP nanozymes, varying from 98.4 for 5 nm Au core to 726 nm for 100 nm Au core nanoparticles. The primary reason for this discrepancy is that DLS measures the hydrodynamic size of gold particles in solution, where they tend to aggregate, and the measurement is based on light scattering, which is less precise than electron microscopy. In contrast, TEM involves sample preparation methods such as electric discharge and sonication, which disperse the particles, allowing for the identification of individual particles on dry copper grids. TEM also provides nanometre scale resolution, offering a more accurate measurement of particle size.
Remarkably, each Au/MIP nanozyme features a gold core embedded within a polymeric shell (Fig. 2). Smaller Au nanoparticles appear to be more conducive to generating consistent core–shell structures, unlike larger Au nanoparticles where the polymerization reaction is not confined solely to the gold surface. The catalytic properties of synthesised Au/MIP nanozymes were assessed via a colorimetric assay with BRP (see Materials and method section). Overall there is clear connection between the size of gold core and the catalytic activity of Au/MIP nanozymes (Table 1).
MIP particle | Diameter of Au corea (nm) | Diameter of Au/MIP nanozyme particlesb (nm) | K m (mM) | V max (nM s−1) | LOD (nM) | Linear range (nM) |
---|---|---|---|---|---|---|
a TEM measurements. b DLS measurements. | ||||||
MIP1 | 5 | 98.4 ± 2.4 | 4.0 | 1.5 × 10−4 | 0.17 | 0.6–40 |
MIP2 | 20 | 124.5 ± 1.8 | 3.8 | 1.0 × 10−4 | 0.23 | 0.6–40 |
MIP3 | 50 | 324.2 ± 7.3 | 5.5 | 7.0 × 10−5 | 0.46 | 2.0–40 |
MIP4 | 100 | 726.9 ± 13.6 | 4.0 | 5.5 × 10−5 | 0.52 | 10–40 |
NIP | 5 | 89.01 ± 3.1 | 1.0 | 5.0 × 10−5 | No response to the target | No response to the target |
The combined actions of these two components produces analyte-specific enhancement of the catalytic activity of the Au/MIP nanozymes in the Fenton-like reaction with hydrogen peroxide and the dye BPR. This effect, mimics the peroxidase-like activity commonly observed in colorimetric assays. A decrease in BRP absorbance correlates with the concentration of amphetamine in the sample. Overall, this mechanism allows specific detection of the target molecules in complex biological samples through a homogeneous colorimetric assay, providing a sensitive and specific diagnostic tool. This innovative approach combines the catalytic properties of gold nanoparticles with the specificity of MIPs, offering a promising avenue for the development of homogeneous diagnostic assays with enhanced resilience and simplicity compared to traditional enzyme-based assays. Herein, an assay specific for amphetamine detection in biological fluids was developed and numerous factors have been optimized, including incubation time, BPR, nanozyme, peroxide, and analyte concentration.
The actuation mechanism relies on analyte recognition, which triggers conformational changes in nanozyme, leading to swelling and an increase in volume and surface area. This mechanism was previously demonstrated using dynamic light scattering (DLS) measurements.20 In this study, the swelling effect was observed exclusively in the presence of the specific target, resulting in a 20% increase in volume, while no significant changes were noted with other drugs. This effect increased in previous report sensor signal response. This mechanism is akin to the “induced fit” observed in enzymes.38 To illustrate the induced fit phenomena observed for developed nanozymes, their hydrodynamic size was measured in the presence of various targets using DLS. Thus Au/MIP nanozymes in solution displayed a size of 98.4 ± 1.5 nm (PDI, 0.130). Upon exposure to amphetamine, the Au/MIP nanozymes swelled, increasing in size by ∼51% (Fig. S2, ESI†) confirming the amphetamine recognition by the Au/MIP nanozyme. Conversely, in response to the same concentration of paracetamol the size of the Au/MIP nanozymes showed negligeable size change (∼4%). This outcome highlights that specific actuation exclusively occurs in the presence of the target analyte, as depicted in Fig. S2 (ESI†). The control experiments using a control Au/NIP (non-imprinted polymer, NIP) do not show any significant change (<2.6%). In addition, AuMIP's selectivity towards amphetamine was confirmed using localized surface plasmon resonance (LSPR). The nanozyme's LSPR response is sensitive to changes in polymer conformation due to the presence of gold nanoparticles. The binding of the target molecule induces conformational changes in the AuMIP polymer, which alters the local refractive index and, consequently, the plasmon resonance. Significant changes in the plasmon resonance of AuMIP (91%) were observed in the presence of amphetamine, as shown in Fig. S3 (ESI†). In contrast, AuMIP exhibited no significant interaction with paracetamol, confirming the specificity of amphetamine recognition.
Subsequently, the optimal concentration of nanozymes was used to refine the hydrogen peroxide concentration, as depicted in Fig. S7 (ESI†). The reaction rate was found to depend on peroxide concentration, both with and without the presence of amphetamine. Furthermore, the reaction rate increased proportionally with amphetamine concentration until reaching its maximum velocity (Vmax) at 14.7 mM H2O2. In the presence of amphetamine, the Michaelis–Menten constant (Km) was lower (4.0 mM) compared to its absence (6.0 mM). This indicates that amphetamine enhances the reaction rate, as shown in Table S4 (ESI†). Accordingly, the kinetic study revealed a clear effect of amphetamine on BPR oxidation catalysed by Au/NIP nanozymes, as depicted in Fig. S8 and detailed in Table S5 (ESI†). Also, the catalytic activity dependency on amphetamine concentration can be observed on the UV-vis spectra of the assay, where it can be seen that absorbance decreases with increasing concentrations of amphetamine (Fig. S9, ESI†). Also, MIP1 and MIP2 exhibit higher catalytic activity compared to MIP3 and MIP4 (Fig. S10 and S11, ESI†). This difference is attributed to the size of the gold nanoparticles; smaller nanoparticles offer a larger surface area, leading to a higher reaction rate.
The linear range was found to be between 0.6 and 40 nM, under these conditions, as demonstrated in Fig. 3. Importantly, the detection range of the assay falls within a clinically relevant range for forensic applications. An amphetamine concentration ranging from 20 to 100 ng mL−1 (equivalent to 0.148 nM to 0.74 nM) in urine is considered acceptable and falls within the therapeutic range.40 Conversely, concentrations exceeding 100 ng mL−1 (0.74 nM) in urine may indicate potential drug abuse and extremely high levels exceeding 2500 ng mL−1 (18.5 nM) can be toxic and potentially fatal. In contrast, concentrations surpassing 100 ng mL−1 (0.74 nM) in urine may suggest possible drug abuse, while exceptionally elevated levels exceeding 2500 ng mL−1 (18.5 nM) can be life-threatening and toxic.41 The assay specificity was analysed by comparing responses of Au/MIP and Au/NIP nanozymes (Fig. 3 and Fig. S12, ESI†). Therefore, no noticeable response to amphetamine was detected for Au/NIP nanozymes. A fold change of 500 was found in the binding affinity towards the target between MIP and NIP, indicating a significantly greater specificity and efficiency of the MIP in recognizing and binding to the target molecule. This demonstrates the effectiveness of the imprinting process. The imprinting factor was reported as suggested. The lack of catalytic activity observed in the non-imprinted polymer (NIP) primarily stems from the polymer shell shielding the catalytic surface of the gold nanoparticles, preventing any actuation (no swelling). This is due to the absence of recognition cavities. Consequently, when the NIP is exposed to the target, it fails to exhibit any catalytic response. Additionally, the imprinting factor indicates that the NIP control lacks significant catalytic activity. This compelling result proves the high specificity of the developed assay for a corresponding target.
Once the working conditions of the assay were established, efforts were directed towards optimizing the size of the gold core and the thickness of the polymer shell for the corresponding Au/MIP nanozymes. A comprehensive summary of the parameters that were fine-tuned for the synthesized nanozymes and assay performance is presented in Table 1. This resulted in the creation of 4 different MIP samples with particle sizes ranging from 100 to 627 nm, as depicted in Fig. 2. Our findings indicated that MIP1 and MIP2, with gold cores of diameter 5 nm and 20 nm respectively, exhibited the highest reaction rates in the oxidation of the BPR dye, as well as the highest response to amphetamine. Variations in gold concentration or polymerization time had very little impact on assay performance. The assay exhibited its highest response to amphetamine for smaller particles with a thinner layer of the polymeric shell (Fig. S13, ESI†). The assay selectivity was assessed for other drugs such as paracetamol, morphine, and cocaine. As depicted in Fig. 4, practically no cross-reactivity was observed for interfering molecules, demonstrating the excellent selectivity of Au/MIP nanozymes for a corresponding target.
Commonly, colorimetric ELISA assays often suffer from matrix effects and interference when used with biological samples due to the complex nature of these matrices. Biological samples, like blood or urine, contain cells, proteins, enzymes, small molecules such as urea, creatinine, electrolytes and other compounds that can non-specifically bind to the assay components or interfere with the signal generation. Also, biological samples can further complicate the detection by affecting enzyme activity or antibody binding. These interactions can alter the assay's sensitivity and specificity, leading to false positives or negatives.42 To overcome these issues, the nanozymes present a potential solution to these issues, offering high specificity for the target molecule by creating recognition sites tailored to the analyte, thus reducing non-specific interactions. Additionally, nanozymes, which mimic enzyme activity, provide more controlled catalytic properties, which enhance the assay's selectivity. As result nanozymes can significantly minimize interference from biological matrices, making them more suitable for complex sample analysis in comparison to traditional ELISA. To demonstrate potential applications, the nanozymes assay was employed to detect amphetamine levels in both urine and plasma. The assay remains operational within these biological matrices as shown in Fig. 3. The assay's limit of detection (LOD) was determined to be 0.17 nM in buffer, 5.1 nM in urine, and 23.9 nM in plasma. Nanozymes reduce cross-reactivity and matrix effects in assays due to their highly specific recognition sites, tailored to the target molecule during polymerization. These sites allow nanozymes to selectively bind the analyte, minimizing interference from other substances in biological samples. Unlike traditional ELISA assays, which often suffer from non-specific binding and matrix effects due to the complexity of samples like blood or urine, nanozymes offer enhanced selectivity. Nanozymes enable robust catalytic activity and more accurate detection in complex matrices, providing a stable and specific alternative to antibody-based assays.
Additionally, assay performance was measured over 6 months for Au/MIP nanozymes stored in fridge at 5 °C. No noticeable variations were observed for nanozymes stored in these conditions (data not shown), indicating excellent stability of synthesised materials. Additionally, the stability and performance of the nanozyme and the assay were assessed over the course of a year. The nanozyme was stored in solution at 4 °C in 5 mM PBS. It remained very stable with constant activity for the first 60 days. However, the assay response decreased by 6.7% after 90 days and by 13.3% after 180 days, after which the response stabilized. This decline is likely due to aggregation and biological contamination. Future studies will aim to improve storage conditions, such as lyophilization of the nanozyme and the use of preservatives like Proclin-200, as shown in Fig. S14 (ESI†).
The key advantage of the nanozyme assay presented here is the high selectivity. Additionally, nanozymes can be relatively easy to design and prepare with high yields. The nanozyme assay demonstrates superior sensitivity compared to other methods, with a remarkably low limit of detection (LOD) of 0.17 nM (0.023 ng mL−1), which is orders of magnitude lower than other assays (Table 2). Its linearity range of 0.6–40 nM (0.08–5.41 ng mL−1) is also highly precise, enabling accurate detection of very low amphetamine concentrations. This exceptional performance is achieved through the enhanced catalytic activity of the nanozyme, which benefits from the increased surface area of smaller gold nanoparticles. Additionally, the stability and specificity of the nanozyme assay further enhance its reliability, making it a highly effective tool for amphetamine detection and potentially applicable for different targets.
Method | LOD (ng mL−1) | Linearity (ng mL−1) | Ref. |
---|---|---|---|
Colorimetric sensor | 5.0 × 106 | 1 × 106–8 × 106 | 43 |
Solid gel colorimetric matrix | 2.1 × 105 | 1 × 105–5 × 106 | 44 |
Au@Ag colorimetric biosensor | 0.0149 | 0–0.1 | 45 |
Inorganic colorimetric assay | 7.5 × 105 | 5 × 105–9 × 105 | 46 |
sDNAzyme assay | 0.5 | 0–500 | 47 |
MIP-dye displacement assay | 9.0 × 103 | 1 × 107–1 × 109 | 48 |
Hybrid nanozyme | 28.6 | 0–100 | 49 |
Nanozyme assay | 0.023 ng mL−1, 0.17 nM | 0.08–5.41 ng mL−1, 0.6–40 nM | This study |
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4ma00917g |
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