Abstract
Gold nanorods possess optical properties that are tunable and highly sensitive to variations in their aspect ratio (length/width). Therefore, the development of a sensing platform where the gold nanorod morphology (i.e., aspect ratio) is modulated in response to an analyte holds promise in achieving ultralow detection limits. Here, we use a dithiol peptide as an enzyme substrate during nanorod growth. The sensing mechanism is enabled by the substrate design, where the dithiol peptide contains an enzyme cleavage site in-between cysteine amino acids. When cleaved, the peptide dramatically impacts gold nanorod growth and the resulting optical properties. We demonstrate that the optical response can be correlated with enzyme concentration and achieve a 45 pM limit of detection. Furthermore, we extend this sensing platform to colorimetrically detect tumor-associated inhibitors in a biologically relevant medium. Overall, these results present a subnanomolar method to detect proteases that are critical biomarkers found in cancers, infectious diseases, and inflammatory disorders.
Keywords: proteolysis, enzyme activity, peptides, biosensing, gold nanorods, biomarkers
Graphical Abstract
INTRODUCTION
Plasmonic gold nanomaterials have attracted immense research attention and are found in a variety of applications such as biomedical imaging,1–4 drug delivery,5,6 theranostics,7,8 and biosensing.9–11 They are extremely useful in sensing due to their large surface-area-to-volume ratio that enables substantial ligand loading and thus sensitivity.12 Furthermore, they possess remarkable optical properties that are tunable based on the size and aggregation state. In particular, spherical gold nanoparticles (AuNSs) that exhibit a localized surface plasmon resonance (LSPR) and a correspondingly large scattering cross section in the visible region have been utilized in colorimetric assays to detect an array of biomarkers.13
Unlike AuNSs, anisotropic gold nanostructures possess optical properties that are tunable via more nuanced structural changes such as edge sharpness in gold nanocubes,14 tip sharpening or dulling in gold nanostars,15 and possibly the most reported alterations in the aspect ratio of gold nanorods (AuNRs).16–19 Aspect ratio-dependent optical properties are especially pronounced in AuNRs because they exhibit both a transverse and longitudinal LSPR located along their short and long axis, respectively. The longitudinal plasmon has been extensively studied because it has a substantially larger molar absorptivity than comparatively sized AuNSs while having a peak extinction in the near-infrared (NIR) region.20
Numerous methods have been developed to tune the optical properties and aspect ratio of AuNRs.21 The simplest techniques involve adjustments to the ratio of reactants, where higher Ag(I) concentrations result in higher aspect ratios and lower ascorbic acid and seed concentrations result in lower aspect ratios.22,23 Changing from ascorbic acid to more mild reducing agents and the addition of aromatic weak acids such as salicylate and hydroquinone can produce high-aspect-ratio rods with less spherical impurities.24–26 Other methods, and of most relevance to this study, include the addition of thiolated biomolecules that form Au–S bonds on particular crystal facets altering the gold deposition rate and nanoparticle growth trajectory. The addition of thiol-containing bioadditives glutathione (GSH), cysteine (Cys), and methionine into a AuNR growth solution was recently demonstrated to be a reliable method to reduce their aspect ratio.27 Postsynthesis modifications have also been employed, where ligand sizes ranging from small thiolated molecules (e.g., GSH, Cys, and thiocholine) to large biomolecules such as DNA and bovine serum albumin have been shown to impact the overgrowth of AuNRs.28
Published work on the modulation of AuNR growth in the presence of proteolysis is rare. Liz-Marzán and coworkers showed that acetylcholinesterase can hydrolyze acetylthiocholine to produce the thiol-containing molecule thiocholine which then binds to AuNRs during growth.29 Other reports typically involve nanorod overgrowth or H2O2 etching where the aspect ratio is tuned via Fenton-like reactions.30–34 This approach proved to be a reliable method to colorimetrically detect cancer biomarkers in the urine of bladder cancer patients.35 Despite these advances, a nanoparticle-based sensing mechanism where the aspect ratio of synthesized AuNRs (and resultant optical properties) is modulated in the presence of cancer biomarkers is yet to be demonstrated.
Here, we use a gold nanoparticle-peptide sensor that utilizes the differential in adsorption between a parent peptide and its cleaved counterpart to modulate gold nanorod synthesis in response to trypsin activity. We use trypsin as a model enzyme because it is found at elevated concentrations in the serum and urine of acute pancreatitis and cancer patients (0.06–3.6 μM)—especially pancreatic cancer patients—and predictably cleaves after Lys and Arg amino acids.36,37 We demonstrate that trypsin in conjunction with the dithiol peptide Gly-Cys-Lys-Gly-Cys-Gly (GCKGCG) can alter AuNR growth to produce a final mixture of high-aspect-ratio rods, low-aspect-ratio rods, and faceted nanospheres. The relative ratio of these products greatly impacts the optical properties of the solution and can be correlated with enzyme activity. To investigate this sensing mechanism, we test a series of control peptides and show that the key for nanoparticle shape modulation is the number and location of Cys amino acids within the peptide substrate. The time-to-readout, the temporal cleavage of GCKGCG by trypsin, and the inhibition of trypsin by tumor-associated inhibitors are also presented and analyzed within the context of our platform.
EXPERIMENTAL SECTION
Materials.
Gold(III) chloride trihydrate, cetyltrimethylammonium bromide (CTAB), hydroquinone, sodium borohydride, silver nitrate, trifluoroacetic acid (TFA), 2,2′-(ethylenedioxy)diethanethiol, thioanisole (EODT), anisole, piperidine, trypsin from porcine pancreas (T4799), and bovine pancreatic trypsin inhibitor (BPTI) were purchased from Sigma-Aldrich. Fmoc-amino acids, Fmoc-Gly-Wang resin, and HBTU were received from Aapptec (Louisville, KY, USA). Diisopropylethylamine and ethyl ether anhydrous were purchased from Fisher Scientific. GCKGCG, GGKGGG, and GGKGCG were either purchased from Genscript Inc. (New Jersey, USA) or synthesized. Pooled human urine was collected from Innovative research (Novi, MI).
Characterization.
Transmission electron microscopy (TEM) images were collected using a Thermo Fisher Talos F200X G2 operating at 200 kV and analyzed using ImageJ software. Extinction spectra were collected using a Perkin Elmer Lambda 1050 UV–vis–NIR spectrometer. High-performance liquid chromatography was performed using a Shimadzu LC-40 and a 5 μm C18 column (20 × 100 mm).
Synthesis of Peptides.
GCKGCG, GGKGGG, and GGKGCG were made using standard Fmoc synthesis on an Aapptec eclipse personal peptide synthesizer. Wang resin was used as the solid support for all peptides and was cleaved using a mixture of TFA/EODT/thioanisole/anisole (88:5:5:2, v/v) for 3 h under an argon blanket. The freshly cleaved peptide was precipitated in −80 °C diethyl ether and washed several times (3×) using centrifugation. After the final centrifugation cycle, diethyl ether was decanted and the white peptide slurry was dissolved in an H2O/glacial acetic acid mixture (90:10, v/v) to ensure TFA salt replacement with acetate salt during lyophilization. The peptide was frozen, lyophilized overnight, and then stored at −20 °C under an argon blanket.
Purification of Peptides.
The peptides were dissolved in a mixture of water and acetonitrile at 4 mg/mL and applied to the column through a 1 mL loop. The sample was eluted at 1 mL/min with a 30 min gradient from 10 to 40% solvent B, where solvent A is water (0.05% TFA solution) and solvent B is acetonitrile (0.05% TFA solution). Preparative injections were monitored at 190, 220, and 254 nm. The purified peptide was frozen at −80 °C and lyophilized overnight to produce a white powder. Chemical structures of peptides were confirmed using electrospray ionization–mass spectrometry (ESI–MS).
Seed Synthesis.
Seed-mediated growth was employed with slight modification. CTAB (5 mL, 0.2 M) and HAuCl4·3H2O (5 mL, 0.5 mM) were mixed under mild stirring at 30 °C and held for 5 min to ensure full complexation between gold salt and CTAB.38 NaBH4 (600 μL, 10 mM) was injected under vigorous stirring, leading to a light brown solution.
Peptide-Protease-Mediated AuNR Growth.
Peptide and trypsin were incubated at 37 °C at the desired concentrations for 1 h in phosphate-buffered saline (PBS) buffer (137 mM NaCl, 10 mM Na2HPO4, 2.7 mM KCl, 1.8 mM KH2PO4, pH 7.4). The growth solution was prepared with slight modification as described elsewhere by adding HAuCl4 (2.5 mL, 1.0 mM) and AgNO3 (30 μL, 0.1 M) to CTAB (2.5 mL, 0.5 M) in a 20 mL scintillation vial under mild stirring. Next, hydroquinone (162 μL, 0.1 M) was injected into the solution causing a color change from orange to transparent. Next, 53 μL of the peptide and trypsin mixture was added to the growth solution to give the final reported concentrations and mixed for 30 s. Last, 80 μL of the seed solution was stirred in the growth solution for 30 s, and the reaction mixture was incubated for 15 h in a 30 °C water bath. Nanoparticle samples were purified by centrifugation at 12,000g and redispersed to their original volumes. Experimental procedures for purely peptide-mediated AuNR growth were identical to samples mentioned above but in the absence of trypsin.
Inhibition Experiment.
Trypsin, BPTI, and GCKGCG were all dissolved in a 1:1 mixture of PBS and pooled human urine. The protease, inhibitor, and peptide mixture were incubated for 1 h at 37 °C prior to injection (53 μL) into the growth solution containing CTAB (2.5 mL, 0.5 M), HAuCl4 (2.5 mL, 1.0 mM), AgNO3 (30 μL, 0.1 M), and hydroquinone (162 μL, 0.1 M) to give concentrations of 500 pM, 5.0 nM, and 1.0 μM. 80 μL of the seed solution was added to the growth mixture and stirred for 30 s. The reaction mixture was incubated for 18 h in a 30 °C water bath before characterization. Experiments were performed in triplicate on different days from different stock and seed solutions.
RESULTS AND DISCUSSION
We used the peptide GCKGCG that has two Cys (C) located on either side of the Lys (K) protease cleavage site to differentially modulate AuNR growth in the presence of trypsin (Figure 1A). GCKGCG and trypsin were incubated prior to addition into the AuNR growth solution (Figure 1B) which contained CTAB, HAuCl4, AgNO3, and hydroquinone; the reaction was initiated upon injection of the gold nanoparticle seed (Scheme S1). A seed-based protocol was employed to supply a Au(0) surface for thiols to bind and modify nanoparticle growth (Figure 1C), and we used hydroquinone instead of ascorbic acid as a reductant because it minimizes spherical impurities and produces rods with a large, highly tunable optical window.39 Successful trypsin detection is achieved because substrate cleavage results in the production of two monothiol peptides that bind to the gold surfaces and redirect AuNR growth (Figure 1D).
Increasing amounts of GCKGCG were added into the AuNR growth solution to study the relationship between peptide concentration and the longitudinal LSPR (Figure 2A). When no peptide was injected, the LSPR remained in the NIR range (~1100 nm) as expected. With increasing peptide concentrations, the longitudinal peak gradually blue-shifted from 1098 to 784 nm, and the extinction intensity decreased from 1.8 to 0.93, indicating a reduction in both the AuNR aspect ratio and yield.40 Furthermore, the transverse LSPR at 506 nm became progressively obscured due to the scattering of AuNS impurities with diameters of 20–40 nm.41 The morphological dependence of AuNRs to peptide concentration is caused by the cysteine thiols that disrupt the surface energy between the gold seed and CTAB. During standard preparations of AuNRs (ones that lack thiol additives), anisotropic growth occurs as a result of the preferential growth of {111} over {110} facets due to their differences in surface energy and adsorbed CTAB.42,43 Anisotropic growth is attenuated upon the inclusion of GCKGCG or cleaved products because the Au–S bond is more energetically favorable than the adsorption of CTAB molecules and causes nonspecific Au(I) deposition and hence spherical impurities.44,45
We exploited this phenomenon by using the difference in amino-acid-directed gold nanoparticle growth between the parent peptide before (GCKGCG) and after cleavage (GCK + GCG) to detect the cancer biomarker trypsin. Figure 2B shows gold nanoparticles made with 1.0 μM GCKGCG and varying amounts of trypsin incubated for 1 h at 37 °C prior to injection into the growth solution (Figure S2). Proteolytic cleavage of GCKGCG at the Lys amino acid was confirmed using high-performance liquid chromatography and ESI–MS (Figure S3). Without trypsin, the longitudinal LSPR showed a maximum extinction at 841 nm. Increasing the amount of trypsin caused the longitudinal LSPR (ExL) to blue-shift and decrease in intensity; total scattering at 550 nm (Ex550nm) was increased due to the greater percentage of spherical impurities. We generated a response curve by taking the ratio of Ex550nm to ExL and plotting it against trypsin concentration. An LOD of 45 pM was calculated based on the methods described by Armbruster and Pry (Figure 2C).46 At a trypsin concentration of 150 pM, the absorbance and scattering characteristics of the solution changed enough as to be detectable by eyes (Figure 2D). We chose 1.0 μM GCKGCG to maximize the change in LSPR and allow colorimetric detection, as lower concentrations of peptide gave a weaker optical shift even at a high trypsin concentration (Figure S4). To verify that detection was caused by the cleavage of GCKGCG and not trypsin interfacing with the gold surface or interfering with CTAB micellization during growth,47 we performed control syntheses and confirmed that trypsin alone cannot change the nanorod growth process (Figure S5).
Figure 2E contains TEM images that show the shape evolution of gold nanoparticles with various trypsin concentrations, while GCKGCG is maintained at 1.0 μM. With no trypsin added during the incubation step, the AuNR yield was 77 ± 2.3% with an aspect ratio of 4.9 ± 0.28. Further increases in the amount of trypsin lead to the synthesis of lower-aspect-ratio AuNRs and in lower yields. Low-magnification TEM images and AuNR yields can be found in Figure S6. No AuNRs were formed at the highest trypsin concentration of 500 pM.
To investigate how the proteolysis of GCKGCG by trypsin impacts the final particle morphology, we collected high-resolution TEM (HR-TEM) images and fast Fourier-transform (FFT) patterns from samples prepared without and with trypsin. AuNRs made with no trypsin had FFTs with reflections indexed to the {100} and {110} Au crystal planes, confirming their single crystallinity (Figure S7). This is in agreement with the crystalline structure of CTAB—AuNRs previously reported.48 In comparison, nanoparticles made with the highest trypsin concentration contained polycrystalline impurities and had FFTs that lacked an indexable diffraction pattern. HR-TEM imaging also confirmed the synthesis of multiply twinned gold nanostructures (Figure S8).49 This morphological dependence on trypsin concentration is presumably caused by the increase of monothiolated peptides upon substrate cleavage, which bind to the lower-index Au crystal planes that would typically evolve into rod tips during growth. Au–S bond formation and Au(I) reduction both occur simultaneously after seed injection, although complete Au–S binding occurs in less than 5 min, while complete gold reduction takes ~3 h (Figure S9). This causes Au deposition on the seed surface to be redirected from the low-index planes and leads to the synthesis of faceted gold nanospheres.50
To confirm the proposed mechanism, we synthesized (Figure S10) and tested two control probes: GGKGGG containing no thiol and GGKGCG containing a single thiol near its C-terminus end. GGKGGG was tested to reaffirm that the nanoparticle morphology was modulated via Au–S bonds and not through carboxylate or amino groups.51–53 Indeed, 1.0 μM GGKGGG and increasing trypsin concentrations did not alter the AuNR growth process (Figure 3A). Although the carboxylate and amino groups likely play a role in Au(I) surface reduction during growth, the above findings indicate that Au–S bonds have the most impact on the final nanoparticle morphology. GGKGCG contains a single thiol and blue-shifts the longitudinal LSPR with increasing concentration in a similar manner to GCKGCG (Figure 3B). When 1.0 μM GGKGCG and increasing amounts of trypsin were incubated before injection into the growth solution, though, no blue shift or reduction in the intensity of the longitudinal LSPR was observed (Figure 3C). We attribute the failure of GGKGCG to act as a trypsin sensor due to its monothiol nature, where cleavage at the Lys amino acid (Figure S11) does not increase free thiol species that can bind to the gold surface during growth as is the case with GCKGCG.
After investigating the sensing mechanism, we sought to determine the time-to-readout and the nanoparticle growth process by monitoring the LSPRs after seed injection for 4 h in 15 min intervals. Figure 4A shows the time evolution of nanoparticles prepared with 1.0 μM GCKGCG and 0 pM trypsin. The longitudinal LSPR maximum first appears around 771 nm (1 h after the injection of the seed). Over the next 1 h, the intensity of the LSPR maximum increases as well as red-shifts to 908 nm before blue-shifting to 863 nm in the final 2 h. A final UV–vis spectrum was attained after 18 h that shows a final LSPR maximum of 828 nm (Figure S12). This optical behavior is consistent in standard AuNR syntheses where initial seed-symmetry breaking results in high-aspect-ratio rods that then grow widthwise from adatom addition to the boundary between {111} and {100}/{110} crystal planes.54
Figure 4B shows the time evolution of nanoparticles prepared with 1.0 μM GCKGCG and 500 pM trypsin. After 30 min, the initial LSPR at 536 nm with an extinction of 0.023 gradually develops over 3.5 h to have a final LSPR of 542 nm with an extinction of 1.03. This optical behavior is akin to rods prepared in the presence of GSH—a biologically abundant tripeptide that also contains a cysteine amino acid.55 Additionally, the absence of an extinction increase at wavelengths >850 nm indicates that no high-aspect-ratio nanoparticles were synthesized. To the naked eye, the growth solutions that contained no trypsin and trypsin both showed color ~30 min (Figures S14 and 15), although it was difficult to discern a difference between them until 1 h postseed injection (Figure 4, insets). Including the 1 h incubation period before growth, these experiments show that the visual time-to-readout of our test is ~2 h.
To demonstrate the ability of our system to monitor the temporal cleavage of our substrate, we performed experiments with a constant GCKGCG and trypsin concentration and increasing incubation times (Scheme S2). Aliquots of the peptide and trypsin mixture were taken from the same stock, and nanoparticles were synthesized from the same seed to control for variation between growth solutions. Figure 4C shows a reduction in intensity of the longitudinal plasmon mode from 1.47, 1.14, 1.01, 0.81, 0.48, and 0.28 for incubation times of 0, 5, 10, 20, 40, and 60 min, respectively. Taking the ratio of Ex550nm to ExL and plotting it against their incubation times give a curve that mirrors a pseudo-first order enzymatic kinetic curve. This accords with conventional fluorogenic substrates that similarly probe enzymatic activity.56–58 The increased scattering at 550 nm is visible by eyes (Figure S16) and caused by an increase in the number of spherical impurities synthesized (Figure 4D). AuNR yields and TEM images at all incubation times are provided in Figure S17. Taken together, this once again confirms that the shape and ratio of final nanoparticles are determined by the amount of substrate converted to the product by trypsin and serves as a valuable proxy to probe proteolysis.
Pancreatic secretory trypsin inhibitors are tumor biomarkers first identified in the urine of patients with ovarian cancer.59 Later studies confirmed that enhanced levels are also found in gynecological, pancreatic, and gastrointestinal cancers.60–62 As a proof-of-concept, we incubated GCKGCG, trypsin, and BPTI in a 1:1 mixture of pooled human urine and PBS. Figure 5A shows a significant blue shift in the longitudinal LSPR in the absence of BPTI (−) and no LSPR shift with BPTI (+). The BPTI (+) curve produces a response as if no trypsin was added during incubation, signifying successful inhibition and minimal cleavage of the peptide substrate. Control experiments were performed where the LSPR exhibited no dependence on BPTI in the absence of trypsin (Figure S18). Additionally, the difference in the ratio of the longitudinal plasmon resonance and the extinction at 550 nm for both BPTI (−) and BPTI (+) is statistically significant (**p < 0.01). The colorimetric LOD is 5 nM, and the color difference is easily observed (Figure 5B). These experiments demonstrate that this approach enables the colorimetric detection of inhibitors associated with tumor progression in a biologically relevant fluid.
CONCLUSIONS
Observing the optical and morphological difference between AuNRs grown with uncleaved and cleaved dithiol peptides is a powerful tool to monitor enzyme activity. We demonstrated that this response is colorimetric and caused by an increase in free thiol species upon proteolysis. More specifically, we elucidated the sensing mechanism which is enabled by a peptide that contains an enzyme cleavage site sandwiched between two cysteine amino acids. As a proof-of-concept, we showed that this sensing mechanism could be extended to discriminate between urine samples containing tumor-associated inhibitors by the naked eye. Further directions include the use of more complex peptides with multiple cleavage and Cys sites, utilization of other anisotropic gold nanoparticles (e.g., nanocubes, nanoprisms, and so forth), and computationally driven studies that could inform more robust peptide designs.
Supplementary Material
ACKNOWLEDGMENTS
The authors acknowledge NIH funding under R01 DE031114. MNC acknowledges fellowship support from NIH T32 CA153915. CAM acknowledges support from ARCS (Achievement Reward for College Scientists) and the National Science Foundation Graduate Research Fellowship Program under grant no. DGE-1650112.
Footnotes
Supporting Information
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acsami.1c11620.
GCKGCG structure, sensing schematic, temperature-dependent proteolysis, GCKGCG cleavage, low GCKGCG concentration, trypsin control, TEM images, HR-TEM image of AuNR, HR-TEM image of AuNP, Au–S binding, control peptide structures, GGKGCG cleavage, 18 h growth, interference experiment, images of control, images demonstrating detection, schematic of temporal cleavage, temporal color change, TEM images, BPTI control, and LOD calculation (PDF)
Complete contact information is available at: https://pubs.acs.org/10.1021/acsami.1c11620
The authors declare no competing financial interest.
Contributor Information
Wonjun Yim, Materials Science and Engineering Program, University of California, San Diego, California 92093, United States;.
Jiajing Zhou, Department of Nanoengineering, University of California, San Diego, California 92093, United States;.
Jesse V. Jokerst, Department of Nanoengineering, Materials Science and Engineering Program, and Department of Radiology, University of California, San Diego, California 92093, United States;.
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