Ah Seong Jang1, Panangattukara Prabhakaran Praveen Kumar1, Dong-Kwon Lim1,2. 1. KU-KIST Graduate School of Converging Science and Technology, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea. 2. Department of Integrative Energy Engineering, College of Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea.
Abstract
Highly sensitive, reliable assays with strong multiplexing capability for detecting nucleic acid targets are significantly important for diagnosing various diseases, particularly severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The nanomaterial-based assay platforms suffer from several critical issues such as non-specific binding and highly false-positive results. In this paper, to overcome such limitations, we reported sensitive and remarkably reproducible magnetic microparticles (MMPs) and a surface-enhanced Raman scattering (SERS)-based assay using stable silver nanoparticle clusters for detecting viral nucleic acids. The MMP-SERS-based assay exhibited a sensitivity of 1.0 fM, which is superior to the MMP-fluorescence-based assay. In addition, in the presence of anisotropic Ag nanostructures (nanostars and triangular nanoplates), the assay exhibited greatly enhanced sensitivity (10 aM) and excellent signal reproducibility. This assay platform intrinsically eliminated the non-specific binding that occurs in the target detection step, and the controlled formation of stable silver nanoparticle clusters in solution enabled the remarkable reproducibility of the results. These findings indicate that this assay can be employed for future practical bioanalytical applications.
Highly sensitive, reliable assays with strong multiplexing capability for detecting nucleic acid targets are significantly important for diagnosing various diseases, particularly severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The nanomaterial-based assay platforms suffer from several critical issues such as non-specific binding and highly false-positive results. In this paper, to overcome such limitations, we reported sensitive and remarkably reproducible magnetic microparticles (MMPs) and a surface-enhanced Raman scattering (SERS)-based assay using stable silver nanoparticle clusters for detecting viral nucleic acids. The MMP-SERS-based assay exhibited a sensitivity of 1.0 fM, which is superior to the MMP-fluorescence-based assay. In addition, in the presence of anisotropic Ag nanostructures (nanostars and triangular nanoplates), the assay exhibited greatly enhanced sensitivity (10 aM) and excellent signal reproducibility. This assay platform intrinsically eliminated the non-specific binding that occurs in the target detection step, and the controlled formation of stable silver nanoparticle clusters in solution enabled the remarkable reproducibility of the results. These findings indicate that this assay can be employed for future practical bioanalytical applications.
The outbreak of coronavirus disease 2019 (COVID-19), which is caused by severe acute
respiratory syndrome coronavirus 2 (SARS-CoV-2), has caused an insidious global
pandemic.[1−3] Early diagnosis is
essential to control the COVID-19 outbreak as it helps in reducing the potential spread of
the virus.[4] Various assays, such as reverse transcription-polymerase
chain reaction (RT-PCR), reverse transcription loop-mediated isothermal
amplification,[5] and clustered regularly interspaced short palindromic
repeats,[6] have been utilized for the detection of SARS-CoV-2 viral
nucleic acids. Among them, the RT-PCR-based assay is the most commonly used method. RT-PCR
involves the conversion of viral RNA into complementary DNA using RNA-dependent DNA
polymerase, which is amplified through thermal cycling. The RT-PCR-based assay relies on
enzymatic amplification to attain attomolar sensitivity; however, this amplification leads
to high false-positive results owing to the presence of artificial signals from sequence
interference by oligonucleotides and cross-reactivity.[7]Therefore, it is essential to develop a new robust assay platform that does not rely on
enzymatic amplification for the diagnosis of COVID-19. There are three different nucleic
acid targets required to verify the infection of SARS-CoV-2 for the diagnosis of
COVID-19,[4,8] which
are the RNA-dependent RNA polymerase (RdRp), the envelope protein (E), and the nucleocapsid
protein (N) genes of SARS-CoV-2. However, there are many variants of these nucleic acid
targets, indicating the importance of accurate and high throughput assay platforms.[9]Several assay platforms, which are based on unique signal amplification strategies using
nanomaterials, have been developed to achieve highly sensitive and reproducible results.
Electrical,[10,11]
electrochemical,[12−14] magnetic,[15] and optical[16,17] signals have been widely investigated as signal transduction modes for
the diagnosis of SARS-CoV-2 infection. Among them, assays based on optical signals, such as
fluorescence and Raman scattering, have been extensively utilized. Although fluorescence
signals are well-established optical signals in various assay platforms, the significant
photobleaching, broad emission spectrum, and lack of molecular information of this signal
have limited their further application.[18] In contrast, Raman signals have
emerged as a promising alternative because they are not susceptible to photobleaching. In
addition, owing to their molecular information and signal amplification via plasmonic
nanomaterials, the surface-enhanced Raman scattering (SERS) phenomenon and the bioanalytical
applications of Raman signals have attracted significant research
attention.[19−23]To obtain an enhanced Raman signal intensity, the formation of nanogaps (ideally less than
1.0 nm), also known as a “hot spot”, using plasmonic nanoparticles (NPs) is
required.[23] Accordingly, two major strategies have been utilized for
the formation of hot spots in most SERS-based assays. One of these strategies involves the
formation of random NP aggregates via salt-induced or specific target binding
events.[24−26] Although this strategy can
be used to detect a single molecule in dry-state analysis, single-molecule detection is not
a realistic practical assay platform for detecting biomolecules because of the unavoidable
non-specific binding between NPs or NPs and biomolecules.[27,28] The other strategy involves the use of NPs as a
label, known as “SERS-tag”, which is composed of specific nanostructures with
nanogaps and Raman reporters.[29−31] Highly bright SERS tags
with Raman reporters can detect multiple nucleic acids or protein targets at aM
sensitivity.[32−34]However, the poor reproducibility of most SERS-based assay platforms that rely on the use
of NPs has limited the further application of these platforms.[20,22,28,35] This is because of the non-specific binding of NPs that occurs in the
target detection step.[28] Moreover, the required conditions for measuring
SERS signals in the dry state or the formation of NP aggregates in the solution state
significantly enhance the Raman signals and background signals. These factors significantly
affect the efficiency of SERS-based assay platforms, particularly at a low target
concentration (22,27]To overcome the non-specific binding problem of SERS-based assay platforms, Chuong et al.
reported a dual-reporter SERS-based biomolecular assay that reduced false-positive signals,
and the reported assay detected 86 pM of the thrombin target and eliminated false-positive
results.[28] However, the sensitivity of this assay is lower than that of
the conventional method (4 pM). To address the reproducibility issue of dry-state SERS-based
analysis, Dai et al. utilized an optical tweezer to control the hot spots in solution to
achieve a sensitive and reproducible SERS-based analysis of single-protein
structures.[35] Although this method characterized the state of a single
protein, it is not a feasible method for a practical assay.To address these issues, we designed new strategies with the hypothesis, which is excluding
the use of NPs in the target detection step and measuring the SERS signals in a stable NP
cluster solution.[23,36] In
a recent study, we demonstrated a two-step assay platform, which utilizes magnetic
microparticles (MMPs) and amplifies SERS signals using gold nanoparticles (AuNPs) to detect
bacterial nucleic acid targets, and the platform exhibited a high sensitivity of up to 30 fM
and excellent reproducibility.[37] However, its sensitivity is
significantly lower than that of the PCR-based assay.In this study, we designed an MMP–SERS-based platform to detect three nucleic acid
targets (i.e., RdRp, E, and N genes)[8] in SARS-CoV-2. A highly stable and
controlled AgNP cluster was prepared, and its ensemble-averaged responses were measured to
examine the reproducibility of the platform. In addition, the sensitivity and selectivity of
the platform for the detection of the targets using two different optical signals (i.e.,
fluorescence and Raman signals) were rigorously compared. Further investigation revealed
that the use of anisotropic Ag nanostructures (i.e., nanostars (AgNSs) and triangular
nanoplates (AgTPs)) greatly improved the sensitivity of the assay for the detection of the
RdRp gene target (10 aM). These results indicate that the MMP–SERS-based assay
platform can effectively address the long-standing issues of NPs and SERS-based assay
platforms. In addition, the results indicate that the MMP–SERS-based assay is a
promising platform, which does not rely on enzymatic amplification, for future practical
bioanalytical applications.
Experimental Section
Chemicals
The oligonucleotides used in this study were purchased from Integrated DNA Technologies
(IDT Inc., Coralville, IA, USA). Dynabeads (M-270, carboxylic acid) were obtained from BBI
Solutions (Madison, Waltham, Massachusetts WI, USA). Silver nitrate (AgNO3),
KBr, PVP (MW 55,000), sodium borohydride (NaBH4), hydroxylamine, trisodium
citrate dihydrate, l-ascorbic acid, sodium hydrosulfide (NaHS), ethylene glycol
(EG), AgNPs (40 nm),
N-(3-dimethylaminopropyl)-N′-ethylcarbodiimide
hydrochloride (EDC), N-hydroxysuccinimide (NHS), and
2-(N-morpholino)ethanesulfonic acid (MES) hydrate were purchased from
Sigma-Aldrich (St. Louis, MO, USA). Sodium phosphate monobasic dihydrate
(NaH2PO4·2H2O), sodium phosphate dibasic anhydrate
(Na2HPO4), sodium chloride (NaCl), sodium hydroxide (NaOH), and
hydrogen peroxide (H2O2; 30%) were obtained from Daejung Chemicals
& Metals Co., Ltd. (Siheung, South Korea).
Instruments
Extinction spectra were obtained using ultraviolet–visible (UV–vis)
spectrometry (SCINCO, South Korea). The NPs were characterized using TEM (H-7100, Hitachi,
Tokyo, Japan). Bright-field and fluorescence images were recorded using a microscope
equipped with a 40× air objective and 100× oil immersion objective lens (1.3
N.A.; Olympus, DP80, Tokyo, Japan) and EzScan software (NOST, South Korea). A Cytation 3
cell imaging multimode reader (BioTek Inc., Winooski, USA) was used to measure the
fluorescence intensity.
DNA Information
Target-specific probe sequences were designed by modifying SARS-.CoV-2 sequences (25 base pairs).[8] The target sequences of the RdRp, E,
and N genes were 5′-GCATCTCCTGATGAGGTTCCACCTG-3′ (melting temperature
(Tm): 61.0 °C),
5′-CGAAGCGCAGTAAGGATGGCTAGTGT-3′ (Tm: 62.3
°C), and 5′-TGGCAATGTTGTTCCTTGAGGAAGT-3′
(Tm: 59.0 °C), respectively.[8] The
capture probe sequence, which was half complementary to the target sequence, was modified
using an amine group, an A10 spacer (i.e., 10 adenine bases), and a short
polyethylene group on the 5′ end of the sequence. The RdRp, E, and N gene capture
probes were 5′-NH2-A10-PEG-CAGGTGGAACCT-3′,
5′-NH2-A10-PEG-ACACTAGCCATCC-3′, and
5′-NH2-A10-PEG-ACTTCCTCAAGG-3′, respectively.The signal probe sequences were designed and used for both fluorescence-based and
SERS-based detection. The RdRp, E, and N gene signal probe sequences were
5′-CATCAGGAGATGC-ATTO 488 dye-3′, 5′-TTACTGCGCTTCG-ATTO 565
dye-3′, and 5′-AACAACATTGCCA-ATTO 647N dye-3′, respectively.Three different fully complementary DNA sequence probes with fluorescent dyes, i.e., the
ATTO 488-modified RdRp gene signal probe (5′-AGGTTCCACCTG-ATTO 488 dye-3′),
ATTO 565-modified E gene signal probe (5′-GGATGGCTAGTGT-ATTO 565 dye-3′),
and the ATTO 647N-modified N gene signal probe (5′-CCTTGAGGAAGT-ATTO
647N-3′), were used to measure the number of the capture probes attached to the
MMPs.
Preparation of the Capture Probe-Modified MMPs
Capture probe-modified MMPs were prepared using the EDC coupling method.[49] First, carboxylic acid-modified Dynabeads (MMPs, 100 μL, 30 mg/mL)
were washed using 25 mM MES buffer (100 μL) for 10 min. Subsequently, the MMPs were
separated by applying a magnetic field for 2 min, after which the supernatant was removed.
This step was repeated two to three times. Thereafter, amine-modified DNA oligonucleotides
(i.e., RdRp, E, and N gene capture probes, 10–4 M, 20 μL each)
were added to the MMP solution (100 μL, 30 mg/mL). After incubating the solution
using slow-tilt rotation at room temperature for 30 min, EDC solution (100 mg/mL in 100 mM
MES buffer, 30 μL) was added to the MMP solution, after which the resulting solution
was incubated overnight using slow-tilt rotation. Last, the MMPs were washed with 50 mM
ethanolamine in PBS (pH 8.0) for 60 min using slow-tilt rotation at room temperature. The
washing step with PBS was repeated four times. The obtained capture probe-modified MMPs
were redispersed in distilled water (DW, 10 mL).
Measurement of the Number of the Capture DNA on the MMPs
The binding and quantity of the capture probe sequences on the MMPs were confirmed by
hybridizing the MMPs with fully complementary dye-modified DNA sequences. After
hybridizing the MMPs (100 μL) with the dye-modified DNA sequences (50 μL,
10–6 M) for 3 h in 0.3 M PBS, the sequences were washed five times
using 0.15 M PBS, after which they were separated from the MMPs by heating the solutions
to 95 °C. The number of released DNA sequences was determined based on the
fluorescence intensity and calibration curves. The numbers of the capture DNA sequences of
RdRp, E, and N genes per MMP were approximately 2.1 × 104, 4.7 ×
104, and 1.6 × 104, respectively.
Fluorescence Measurement Conditions
The fluorescence images of the MMPs hybridized with signal probes were obtained using a
microscope equipped with a filter set. The ATTO 488, ATTO 565, and ATTO 647N signals on
the MMPs were detected using green fluorescent protein (518–559 nm),
tetramethylrhodamine (572–638 nm), and cyanine 5 (665–715 nm) filters
exposed for 0.5, 0.15, and 2 s, respectively. The fluorescence intensities of the signal
probe solutions were measured by exciting them at specific wavelengths of 500 nm (ATTO
488), 570 nm (ATTO 565), and 650 nm (ATTO 647N) and recording the fluorescence intensity
at wavelengths of 530, 600, and 680 nm, respectively.
SERS Measurement Conditions
SERS spectra were collected using an inverted Raman microscope (NOST, South Korea) with a
40× objective lens (0.6 N.A.) (Olympus, Tokyo, Japan) from a solution by illuminating
the solution with a 532 nm laser (21 mW at the sample). The scattered Raman signal was
detected using a confocal motorized pinhole (100 μm) directed toward a spectrometer
(FEX-MD, NOST, South Korea; 1200 g mm–1 grating) and finally to a
spectroscopy charge-modified device camera (Andor (DV401A-BVF), Belfast, Northern
Ireland).
Solution-State Raman Analysis
For each SERS spectral analysis, AgNPs (optical density: 10, 3 μL) were mixed with
3.0 μL of the signal probe solution released from the MMPs. Immediately after the
addition of 3.0 μL of PBS (0.15 M) to the mixture, the solution (9.0 μL) was
transferred to the well of a silicone isolator (diameter: 2.5 mm) on a cover glass and the
Raman spectrum was measured (exposure time: 1 s).
Conditions for Raman Mapping
The dried spots on the glass surface of AgNP solution with signal probe sequences were
imaged with Raman mapping analysis. About a 1.5–2.0 mm spot on the glass was
scanned with a 40× objective for the 25 × 25 pixels (1 s exposure time per
pixel; it takes about 12 min for single-spot imaging). The Raman mapping images were based
on the intensity of the Raman shift at 1348 cm–1 for ATTo 488 (RdRp
gene), 1502 cm–1 for ATTO 565 (E gene), and 1426 cm–1
for ATTO 647N (E gene).
Preparation of Silver Nanostars (AgNSs)
AgNSs were synthesized based on a previously reported method.[50]
Typically, 0.5 mL of 6.44 mM hydroxylamine and 0.5 mL of 0.05 M NaOH were mixed and
agitated for 2 min. Subsequently, 9.0 mL of 0.98 mM AgNO3 solution was added
into the mixture immediately and the solution was further agitated for 5 min. Last, 100
μL of 0.29 mM trisodium citrate was added and the solution was shaken for 15 min.
After the solution turned dark gray, it was centrifuged (2600 relative centrifugal force
(RCF), 15 min) and the residue was redispersed in DW to adjust the optical density to
1.0.
Preparation of Silver Triangular Nanoplates (AgTPs)
Citrate-stabilized AgTPs were synthesized as follows.[51] Typically, a
solution consisting of 39.3 mL of DW, 2.0 mL of trisodium citrate (75 mM), 256 μL of
H2O2 (0.6%), and 186 μL of AgNO3 (10 mM) was
prepared. Subsequently, the solution was subjected to vigorous stirring, after which 192
μL of sodium borohydride (NaBH4, 100 mM) was rapidly added to initiate
reduction, which was accompanied by a change in the color of the solution to a pale yellow
color. After 5 min, the color shifted to golden yellow. Thereafter, the solution was
stored overnight at room temperature. Following this aging period, 2.1 mL of the seed
stock was added to a clean 8 mL vial and stirred vigorously. Subsequently, 200 μL of
l-ascorbic acid (5.0 mM) was added to this mixture, after which
AgNO3 (10 mM) was added to the solution dropwise until a yellow-orange color
was obtained (typically 100 μL). The resulting solution was centrifuged (2600 RCF,
15 min) three times, after which the residue was redispersed in 5.0 mL of water and stored
at 4 °C.
Preparation of Silver Nanocubes (AgNCs)
AgNCs were synthesized based on a previously reported method.[52]
Typically, 6.0 mL of EG was pre-heated (150 °C) under stirring. Next, 100 μL of
3.0 mM NaHS solution in EG was injected. After heating the reaction mixture for 10 min,
1.5 mL of PVP (20 mg/mL, MW ∼55,000) and 0.5 mL of AgNO3 (48 mg/mL) in
EG were sequentially injected into the mixture. After the addition of AgNO3,
the clear and colorless solution turned purple-black and changed to a transparent bright
yellow color. Finally, the solution changed to a whitish brown color and remained opaque.
The reaction mixture was cooled down, diluted with acetone, and centrifuged at 2600 RCF
for 15 min. The obtained residue was washed with water, centrifuged (2600 RCF, 15 min, 3
times), and finally suspended in 4.0 mL of DW.
Results and Discussion
Design of the MMP-Based Assay for the Detection of Target Viral DNA
MMPs showed excellent dispersibility in solutions owing to their superparamagnetic
property.[38] Consequently, MMPs can efficiently bind with target
molecules and can be easily separated by applying an external magnetic field.[39] In addition, a high throughput assay can be achieved using MMPs owing to
the multiple binding sites of MMPs.[39,40] In this study, as a proof of concept, MMPs (2.8 μm, COOH surface
functionality) were modified using the three amine-modified capture probe sequences of
RdRp, E, and N gene targets via EDC coupling chemistry. The probe sequences were partly
complementary to their specific target DNA sequence (Scheme ). The numbers of the capture probe sequences of the RdRp, E, and N
gene targets per MMP were approximately 2.1 × 104, 4.7 ×
104, and 1.6 × 104, respectively (Figure S1).
Scheme 1
Schematic of the Magnetic Microparticle (MMP)-Based Assay for the Detection of
Virus DNA Targets
(a) First, the three capture probes for the RNA-dependent RNA polymerase (RdRp),
the envelope protein (E), and the nucleocapsid protein (N) genes of SARS-CoV-2 were
attached to the MMPs in solution, after which the sample was added. Subsequently,
the MMPs hybridized with the capture probes and target DNA were separated by
applying a magnetic field. (b) Fluorescence intensity and surface-enhanced Raman
scattering (SERS) signals from the MMPs and released signal probes were measured
from the capture probes and Ag nanoparticles (AgNPs). T, assay
temperature Tm, melting temperature.
Schematic of the Magnetic Microparticle (MMP)-Based Assay for the Detection of
Virus DNA Targets
(a) First, the three capture probes for the RNA-dependent RNA polymerase (RdRp),
the envelope protein (E), and the nucleocapsid protein (N) genes of SARS-CoV-2 were
attached to the MMPs in solution, after which the sample was added. Subsequently,
the MMPs hybridized with the capture probes and target DNA were separated by
applying a magnetic field. (b) Fluorescence intensity and surface-enhanced Raman
scattering (SERS) signals from the MMPs and released signal probes were measured
from the capture probes and Ag nanoparticles (AgNPs). T, assay
temperature Tm, melting temperature.In the first step, the MMPs were hybridized with both the target and signal probe
sequences (fluorescence-tagged), which were partly complementary to their specific target
DNA sequences. In the second step, the fluorescence intensity of the MMPs, which is
proportional to the quantity of the target DNA, was measured. The fluorescence signal
intensity could also be measured after releasing the signal probes into distilled water by
increasing the temperature of the MMP solution to 95 °C
(>Tm) (Figure S2).[37] The SERS-based detection was enabled by the
fluorescence molecules in the released signal probes and the PBS-induced stable AgNP
clusters in the solution (Figure S3). Consequently, the performances of the assay based on two
different optical signals (i.e., fluorescence and Raman scattering) could be accurately
compared. As the NPs were not involved in the target detection step (first step), the
possibility of non-specific binding between the NPs and the target was eliminated. In the
second step, the detection of optical signals (i.e., fluorescence or Raman responses) from
the MMPs or AgNP clusters in solution was performed to compare the assay performances of
both platforms (Scheme ). For Raman analysis,
two different experimental setups such as solution-state analysis or dry-state analysis
(Raman mapping) were performed (Figure S3).
Formation of Stable Silver Nanoparticle Clusters in Solution
The formation of hot spots using plasmonic NPs is essential to obtain a significantly
enhanced Raman scattering signal intensity.[22,23] However, the SERS measurement in the dry state showed a
high background signal and poor reproducibility in the assay results. The solution-state
analysis also showed a low signal reproducibility because of the random aggregation of NPs
and rapidly changing aggregated states in the solution.[22,23] Therefore, in this study, we focused on
solution-state Raman analysis and investigated the electrolyte conditions that enable the
production of uniform and stable AgNP clusters in solution for more than 30 min at room
temperature (Figure ). The four representative
electrolyte compositions such as phosphate buffer (PB), NaCl, 0.3 M PBS, and 0.15 M PBS
were investigated. As shown in Figure a, the
addition of PB alone (10, 1.0, and 0.1 mM) did not induce the formation of AgNP clusters
in the AgNP mixture and signal probe sequence, which could be attributed to the weak
adsorption affinity of PB on the AgNPs.[41] In contrast, the addition of
NaCl solution (0.3 and 0.15 M) into the mixture induced an instant change in the color of
the mixture to gray and the complete aggregation of NPs within 0.5 h. However, the
addition of NaCl (0.3 and 0.15 M) in the presence of PB (i.e., PBS; 10 mM) induced a mild
change in the color of the AgNP solution. With the addition of 0.3 M PBS, the color of the
solution changed to a pale gray color, and with the addition of 0.15 M PBS, the AgNP
solution turned yellowish gray. In addition, a significant formation of aggregates was
observed with the addition of 0.3 M PBS after 1 h; however, the solution containing 0.15 M
PBS turned gray after 1 h. Transmission electron microscopy (TEM) images (Figure b, (1)–(4)), dark-field (D/F) images, and Raman
analysis results (Figure c, (1)–(4))
revealed the exact state of the AgNP clusters produced under different conditions. As the
addition of PB did not induce the formation of AgNP clusters in the AgNP solution, it
exhibited no Raman response (Figure c, (1));
however, as the addition of NaCl induced the formation of aggregates, as shown in the TEM
image and D/F image (Figure b, (2)), it
exhibited detectable but significantly fluctuating Raman responses when measured for 20 s
(Figure c, (2)). In contrast, the TEM and D/F
images (Figure b, (3, 4)) confirmed the
formation of relatively small AgNP clusters in the solution containing 0.3 and 0.15 M PBS.
Furthermore, strong and uniform Raman responses when measured for 20 s were obtained from
the AgNP cluster solutions induced by 0.3 and 0.15 M PBS (Figure c, (3, 4)). The results indicate that the instant formation of
aggregates and low colloidal stability is not a desirable condition to obtain a
reproducible Raman response. The mild electrolyte condition that can maintain the state of
aggregates in solution for a long time is a more desirable condition for a practical
SERS-based assay platform. In this regard, it is concluded that the formation of AgNP
clusters induced by 0.15 M PBS is the most preferable electrolyte condition for the
formation of stable AgNP clusters with dye-modified signal probe sequences.
Figure 1
Results of the salt-induced formation of AgNP clusters in solutions. (a)
Time-dependent changes in the color of the solution with addition of PB (10, 1, and
0.1 mM), NaCl (0.3, 0.15, and 0.075 M), 0.3 M PBS (0.3, 0.03, and 0.003 M), and 0.15 M
PBS (0.15, 0.015, and 0.0015 M), (b) transmission electron microscopy (TEM) images and
dark-field images of the AgNP clusters, and (c) time-dependent Raman spectra of the
solutions of (1) PB (10 mM, 0 h), (2) NaCl (0.3 M, 0 h), (3) 0.3 M PBS (0.3 M, 0 h),
and (4) 0.15 M PBS (0.15 M, 0 h).
Results of the salt-induced formation of AgNP clusters in solutions. (a)
Time-dependent changes in the color of the solution with addition of PB (10, 1, and
0.1 mM), NaCl (0.3, 0.15, and 0.075 M), 0.3 M PBS (0.3, 0.03, and 0.003 M), and 0.15 M
PBS (0.15, 0.015, and 0.0015 M), (b) transmission electron microscopy (TEM) images and
dark-field images of the AgNP clusters, and (c) time-dependent Raman spectra of the
solutions of (1) PB (10 mM, 0 h), (2) NaCl (0.3 M, 0 h), (3) 0.3 M PBS (0.3 M, 0 h),
and (4) 0.15 M PBS (0.15 M, 0 h).
MMP-Based Assay for Single-Target Detection
Next, we performed a single-target detection using the MMP-based assay (Figure a). First, the MMPs modified with the three capture
probes were hybridized with a single target (i.e., RdRp, E, or N gene targets at a
concentration of 10–9 M) and signal probes (10–6 M) in
0.3 M PBS for 3 h. Subsequently, the MMPs were washed in 0.15 M PBS five times, after
which the fluorescence intensities of the MMP solution and the released signal probes from
the MMPs were measured and the former was imaged. Last, the SERS spectra were obtained
from a mixture containing 3.0 μL of the released signal probes, 3.0 μL of
AgNPs, and 3.0 μL of 0.15 M PBS solution (Figure a). The color of the AgNP solution (yellowish green) readily changed to gray,
indicating the slight aggregation of AgNPs. In addition, a strong fluorescence intensity
could only be obtained from the MMP solutions in the presence of a specific target gene
sequence, such as RdRp, E, and N, whereas a low fluorescence intensity was observed in the
absence of a target (Figure b). Moreover,
similar results were observed in the fluorescence images of the MMPs. In addition, the
released signal probe solution exhibited a strong fluorescence intensity in the presence
of targets (Figure c).
Figure 2
Magnetic microparticle (MMP)-based assay for the detection of a single-nucleic acid
target. (a) Assay procedures for three different targets (RNA-dependent RNA polymerase
(RdRp), the envelope protein (E), and the nucleocapsid protein (N) genes of
SARS-CoV-2). (b) Measured fluorescence intensity and images of the MMPs. (c)
Fluorescence intensities of the released signal probes from the MMPs. (d)
Surface-enhanced Raman scattering (SERS) spectra of the released signal probes (ATTO
488 for the RdRp gene, ATTO 565 for the E gene, and ATTO 647N for the N gene). Scale
bar: 10 μm. T, assay temperature;
Tm, melting temperature.
Magnetic microparticle (MMP)-based assay for the detection of a single-nucleic acid
target. (a) Assay procedures for three different targets (RNA-dependent RNA polymerase
(RdRp), the envelope protein (E), and the nucleocapsid protein (N) genes of
SARS-CoV-2). (b) Measured fluorescence intensity and images of the MMPs. (c)
Fluorescence intensities of the released signal probes from the MMPs. (d)
Surface-enhanced Raman scattering (SERS) spectra of the released signal probes (ATTO
488 for the RdRp gene, ATTO 565 for the E gene, and ATTO 647N for the N gene). Scale
bar: 10 μm. T, assay temperature;
Tm, melting temperature.Furthermore, the SERS spectra of the solution containing the signal probes and AgNPs were
consistent with the reference Raman spectra (dotted line) of ATTO 488, ATTO 565, and ATTO
647N dyes obtained at a laser excitation of 532 nm (Figure d). The two characteristic peaks at 1348, 1643
cm–1 for ATTO 488 (RdRp gene), 1502, 1651 cm–1 for
ATTO 565 (E gene), and 1426, 1631 cm–1 for ATTO 647N (E gene) were
clearly identified. As a higher local electromagnetic field was obtained with the
excitation of AgNPs at a shorter wavelength (532 vs 633 nm), a wavelength of 532 nm was
considered as a more preferable laser source for the Raman analysis (Figure S3).[42] These results indicate that the MMPs
exhibited a sequence-specific binding capability toward their single DNA target.
Comparison of the Sensitivity of the Fluorescence and SERS Signals
The sensitivity performances of the MMP-based assay for two different optical signals
(i.e., fluorescence and Raman signals) were compared. To this end, the binding of MMPs
with various concentrations of the target (10–9,
10–10, 10–12, and 10–15 M) at a
fixed signal probe concentration (10–6 M; 0.15 M PBS, 3.0 h
hybridization time) was performed. After the washing step, the fluorescence intensities of
the MMPs and released solutions as well as the SERS spectra of the solution mixtures and
dried spots of the solution mixtures were obtained. For the RdRp gene target, the
fluorescence intensity (blue square) of the MMPs and released solution decreased
significantly at concentrations below 10–10 M (Figure
a). This could be attributed to the fact that the
signal-to-noise ratio was not sufficiently large at ranges between 10–10
and 0 M. Moreover, the MMPs were not visible in the fluorescence images at target
concentrations below 10–10 M (Figure b). However, distinguishable Raman spectra were observed in the SERS spectra
from the mixture of released solution at a target concentration of 10–15
M (Figure c) and AgNPs. The SERS mapping images
for the dried spot of the mixture, which was based on the Raman shift at 1348
cm–1, could be observed at a target concentration of
10–15 M (Figure d).
Figure 3
Comparison of the sensitivity of the fluorescence signal intensity and
surface-enhanced Raman scattering (SERS)-based signal for three targets of SARS-CoV-2.
(a) Fluorescence intensity of the magnetic microparticles (MMPs) and signal probes.
(b) Fluorescence images of the magnetic microparticles (MMPs) (ATTO 488). (c) SERS
spectra and (d) Raman mapping images of the RdRp gene target at various concentrations
(10–9 to 10–15 M). (e) Fluorescence intensities
of the MMPs and signal probes (ATTO 565). (f) Fluorescence images of the MMPs. (g)
SERS spectra and (h) Raman mapping images of the E gene target at various
concentrations (10–9 to 10–15 M). (i) Fluorescence
intensities of MMPs and signal probes (ATTO 647N). (j) Fluorescence images of the
MMPs. (k) SERS spectra and (l) Raman mapping images of the N gene target at various
concentrations (10–9 to 10–15 M). Scale bar = 10
μm.
Comparison of the sensitivity of the fluorescence signal intensity and
surface-enhanced Raman scattering (SERS)-based signal for three targets of SARS-CoV-2.
(a) Fluorescence intensity of the magnetic microparticles (MMPs) and signal probes.
(b) Fluorescence images of the magnetic microparticles (MMPs) (ATTO 488). (c) SERS
spectra and (d) Raman mapping images of the RdRp gene target at various concentrations
(10–9 to 10–15 M). (e) Fluorescence intensities
of the MMPs and signal probes (ATTO 565). (f) Fluorescence images of the MMPs. (g)
SERS spectra and (h) Raman mapping images of the E gene target at various
concentrations (10–9 to 10–15 M). (i) Fluorescence
intensities of MMPs and signal probes (ATTO 647N). (j) Fluorescence images of the
MMPs. (k) SERS spectra and (l) Raman mapping images of the N gene target at various
concentrations (10–9 to 10–15 M). Scale bar = 10
μm.For the E gene target, the limit of detection (LOD) of the fluorescence intensity of the
MMPs and the released signal probes was observed at 10–10 M (Figure e,f), whereas a signal intensity was observed
in the SERS spectrum and SERS mapping image (based on the Raman shift at 1502
cm–1) at a target concentration of 10–15 M (Figure g,h). For the N gene target, the LOD values
of the fluorescence intensity of the MMPs and released signal probes were observed at
10–10 M (Figure i,j),
whereas a signal intensity was observed in the SERS spectra and SERS mapping images (based
on 1426 cm–1) at a target concentration of 10–12 M
(Figure k,l), which was lower than those of
ATTO 488 and ATTO 565. This could be attributed to the non-resonant effect of ATTO 647N
dyes at an excitation wavelength of 532 nm.In summary, the LOD of the MMP–SERS-based system for the detection of RdRp and E
gene targets was 1.0 fM and that of the N gene target was 1.0 pM with detection ranges
from 10–9 to 10–15 M and 10–9 to
10–12 M, respectively, in the solution and dry-state analysis, thereby
demonstrating its excellent performance as a highly sensitive assay platform.[43]In addition to the high sensitivity, the signal reproducibility of the SERS-based assay
is also a critical parameter for practical application. As shown in the Raman spectrum
(Figure c,g,k), the Raman spectral patterns
were consistent with a decreasing target concentration from 10–9 to
10–12 M. However, small new peaks could be observed in the case of the
10–15 M target concentration and no target. Since the Raman signal is
obtained from the solution state, these fluctuating signals are expected to be the
background noise signal from the random orientation of Raman reporters in the silver
nanoparticle clusters. This kind of transiently fluctuating signal becomes more clearly
visible in the case of the low target concentration because of a decreased intensity of
characteristic Raman peaks. This is the reason why the small unusual peak could be seen in
the 10–15 M target concentration. However, the small transient peak is
not greatly problematic in determining the assay results because of the observed two
characteristic peaks of Raman reporters (Figure c,g,k). To further examine the signal reproducibility of the SERS-based assay
platform, three independent assays were performed for the targets at varying
concentrations (10–9, 10–10, 10–12,
and 10–15 M and no target) using MMP, and the Raman responses were
measured. No significant difference in the SERS spectral patterns and intensities in the
three independently performed assays demonstrates the excellent signal reproducibility of
the MMP–SERS assay platform (Figure S4).
Selectivity of the MMP-Based Assay
The capability of an assay to selectively detect a specific target sequence in the
presence of multiple sequences in an analyte is an essential parameter for the practical
application of an assay.[44] To this end, the selectivity of the
MMP–SERS-based assay was evaluated in the presence of dual-target sequences
(Figure S5) and triple-target sequences (Figure ). First, in the presence of dual-target sequences, the assay was
performed by adding the MMPs to binary mixtures of RdRp and E gene target sequences
(concentration: 10–9 M), where the ATTO 488-modified sequence was used
for the RdRp gene, the ATTO 565-modified sequence was used for the E gene, and the ATTO
647N-modified sequence was used for the N gene. The binding of the ATTO 488 and ATTO 565
signal probe sequences to their target sequences was observed; however, the binding of
ATTO 647N was not observed owing to the absence of its target sequence in the mixture
(Figure S5).
Figure 4
Performance of the magnetic microparticle (MMP)-based assay with fluorescence- and
surface-enhanced Raman scattering (SERS)-based detection for multiple binding of the
signal probes of the RNA-dependent RNA polymerase (RdRp), the envelope protein (E),
and the nucleocapsid protein (N) genes of SARS-CoV-2. (a) Schematic overview of the
MMP-based assay for the detection of multiple DNA targets. (b) Fluorescence
intensities and images of MMPs hybridized with multiple signal probes (ATTO 488 for
the RdRp gene, ATTO 565 for the E gene, and ATTO 647N for the N gene). (c)
Fluorescence intensities of the multiple released signal probes. (d) SERS spectra of
the multiple DNA targets. Scale bar = 10 μm. T, assay
temperature; Tm, melting temperature.
Performance of the magnetic microparticle (MMP)-based assay with fluorescence- and
surface-enhanced Raman scattering (SERS)-based detection for multiple binding of the
signal probes of the RNA-dependent RNA polymerase (RdRp), the envelope protein (E),
and the nucleocapsid protein (N) genes of SARS-CoV-2. (a) Schematic overview of the
MMP-based assay for the detection of multiple DNA targets. (b) Fluorescence
intensities and images of MMPs hybridized with multiple signal probes (ATTO 488 for
the RdRp gene, ATTO 565 for the E gene, and ATTO 647N for the N gene). (c)
Fluorescence intensities of the multiple released signal probes. (d) SERS spectra of
the multiple DNA targets. Scale bar = 10 μm. T, assay
temperature; Tm, melting temperature.Similar results were observed in the fluorescence images of the MMPs, released signal
probe solution, and SERS spectra, indicating the excellent selectivity of the signal probe
sequences with no interference in the presence of dual-target sequences (Figure S5).The selectivity of the MMP-based assay was further investigated in the presence of
triple-target sequences (Figure a). For this,
MMPs were added to tertiary mixtures of the RdRp, E, and N gene target sequences
(concentration: 10–9 M) containing the same three signal probe
sequences. Strong and discriminable fluorescence intensity was observed for the specific
target only (Figure b,c). In addition, a high
background fluorescence intensity was observed for the RdRp gene target, which could be
attributed to the relatively high fluorescence signals of the MMPs.[45]
The results in Figure b–d indicate the
absence of mutual sequence interference and the excellent selectivity of the designed
assay.
Improved Sensitivity Using Anisotropic Ag Nanostructures
In this study, the SERS-based assay using AgNPs achieved a sensitivity of 1.0 fM for RdRp
and E gene targets and a sensitivity of 1.0 pM for the N gene target (Figure ). However, to enhance the possibility of replacing the
PCR-based assay with the SERS-based assay, it is essential to further improve the
sensitivity of the SERS-based assay to the attomolar range. In our recent study,[37] we reported an MMP–SERS assay, which exhibited a
sensitivity of 10 fM for the detection of an Enterococcus faecalis target
using AuNPs (Cys-AuNPs, 30 nm). In this study, the sensitivity of SERS-based detection was
only slightly improved using AgNPs instead of AuNPs. Accordingly, we anticipated that the
sensitivity of SERS-based detection can be further improved by utilizing anisotropic Ag
nanostructures because of the enhanced localized electromagnetic field in their tips and
edges.[46,33,47]Therefore, AgNSs, AgTPs, and AgNCs were synthesized to compare the effects of various
anisotropic Ag nanostructures on the sensitivity of the SERS-based assay (Figure S6). The sizes of the AgNSs, AgTPs, and AgNCs were 45 ± 5 nm
with 5–6 nm tips, 65 ± 5 nm, and 55 ± 5 nm, respectively, with peak
extinctions at 390, 477, and 432 nm, respectively (Figure S6a–d). These sizes were selected to accurately compare the
effect of the shape of the nanostructures on the signal enhancement compared to that of
spherical AgNPs (40–45 nm). Since all silver nanostructures in this study are
negatively charged, the salt conditions to produce Ag nanoclusters in solution could be
applied for all structures. The changes of AgNPs as a representative were investigated in
detail for the behavior in PB, NaCl, and PBS (Figure ). AgTPs also showed the same trends of cluster formation with that of AgNPs as
observed in solution color changes, TEM, and D/F images as well as SERS responses
(Figure S7).To compare the effects of anisotropic Ag nanostructures on the sensitivity of the
SERS-based assay, the SERS intensity performances of the three signal probe sequences
(i.e., ATTO 488, ATTO 565, and ATTO 647N) in the presence of the various Ag nanostructures
were compared by obtaining their SERS mapping images. Spots of the mixtures on glass were
imaged using SERS mapping at 1348 cm–1 for ATTO 488, 1502
cm–1 for ATTO 565, and 1426 cm–1 for ATTO 647N with
532 nm excitation. When AgNPs were used, signals were observed in the SERS mapping images
of the ATTO 488 and ATTO 565 signal probe sequences at a concentration of
10–15 M (Figure S6e–g), whereas signals were observed in the SERS mapping
image of the ATTO 647N probe sequence at 10–12 M (Figure S6g). In addition, the SERS mapping results revealed that, when AgNSs
were used, the mapping images of ATTO 488, ATTO 565, and ATTO 647N signal probe sequences
were observed at 10–18 (Figure S6h), 10–15 (Figure S6i), and 10–12 M (Figure S6j), respectively. Furthermore, when AgTPs were used, the mapping
images of ATTO 488, ATTO 565, and ATTO 647N signal probe sequences were observed at
10–18 (Figure S6k), 10–15 (Figure S6l), and 10–12 M (Figure S6m), respectively. Additionally, when AgNCs were used, the mapping
images of ATTO 488 and ATTO 565 probe sequences were observed at 10–12 M
(Figure S6n–o), whereas the mapping image of the ATTO 647N probe
sequence was not possible to obtain at 10–12 M (Figure S6p). These results demonstrate that the attomolar sensitivity of the
MMP–SERS-based assay is possible in the case of SERS with AgNSs or AgTPs and the
ATTO 488 dye as the Raman reporter molecule.Based on these results, we next performed the MMP–SERS-based assay for the RdRp
gene target at varying target concentrations (10–12,
10–15, 10–16, 10–17,
10–18, and 0 M) using AgNPs, AgNSs, AgTPs, and AgNCs (Figure a). The difference in the Ag nanostructures did not
affect the Raman spectra of the ATTO 488 dye (Figure b). The LOD was measured using SERS mapping at a Raman shift of 1348
cm–1. When AgNPs, AgNSs, AgTPs, and AgNCs were used, the target was
detected at concentrations of 10–15, 10–17,
10–17, and 10–12 M, respectively (Figure c–f). This indicates that AgNSs or AgTPs were
significantly more sensitive than the other structures. The significantly enhanced SERS
intensity when AgNSs or AgTPs were used could be attributed to the high degree of
anisotropy and a large number of edges in the AgNS and AgTP
structures.[48,47]
Figure 5
Comparison of the surface-enhanced Raman scattering (SERS) sensitivity comparison
using Ag nanoparticles (NPs), Ag nanostars (NSs), Ag triangular nanoplates (TPs), and
Ag nanocubes (NCs) for the ATTO 488 signal of the RNA-dependent RNA polymerase (RdRp)
gene of SARS-CoV-2. (a) Experimental procedures for the sensitivity comparison. (b)
SERS spectra of the released signal probe for ATTO 488 were obtained for the four
different Ag nanostructures. SERS mapping of the spots and released signal probes of
the (c) AgNPs, (d) AgNSs, (e) AgTPs, and (f) AgNCs obtained at various target
concentrations (10–12 to 10–18 M). The images were
obtained at a Raman intensity of 1348 cm–1. T,
assay temperature; Tm, melting temperature.
Comparison of the surface-enhanced Raman scattering (SERS) sensitivity comparison
using Ag nanoparticles (NPs), Ag nanostars (NSs), Ag triangular nanoplates (TPs), and
Ag nanocubes (NCs) for the ATTO 488 signal of the RNA-dependent RNA polymerase (RdRp)
gene of SARS-CoV-2. (a) Experimental procedures for the sensitivity comparison. (b)
SERS spectra of the released signal probe for ATTO 488 were obtained for the four
different Ag nanostructures. SERS mapping of the spots and released signal probes of
the (c) AgNPs, (d) AgNSs, (e) AgTPs, and (f) AgNCs obtained at various target
concentrations (10–12 to 10–18 M). The images were
obtained at a Raman intensity of 1348 cm–1. T,
assay temperature; Tm, melting temperature.As reproducibility in a low target concentration is crucial for SERS-based assays, three
independent assays were performed for the detection of RdRp gene targets using AgNSs and
AgTPs to examine their signal reproducibility in both the dry and solution states
(Figure S8). The three independent assays performed using AgNSs (Figure S8a–c) or AgTPs (Figure S8d–f) showed a detectable Raman response at a concentration
of 10 aM in both analyses. However, the SERS mapping images performed in the dry-state
analysis were not consistent in the result (10 aM in Figure S8c,e) because of the random distribution of hot spots in the
dry-state analysis. In contrast, the results obtained from the solution state clearly
showed the difference Raman spectrum between 10–17 and
10–18 M. These repeated assay results indicate that the use of
anisotropic structures, such as AgNSs and AgTPs, greatly amplified the SERS signal and
excellent signal reproducibility from the stable NP clusters in solution.
Conclusions
In this study, we demonstrated a highly sensitive and reproducible MMP–SERS-based
assay platform for nucleic acid target detection. The DNA sequences designed to detect the
RdRp, E, and N genes of SARS-CoV-2 exhibited reliable sensitivity and reproducible assay
results. The sensitivity of the assay platform using two different optical signals (i.e.,
fluorescence and SERS) was rigorously compared. The SERS-based detection using AgNPs
exhibited significantly higher sensitivity (1.0 fM for the RdRp and E genes and 1.0 pM for
the N gene) than the fluorescence-based detection for all the three target genes. In
addition, the use of anisotropic Ag nanostructures (AgNSs and AgTPs) for the
MMP–SERS-based assay significantly improved the sensitivity of the assay for the
detection of the RdRp gene target (10 aM). The number of target sequences in 10 aM LOD is
calculated to be 114, which corresponds to ca. 376 copies/mL. Therefore, the sensitivity of
the MMP–SERS-based assay is comparable with that of current commercial kits
(200–500 copies/mL).[53] It is important to note that the
possibility of false-positive results from the use of NPs, particularly at low target
concentrations, was significantly minimized in this platform owing to exclusion of the NPs
in the target detection step. In addition, the ensemble-averaged measurement of the SERS
response from the highly stable Ag clusters in solution significantly improved the signal
reproducibility of this platform. These results indicate that the method demonstrated in
this study can effectively address the two key issues of NPs and the SERS-based assay.
Therefore, we expect that the MMP–SERS-based method will be a promising
high-throughput platform technology with attomolar sensitivity and robust assay results.