Abstract
Bioelectrodes mediated by metal oxide nanoparticles have facilitated the development of new sensors in medical diagnosis. High-purity TiO2 nanoparticles (NPs) were synthesized through thermal plasma and deposited directly on an interdigitated electrode. The surface of the TiO2-deposited electrode was activated with (3-aminopropyl) triethoxysilane (APTES) followed by fixing the single-stranded probe deoxyribonucleic acid (DNA) to fabricate the DNA biosensor. The structural properties of the deposited TiO2 nanoparticles were analyzed using a transmission electron microscope (TEM), X-ray diffraction (XRD), and a dynamic light scattering (DLS) system. The chemical composition and structural properties of the TiO2 nanoparticle layer and the fixed layer were analyzed by X-ray photoelectron spectroscopy (XPS) and scanning electron microscopy (SEM). E. coli O157:H7, a well-known pernicious pathogenic bacterial species, was detected as a target DNA of the prepared DNA biosensor, and the characteristics of DNA detection were determined by the current change using a picoammeter. The degree of binding between the probe DNA and the target DNA was converted into an electrical signal using the picoammeter method to quantitatively analyze the concentration of the target DNA. With the specificity experiment, it was confirmed that the biosensor was able to discriminate between nucleotides with mismatched, non-complementary, or complementary sequences.
Keywords: titanium dioxide, nanoparticle, deposition, DNA, biosensor, picoammeter
1. Introduction
Due to the food poisoning epidemic that is spreading worldwide, more and more attention is being paid to public health issues. The most well-known causes of food poisoning are pathogenic bacteria including Escherichia coli (E. coli) O157:H7, Clostridium perfringens, Salmonella, Campylobacter, Listeria monocytogenes, etc. [1,2,3,4]. E. coli O157:H7 was first discovered in 1982 and classified as an enterohemorrhagic E. coli (EHEC), which is a serotype bacterial species and can produce Shiga-like toxins [5,6,7]. It is the causative agent of food-borne diseases caused by contaminated raw food, including unsterilized milk or raw ground beef [8,9]. As the incidence of bacteria-related diseases and the number of deaths continue to increase worldwide, there is an urgent need to develop a biosensor capable of quickly and inexpensively detecting pathogenic bacteria such as E. coli O157:H7 with high sensitivity and specificity.
Several traditional tests, such as microbial culture and microscopic counting methods, are commonly used as pathogen detection and counting methods, but have the disadvantage of being time consuming and having low accuracy. Therefore, various analytical methods have been developed including deoxyribonucleic acid (DNA) and ribonucleic acid (RNA) probe [10], micro-electromechanical systems (MEMS) [11], flow cytometry, immunomagnetic separation (IMS) [12], quartz crystal microbalance (QCM) [13], polymerase chain reaction (PCR) [14], and surface plasmon resonance (SPR) [15] to detect these organisms in food with high levels of sensitivity and specificity. Although these methods can detect bacteria faster and more sensitively than the conventional microbial culture methods, they still show false positive and false negative results, require tedious work, and have the disadvantage of being expensive for wide applications. A few other analysis methods based on chemiluminescence [16,17] and fluorescence [16] have been developed. However, these methods also have drawbacks, including being qualitative measurement methods based on labels and requiring the use of various chemical substances.
Recently, many efforts have been made to develop a portable biosensor for the detection of pathogenic bacteria which is fast, inexpensive, and has high sensitivity that can meet the needs of field testing [18]. Until now, pathogen biosensors have mainly consisted of immune detection [5,6] based on the interaction of specific antibodies and antigens and DNA-based detection [19,20,21]. However, since the immune-detecting biosensors are not easy to apply in the field due to shortcomings including the sensitivity of antibodies to changes in temperature or pH and the fact that they typically respond only to a single antigen, the research direction has shifted to the study of DNA-based biosensors that can detect specific nucleotide sequences in DNA with high specificity. A DNA biosensor able to detect single-stranded target DNA by hybridization with a complementary probe array is fabricated by the immobilization of single-stranded probe DNA having a specific sequence on the solid surface of a transducer [22,23,24]. Although many researchers have done a great deal of work on electrochemical transducers that have many advantages in DNA detection, the various chemicals used during silanization, immobilization, and hybridization processes have the potential problem of generating noise during DNA detection [19,21].
Recently, high-performance sensors based on metal nanoparticles (NPs) have been attracting attention as a promising method that can detect various target molecules. Among various NPs, a great deal of attention has recently been focused on using oxide materials because metal oxide NPs promote the redox reaction with respect to the substance to be detected, thereby changing electrical conductivity [25]. Moreover, biosensing performances can be improved by increasing the electron transfer involved in the reaction between the device and the target molecule. In addition, the immobilization of biomolecules on the device surface must be easy, and the device must be able to strongly adsorb the target material on the surface [26]. Titanium dioxide (TiO2) NPs, which have excellent properties such as high chemical resistance, large specific surface area, high catalytic efficiency, high electrical conductivity, and physical strength, are one of the most widely used metal oxides for sensing applications because they can improve the interaction between biomolecules and electrode surfaces [24,25,26,27,28,29,30].
Most biosensors based on conventional electrochemical detection methods using three electrodes, such as cyclic voltammetry, show poor detection limits [27]. Therefore, research on microelectronic devices that can improve sensitivity and reduce detection time is expanding. Planar interdigitated electrodes (IDEs), which consist of a pair of comb-shaped microband array electrodes and a pad at the bottom, are widely applied to the field of sensors due to their simple manufacturing process. The IDE system is very promising for biosensor application because it is capable of being label-free [28] with ultra-high sensitivity [31] and rapid detection [32], and it requires only a small amount of sample.
In this study, we fabricated a DNA biosensor using high-purity TiO2 nanoparticles which were deposited on an IDE using thermal plasma deposition. By measuring the change in the microcurrent flowing on the surface of the biosensor using a picoammeter, it was possible to quantitatively distinguish the target DNA with high sensitivity and specificity and to qualitatively analyze the concentration of target DNA in a sample. In particular, picoammeters provided an innovative pathway to link the DNA recognition system and signal generation, and no additional activating chemicals were required to read the small currents that changed during the interaction of DNAs. Therefore, in this study, we adopted the DC picoammeter method to develop a biosensor that can detect specific DNA easily, in real-time, without the need for a label.
2. Materials and Methods
2.1. Materials and Chemicals
TiCl4 (ReagentPlusⓇ, 99.9%) sealed in a bubble-type canister, (3-aminopropyl)triethoxysilane (APTES), and developer RD-6 were obtained from Sigma-Aldrich Co. (Yongin, Korea). Negative photoresist (NR) ma-N 1405 was purchased from Jaesung ITS (Anyang, Korea). Ar and O2 gases with high purity (99.999%) were purchased from Sinyang Co. (Seoul, Korea). The synthetic oligonucleotides of 30-base length were purchased from BioD Co. (Gwangmyeong, Korea).
2.2. Characterization Methods
A field-emission scanning electron microscope (FE-SEM, SU 8220, Hitachi Co., Tokyo Japan) and high-resolution transmission electron microscope (HR-TEM, Tecnai G2 F20, FEI Co., Hillsboro, OR, USA) equipped with an energy-dispersive spectrometer (EDS) with an EDAX PV9761 Si (Li) detector at the acceleration voltage of 200 kV were used. The presence of the NPs in the prepared films was determined by X-ray photoelectron spectroscopy (XPS) measurements with a PHI 5800 ESCA System (Physical Electronics, USA). The X-ray diffraction (XRD) patterns were recorded on an X-ray diffractometer (XRD-6000, Shimadzu Co., Japan). The currents to voltages were measured using a Keithley 6487 Picoammeter Voltage Source (Tektronix Inc., Beaverton, OR, USA) at ambient temperature.
2.3. Fabricating the Interdigitated Electrode and Deposition of TiO2 Nanoparticles
Glass substrates were cleaned with organic solvents prior to the fabrication of the interdigitated electrode (IDE) followed by drying under nitrogen atmosphere. To pattern finger electrodes in the active area, the lift-off lithography method was used. On the glass substrate, a negative photoresist (ma-N 1405) was spin-coated with a spin speed of 2000 rpm followed by heating at 150 °C for 60 s to harden the spin-coated resist layer. After developing the resist by exposing RD–6 to UV light under a photomask for 240 s, the residual solvent in the resist was removed, and the film was affixed to the substrate by heating at 100 °C for 60 s. The Pt film was deposited by a DC magnetron sputtering system (RSP 5004, SNTEK, Suwon, Korea). The photoresist was stripped using acetone followed by rinsing with distilled water until solid IDEs were exposed.
To deposit the crystalline TiO2 NPs, self-developed equipment capable of depositing the precursor (TiCl4) using thermal plasma directly on a Pt IDE patterned glass substrate was used [33]. The IDE electrode fabricated glass substrate was immobilized on the substrate holder of the nanoparticle manufacturing and deposition equipment. Ar carrier gas was injected into a bubble-type canister containing TiCl4 to inject a Ti precursor into a stabilized plasma flame. The resulting TiO2 NPs were injected into the chamber and deposited on an Pt IDE fabricated substrate.
2.4. Silanization of the Deposited TiO2 NPs
To prepare the active layer, the surface of the TiO2 NPs layer was functionalized with 0.02 M APTES by self-assembly inside a fume hood [34,35,36,37,38]. Next, 25 μL of APTES was dropped onto the surface of the TiO2-NPs-based transducer and stayed for 3 h in a drying cabinet followed by washing the unreacted APTES with deionized water (DI, > 18 MΩ). Any other chemicals for activation were not used because the picoammeter could measure the very small current changes during the immobilization of probe DNA and the hybridization of target DNA molecules.
2.5. Formation of the Recognition Layer on TiO2-NPs-Based Transducer
A carboxyl-functionalized synthetic 30-base oligonucleotide probe and 30-base target oligonucleotides were used for E. coli O157:H7 detection. The base sequences of the synthetic oligonucleotides probe and targets were as follows: probe oligonucleotide: (5′–(COOH) AAC GCC GAT ACC ATT ACT TAT ACC GCG ACG–3′), complementary oligonucleotide: (5′–CGT CGC GGT ATA AGT AAT GGT ATC GGC GTT–3′), noncomplementary oligonucleotide: (5′–GCA GCG CCA TAT TCA TTA CCA TAG CCG CAA–3′), and the single base mismatch oligonucleotide: (5′–CGT CGC GGT ATA ACT AAT GGT ATC GGC GTT–3′). The oligonucleotide stock solutions (10 μM) were prepared using deionized ultrapure water (>18 MΩ). The probe oligonucleotide was immobilized on the surface of the TiO2-NPs-deposited Pt IDE by dropping 2.0 μL of the probe oligonucleotide solution and spreading according to the previously reported method [34,35,36,37,38]. Remaining unbound probe DNA was removed by rinsing with deionized water.
2.6. Performance Evaluation of the Fabricated Biosensor
For this, 2.0 μL of the complementary DNA solution was dropped on the TiO2-NPs-deposited Pt IDE on which the probe DNA was immobilized and spread well to perform a hybridization reaction between the probe and the complementary DNA, followed by rinsing the surface with deionized water and performing the electrical measurements using a Keithley 6487 picoammeter. Other 30-base oligonucleotides were tested with the same method.
3. Results
Conventional electrochemical methods suffer from noise because of the use of various chemicals for obtaining the detection results. To overcome this problem, a device which detects the specific DNA without using other chemicals was developed. The Pt interdigitated electrode (IDE) was patterned on a glass substrate with negative photoresist by the lift-off lithography method instead of the conventional photolithography method. The Pt film was deposited at a pressure of ~10−6 Torr using a DC magnetron sputtering system, and the photoresist was stripped. Figure 1a,b shows a photograph and schematic diagram of the interdigitated electrode sensor array with dimensions 5 × 12 mm2. The width of the interdigitated Pt finger electrodes was fixed to 315 μm and a gap of 15 μm was used between two fingers in the active area. The size of each contact pad was 2 × 5 mm2.
After patterning Pt IDE on the glass substrate, the TiO2-DNA biosensor was fabricated in four steps as shown in Figure 1b: the thermal plasma deposition of pure TiO2 NPs, the silanization of TiO2 NPs with APTES, the immobilization of probe DNA, and the hybridization of target DNA. Single-stranded DNA (ss-DNA) was immobilized on the surface of TiO2 NPs through coordinated cross-linkages [39].
Pure crystalline TiO2 NPs were deposited directly on the Pt IDE patterned glass substrate using self-developed thermal plasma deposition equipment [33]. The injected Ti precursor (TiCl4) was quickly mixed with the O2 radical and the swirling gas to produce TiO2 NPs. The produced NPs were injected into the chamber and deposited on the Pt IDE fabricated substrate.
A TEM image of the deposited TiO2 NPs by the thermal plasma process is shown in Figure 2a. The average size of the prepared TiO2 NPs was measured as around 20 nm. The purity of TiO2 NPs synthesized by the thermal plasma process was confirmed by the result of TEM-EDX observations as shown in Figure 2b.
The crystal structure of the TiO2 NPs deposited on the Pt IDE through the microwave thermal plasma process was analyzed by X-ray diffraction (XRD) (Figure 3). The XRD spectrum exhibited typical patterns of crystalline TiO2 NPs with high peak intensities, indicating that the deposited TiO2 NPs had a high degree of crystallinity. The peak values of the TiO2 XRD pattern agree well with the standard values of anatase and rutile phases (JCPDS data cards No. 21–1272 and 21–1276, respectively). The quantification of phase proportions was calculated by the method of Spurr and Myers [40], which utilizes the ratio of the rutile peak at 27.355° 2θ to the anatase peak at 25.176° 2θ as shown in Equation (1):
WR/WA = 1.22 × (IR/IA) − 0.028 | (1) |
where WR, IR, WA, and IA are the weight fractions and peak intensities of rutile and anatase, respectively. The calculated weight fraction of anatase phase (90.4%) was much higher than that of rutile phase (9.6%). This result implies that the formation of an anatase structure as a kinetic product is preferred over the formation of a rutile structure, which is thermodynamically more stable than an anatase structure due to the deposition at high temperature with short reaction time. The average size of crystalline structures can also be calculated employing the Scherer equation [40,41] as shown in Equation (2):
r = (0.9 × λ)/(B × cosθ) | (2) |
where λ, B, and 2θ are the wavelength of X-ray radiation, the full-width at the half-maximum of the diffraction peak, and the diffraction angle, respectively. The calculated crystallite size of deposited TiO2 was 22.2 nm, and this result agrees well with the TEM result (vide supra).
SEM images of the Pt IDE are shown in Figure 4. The spacing between the finger-shaped electrodes were measured as 15 μm (Figure 4a). Figure 4b,c show the TiO2 NPs layer on the Pt IDE after deposition for 16 min. The TiO2 NPs layer was evenly deposited on the Pt IDE with a thickness of about 700 nm.
Self-assembly of the monolayer to introduce the oligomeric DNA on the contact layer is very important for the fabrication of a DNA sensor (Scheme 1). The surface of the TiO2 NPs is terminated by a hydroxyl group (-OH) under atmospheric conditions, allowing the molecule to attach through a condensation reaction. For this reason, the transducer was silanized by dropping 25 μL of 0.02 M APTES solution. The aim of silanization using APTES is to modify the TiO2 layer by the hydrolyzation of -OH group on the surface of TiO2 NPs and form siloxane bonds (Si-O-Si) to immobilize the probe DNA at the surface of TiO2 NPs. The silane layer formed over TiO2 can be thin and uniform because APTES is fragile and can be easily washed away by the buffer solution [34,35,36,37,38,42].
An immobilization process of the DNA probe was carried out after silanization of the TiO2 NPs as shown in Scheme 1. For detection of the target DNA containing a complementary nucleotide sequence to the probe DNA, single-stranded probe DNA (ss-DNA) modified with a carboxyl group (-COOH) was immobilized on the surface of the silanized TiO2 NPs through the formation of an amide bond between APTES and the probe DNA. Figure 5 shows the X-ray photoelectron spectroscopy (XPS) analysis results of the electrode surface. The Ti and O are from deposited TiO2 NPs; the O, N, Si, C, and P are from APTES and probe DNA.
To monitor the performance of the developed device, instead of using the conventional electrochemical methods which have poor signal-to-noise ratios because of the use of various chemicals, the very small electric current flowing through the TiO2 NPs was measured with a picoammeter in a voltage range of 0 to 1 V (Figure 6). Since this method only uses deionized water for the dilution of DNA, it can greatly reduce the effects of noise generated by the various chemical substances used in conventional methods.
Figure 6 shows current–voltage curves of TiO2-NPs-based biosensors. In order to build a DNA sensor that does not damage the sensitive DNA molecules, the current flowing through the sensor must be very low, and quantitative detection should be possible with a high signal-to-noise ratio. At 0.5 V, as shown in Figure 6b, a very low current of 0.18 nA flowed through the sensor with only TiO2 NPs deposited, and only a slightly increased current of 0.36 nA flowed even after the silanization by APTES. When ss-DNA was immobilized on the sensor surface, however, the current value increased to 14.0 nA as the surface charge density was increased by DNA, which has negative charges on its backbone [43]. Figure 6a and Table 1 exhibit the current–voltage curves and average currents of the ss-DNA-immobilized sensors according to the different deposition times of TiO2 NPs on the surface of the Pt IDEs. As the deposition time of the TiO2 NPs increased, the number of TiO2 NPs that could immobilize the DNA molecules increased. As a result, the active surface area of the Pt IDEs increased, and accordingly, more probe DNA could be attached, and the current increased.
Table 1.
Deposition Time (min) | Average Current (nA) | |
---|---|---|
0.5 V | 1.0 V | |
2 | 1.8 | 2.8 |
4 | 4.5 | 6.2 |
8 | 7.4 | 11.0 |
16 | 14.0 | 20.9 |
The selectivity of the sensor was further investigated by hybridizing three different types of DNA, each at a concentration of 10 μM individually (Figure 6b). When the ss-DNA with a complementary nucleotide sequence and the immobilized probe DNA was completely hybridized to form double-stranded DNA (ds-DNA), the current signal was greatly reduced to 4.6 nA because the negative charges became difficult to transfer to the sensor surface due to the ion blockage by the excessive negative charges of the ds-DNA. Therefore, the output current was inversely proportional to the concentration of the complementary DNA [44]. When non-complementary DNA was exposed to the probe DNA, the change in current was not observed because the hybridization had not occurred. This result shows the high selectivity of the DNA biosensor built for detection by the hybridization of DNA. Meanwhile, when the single-base-mismatched DNA was exposed to the probe DNA, the measured current was 8.6 nA. Therefore, it was confirmed that the fabricated DNA sensor using TiO2 NPs deposited on Pt IDE can be used as a very effective indicator which is able to distinguish abnormally mismatched oligonucleotides.
To evaluate the detection range, E. coli O157:H7 DNA solutions with varied concentrations were prepared and 2.0 μL of DNA solution was taken at each concentration and dropped onto the IDE sensor. Figure 7a shows the measured currents of the fabricated TiO2 biosensors at different E. coli O157:H7 DNA concentrations. The results show that there was a high correlation between the concentration of E. coli O157:H7 DNA and the output current. The output current of the probe DNA-immobilized IDE sensor decreased as the concentration of E. coli O157:H7 DNA increased. The peak current exhibited a linear relationship in the wide concentration range of 1 pM to 10 μM with the current values of 18.4 nA to 6.9 nA. The R2 value of the calibration curve was 0.997, indicating that the reactivity according to the target DNA concentration was excellent (Figure 7b). The sensitivity and the limit of detection (LOD) of the IDE sensor were determined as 286 nA logM−1 cm−2 and 0.43 pM (S/N = 15.5), respectively. The sensitivity was calculated using Equation (3), and LOD was obtained by applying 6 sigmas to the standard deviation value:
Sensitivity = ΔnA/(ΔlogM × sample sensing area (cm2)) | (3) |
where ΔnA is the measured current value and ΔlogM is the concentration of target DNA.
Figure 8 shows the results of observing the amount of current obtained periodically for 8 months. The fabricated IDE sensor showed almost consistent responses for 6 months, and the relative standard deviation (RSD) was calculated as 3.9%. After that, a decrease in current amount of about 7.5% was observed for 2 months. This is a similar result to the previous report in which current responses decreased due to the stacking interaction of base pairs present in the probe DNA immobilized on the sensor surface [43].
4. Conclusions
A high-purity TiO2-NPs-based microchip biosensor array plasma-deposited on Pt IDE for the detection of E. coli O157:H7 DNA hybridization was successfully fabricated. The biosensor was fabricated by synthesizing TiO2 nanoparticles in thermal plasma, depositing them directly onto a Pt IDE, and then silanizing them to combine single-stranded DNA with complementary nucleotide sequences with target DNA. The fabricated biosensor was able to detect target DNA with high sensitivity and selectivity using a picoammeter. This picoammeter biosensor is distinguished from conventional electrochemical methods by its simple yet low-noise biosensing method that does not require any chemicals other than DI water. In addition, for the production of TiO2 NPs, it was possible to obtain high sensitivity compared to a conventional biosensor by using direct deposition using a plasma process instead of the conventional sol–gel method. For this reason, we judge that the purity of TiO2 nanoparticles deposited by the plasma process is higher than that of those produced by the sol–gel method, and the surface area is wider. The results of this study are expected to be utilized in the development of a field diagnostic biosensor that can diagnose high-risk infectious diseases such as foot-and-mouth disease and African swine fever without complicated pre-treatment and cloning procedures in the field.
Author Contributions
Conceptualization, J.Y. and S.P.; methodology, J.Y. and S.K.P.; writing—original draft preparation, J.Y. and H.J.; writing—review and editing, S.K.P. and J.S.L.; supervision, S.P. and J.S.L.; funding acquisition, S.P. and J.S.L. All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded by National Research Foundation of Korea (NRF), grant numbers 2018R1D1A1B07040898 and 2018R1D1A1B07050522.
Institutional Review Board Statement
Not applicable.
Informed Consent Statement
Not applicable.
Data Availability Statement
Not applicable.
Conflicts of Interest
The authors declare no conflict of interest.
Footnotes
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- 1.Singh A., Poshtiban S., Evoy S. Recent advances in bacteriophage based biosensors for food-borne pathogen detection. Sensors. 2013;13:1763–1786. doi: 10.3390/s130201763. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Sharma H., Agarwal M., Goswami M., Sharma A., Roy S.K., Rai R., Murugan M.S. Biosensors: Tool for food borne pathogen detection. Vet. World. 2013;6:968–973. doi: 10.14202/vetworld.2013.968-973. [DOI] [Google Scholar]
- 3.Wei C., Zhong J., Hu T., Zhao X. Simultaneous detection of Escherichia coli O157:H7, Staphylococcus aureus and Salmonella by multiplex PCR in milk. 3 Biotech. 2018;8:76. doi: 10.1007/s13205-018-1086-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Mani-López E., García H.S., López-Malo A. Organic acids as antimicrobials to control Salmonella in meat and poultry products. Food Res. Int. 2012;45:713–721. doi: 10.1016/j.foodres.2011.04.043. [DOI] [Google Scholar]
- 5.Li Y., Cheng P., Gong J., Fang L., Deng J., Liang W., Zheng J. Amperometric immunosensor for the detection of Escherichia coli O157: H7 in food specimens. Anal. Biochem. 2012;421:227–233. doi: 10.1016/j.ab.2011.10.049. [DOI] [PubMed] [Google Scholar]
- 6.Lin Y., Chen S., Chuang Y., Lu Y., Shen T.Y., Chang C.A., Lin C. Disposable amperometric immunosensing strips fabricated by Au nanoparticles-modified screen-printed carbon electrodes for the detection of foodborne pathogen Escherichia coli O157: H7. Biosens. Bioelectron. 2008;23:1832–1837. doi: 10.1016/j.bios.2008.02.030. [DOI] [PubMed] [Google Scholar]
- 7.Li Y., Afrasiabi R., Fathi F., Wang N., Xiang C., Love R., She Z., Kraatz H. Impedance based detection of pathogenic E. coli O157: H7 using a ferrocene-antimicrobial peptide modified biosensor. Biosens. Bioelectron. 2014;58:193–199. doi: 10.1016/j.bios.2014.02.045. [DOI] [PubMed] [Google Scholar]
- 8.Gally D.L., Stevens M.P. Microbe profile: Escherichia coli O157:H7-notorious relative of the microbiologist’s workhorse. Microbiology. 2017;163:1–3. doi: 10.1099/mic.0.000387. [DOI] [PubMed] [Google Scholar]
- 9.Karch H., Tarr P.I., Bielaszewska M. Enterohaemorrhagic Escherichia coli in human medicine. Int. J. Med. Microbiol. 2005;295:405–418. doi: 10.1016/j.ijmm.2005.06.009. [DOI] [PubMed] [Google Scholar]
- 10.Wharam S.D., Marsh P., Lloyd J.S., Ray T.D., Mock G.A., Assenberg R., McPhee J.E., Brown P., Weston A., Cardy D.L. Specific detection of DNA and RNA targets using a novel isothermal nucleic acid amplification assay based on the formation of a three-way junction structure. Nucleic Acids Res. 2001;29:e54. doi: 10.1093/nar/29.11.e54. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Gau J., Lan E.H., Dunn B., Ho C., Woo J.C. A MEMS based amperometric detector for E. coli bacteria using self-assembled monolayers. Biosens. Bioelectron. 2001;16:745–755. doi: 10.1016/S0956-5663(01)00216-0. [DOI] [PubMed] [Google Scholar]
- 12.Fu Z., Rogelj S., Kieft T.L. Rapid detection of Escherichia coli O157: H7 by immunomagnetic separation and real-time PCR. Int. J. Food Microbiol. 2005;99:47–57. doi: 10.1016/j.ijfoodmicro.2004.07.013. [DOI] [PubMed] [Google Scholar]
- 13.Mao X., Yang L., Su X., Li Y. A nanoparticle amplification based quartz crystal microbalance DNA sensor for detection of Escherichia coli O157: H7. Biosens. Bioelectron. 2006;21:1178–1185. doi: 10.1016/j.bios.2005.04.021. [DOI] [PubMed] [Google Scholar]
- 14.Zhu P., Shelton D.R., Li S., Adams D.L., Karns J.S., Amstutz P., Tang C. Detection of E. coli O157: H7 by immunomagnetic separation coupled with fluorescence immunoassay. Biosens. Bioelectron. 2011;30:337–341. doi: 10.1016/j.bios.2011.09.029. [DOI] [PubMed] [Google Scholar]
- 15.Tawil N., Sacher E., Mandeville R., Meunier M. Surface plasmon resonance detection of E. coli and methicillin-resistant S. aureus using bacteriophages. Biosens. Bioelectron. 2012;37:24–29. doi: 10.1016/j.bios.2012.04.048. [DOI] [PubMed] [Google Scholar]
- 16.Oda M., Morita M., Unno H., Tanji Y. Rapid detection of Escherichia coli O157: H7 by using green fluorescent protein-labeled PP01 bacteriophage. Appl. Environ. Microbiol. 2004;70:527–534. doi: 10.1128/AEM.70.1.527-534.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Uyttendaele M., Van Boxstael S., Debevere J. PCR assay for detection of the E. coli O157: H7 eae-gene and effect of the sample preparation method on PCR detection of heat-killed E. coli O157: H7 in ground beef. Int. J. Food Microbiol. 1999;52:85–95. doi: 10.1016/S0168-1605(99)00132-4. [DOI] [PubMed] [Google Scholar]
- 18.Gopinath S.C., Tang T., Chen Y., Citartan M., Lakshmipriya T. Bacterial detection: From microscope to smartphone. Biosens. Bioelectron. 2014;60:332–342. doi: 10.1016/j.bios.2014.04.014. [DOI] [PubMed] [Google Scholar]
- 19.Niu S., Sun J., Nan C., Lin J. Sensitive DNA biosensor improved by 1, 10-phenanthroline cobalt complex as indicator based on the electrode modified by gold nanoparticles and graphene. Sens. Act. B Chem. 2013;176:58–63. doi: 10.1016/j.snb.2012.08.085. [DOI] [Google Scholar]
- 20.Wu V.C., Chen S., Lin C. Real-time detection of Escherichia coli O157: H7 sequences using a circulating-flow system of quartz crystal microbalance. Biosens. Bioelectron. 2007;22:2967–2975. doi: 10.1016/j.bios.2006.12.016. [DOI] [PubMed] [Google Scholar]
- 21.Li K., Lai Y., Zhang W., Jin L. Fe2O3@ Au core/shell nanoparticle-based electrochemical DNA biosensor for Escherichia coli detection. Talanta. 2011;84:607–613. doi: 10.1016/j.talanta.2010.12.042. [DOI] [PubMed] [Google Scholar]
- 22.Ali M.E., Hashim U., Mustafa S., Man Y.C., Yusop M., Bari M.F., Islam K.N., Hasan M.F. Nanoparticle sensor for label free detection of swine DNA in mixed biological samples. Nanotechnology. 2011;22:195503. doi: 10.1088/0957-4484/22/19/195503. [DOI] [PubMed] [Google Scholar]
- 23.Bahşi Z.B., Büyükaksoy A., Ölmezcan S.M., Şimşek F., Aslan M.H., Oral A.Y. A novel label-free optical biosensor using synthetic oligonucleotides from E. coli O157: H7: Elementary sensitivity tests. Sensors. 2009;9:4890–4900. doi: 10.3390/s90604890. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Ali M.E., Hashim U., Mustafa S., Che Man Y.B., Yusop M., Kashif M., Dhahi T.S., Bari M.F., Hakim M.A., Latif M.A. Nanobiosensor for detection and quantification of DNA sequences in degraded mixed meats. J. Nanomater. 2011;2011:781098. doi: 10.1155/2011/781098. [DOI] [Google Scholar]
- 25.Shi X., Gu W., Li B., Chen N., Zhao K., Xian Y. Enzymatic biosensors based on the use of metal oxide nanoparticles. Microchim. Acta. 2014;181:1–22. doi: 10.1007/s00604-013-1069-5. [DOI] [Google Scholar]
- 26.Solanki P.R., Kaushik A., Agrawal V.V., Malhotra B.D. Nanostructured metal oxide-based biosensors. NPG Asia Mater. 2011;3:17–24. doi: 10.1038/asiamat.2010.137. [DOI] [Google Scholar]
- 27.Ağırtaş M.S., Altındal A., Salih B., Saydam S., Bekaroğlu Ö. Synthesis, characterization, and electrochemical and electrical properties of novel mono and ball-type metallophthalocyanines with four 9, 9-bis (4-hydroxyphenyl) fluorene. Dalton Trans. 2011;40:3315–3324. doi: 10.1039/c0dt01575j. [DOI] [PubMed] [Google Scholar]
- 28.Jung H., Chang Y.W., Lee G., Cho S., Kang M., Pyun J. A capacitive biosensor based on an interdigitated electrode with nanoislands. Anal. Chim. Acta. 2014;844:27–34. doi: 10.1016/j.aca.2014.07.006. [DOI] [PubMed] [Google Scholar]
- 29.Zhang X., Wang F., Liu B., Kelly E.Y., Servos M.R., Liu J. Adsorption of DNA oligonucleotides by titanium dioxide nanoparticles. Langmuir. 2014;30:839–845. doi: 10.1021/la404633p. [DOI] [PubMed] [Google Scholar]
- 30.Lim J.Y., Lee S.S. Sensitive detection of microRNA using QCM biosensors: Sandwich hybridization and signal amplification by TiO2 nanoparticles. Anal. Methods. 2020;12:5103–5109. doi: 10.1039/D0AY01481H. [DOI] [PubMed] [Google Scholar]
- 31.Voitechovič E., Bratov A., Abramova N., Razumienė J., Kirsanov D., Legin A., Lakshmi D., Piletsky S., Whitcombe M., Ivanova-Mitseva P.K. Development of label-free impedimetric platform based on new conductive polyaniline polymer and three-dimensional interdigitated electrode array for biosensor applications. Electrochim. Acta. 2015;173:59–66. doi: 10.1016/j.electacta.2015.05.011. [DOI] [Google Scholar]
- 32.Azizah N., Hashim U., Nadzirah S., Ruslinda A.R. Rapid and sensitive strategy for Human Papillomavirus (HPV) detection using a gene-based DNA nanobiosensor; Proceedings of the 2014 IEEE Conference on Biomedical Engineering and Sciences (IECBES); Kuala Lumpur, Malaysia. 8–10 December 2014; pp. 960–963. [Google Scholar]
- 33.Jeong H., Yoo J., Park S.K., Park S., Lee J.S. High-purity core/shell structured nanoparticles synthesis using high-frequency plasma technology and atomic layer deposition. Vacuum. 2020;179:109556. doi: 10.1016/j.vacuum.2020.109556. [DOI] [Google Scholar]
- 34.Liu Z., Li Z., Zhou H., Wei G., Song Y., Wang L. Immobilization and condensation of DNA with 3-aminopropyltrienthoxysilane studied by atomic force microscopy. J. Microscopy. 2005;218:233–239. doi: 10.1111/j.1365-2818.2005.01482.x. [DOI] [PubMed] [Google Scholar]
- 35.Cheang T.-Y., Tang B., Chang G.-Q., Hu Z.-J., Xing Z.-H., Xu J.-B., Wang M., Wang S.-M. Promising plasmid DNA vector based on APTES-modified silica nanoparticles. Int. J. Nanomed. 2012;7:1061–1067. doi: 10.2147/IJN.S28267. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Kim T.W., Kim I.Y., Park D.-H., Choy J.-H., Hwang S.-J. Highly stable nanocontainer of APTES-anchored layered titanate nanosheet for reliable protection/recovery of nucleic acid. Sci. Rep. 2016;6:21993. doi: 10.1038/srep21993. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Parmin N.A., Hashim U., Gopinath S.C.B., Nadzirah S., Rejali Z., Afzan A., Uda M.N.A., Hong V.C., Rajapaksha R.D.A.A. Voltammetric determination of human papillomavirus 16 DNA by using interdigitated electrodes modified with titanium dioxide nanoparticles. Michrochim. Acta. 2019;186:336. doi: 10.1007/s00604-019-3445-2. [DOI] [PubMed] [Google Scholar]
- 38.Hwang C., Park N., Kim E.S., Kim M., Kim S.D., Park S., Kim N.Y., Kim J.H. Ultra-fast and recyclable DNA biosensor for point-of care detection of SARS-CoV-2 (COVID-19) Biosens. Bioelectron. 2021;185:113177. doi: 10.1016/j.bios.2021.113177. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Mura S., Greppi G., Marongiu M.L., Roggero P.P., Ravindranath S.P., Mauer L.J., Schibeci N., Perria F., Piccinini M., Innocenzi P. FTIR nanobiosensors for Escherichia coli detection. Beilst. J. Nanotechnol. 2012;3:485–492. doi: 10.3762/bjnano.3.55. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Spurr R.A., Myers H. Quantitative analysis of anatase-rutile mixtures with an X-ray diffractometer. Anal. Chem. 1957;29:760–762. doi: 10.1021/ac60125a006. [DOI] [Google Scholar]
- 41.Sakurai K., Mizusawa M. X-ray diffraction imaging of anatase and rutile. Anal. Chem. 2010;82:3519–3522. doi: 10.1021/ac9024126. [DOI] [PubMed] [Google Scholar]
- 42.Gunda N.S.K., Singh M., Norman L., Kaur K., Mitra S.K. Optimization and characterization of biomolecule immobilization on silicon substrates using (3-aminopropyl)triethoxysilane (APTES) and glutaraldehyde linker. Appl. Surf. Sci. 2014;305:522–530. doi: 10.1016/j.apsusc.2014.03.130. [DOI] [Google Scholar]
- 43.Nadzirah S., Azizah N., Hashim U., Gopinath S.C., Kashif M. Titanium dioxide nanoparticle-based interdigitated electrodes: A novel current to voltage DNA biosensor recognizes E. coli O157: H7. PLoS ONE. 2015;10:e0139766. doi: 10.1371/journal.pone.0139766. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Adam T., Hashim U. Highly sensitive silicon nanowire biosensor with novel liquid gate control for detection of specific single-stranded DNA molecules. Biosens. Bioelectron. 2015;67:656–661. doi: 10.1016/j.bios.2014.10.005. [DOI] [PubMed] [Google Scholar]
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