1. Introduction
Glioblastoma is a widely spread type of brain cancer. This oncological pathology comprises 12% to 15% of all brain tumour cases [
1,
2]. According to the World Health Organization (WHO), among astrocytomas, glioblastoma multiforme is characterized by grade IV. Glioblastoma is characterized by a negative prognosis: The mean value of two-year survival makes up 3%, and the three-year one is only 1% [
3,
4]. At present, the treatment of glioblastoma is commonly performed by a surgical removal (resection) of the tumour with subsequent radiochemotherapy (first of all, with alkylating agents such as Temozolomide) [
5,
6]. Despite the fact that the tumour rarely forms metastases, it actively infiltrates into surrounding brain tissues [
7]. Due to the highly invasive behavior of the tumour, complete surgical removal of all involved cells is impossible [
8].
In recent decades, numerous medical-biological studies were aimed at the improvement of glioblastoma therapy, and on the revelation of new therapeutic targets. To date, however, no significant results were achieved in this direction [
9]. Molecular phenotyping of glioblastoma opens new opportunities for the molecule-targeted and precision therapy of cancer. MiRNAs attract particular interest as molecular targets [
2,
10,
11]. To date, the expression of some miRNAs in malignant tumours is known to differ from that in normal tissues [
12]. It was demonstrated that miRNAs participate in changing the activity of oncogens and tumour suppressors [
13].
MiRNAs represent a class of short (containing about 20 nucleotides) endogeneous non-coding RNA molecules [
14]. MiRNAs play a key role in RNA inactivation, and in post-transcriptional regulation of gene expression, thereby participating in numerous cell processes including cell proliferation [
15], apoptosis [
16], cell cycle [
17], migration [
18], differentiation [
19], and energy metabolism [
20]. In many studies, a correlation between miRNA level and the development of cancer in the human was demonstrated [
21]. Thus, miRNAs play key functions in the development of glioblastoma.
To date, PubMed database (
https://www.ncbi.nlm.nih.gov) includes more than 1400 research publications for the search phrase «MicroRNA and Glioblastoma» (access date: July 2020). In 2005, the group by Professor Chan et al., in their study of expression levels of various miRNA types, have demonstrated that inhibition of miR-21 leads to a significant increase in apoptosis. These authors supposed that miR-21 acts as an oncogen [
22]. Subsequent studies confirmed that the miRNA spectrum is closely associated with the glioblastoma development. Among other miRNAs, the role of the following miRNAs can be distinguished: MiR-454-3p suppresses migration and invasion of cells by the regulation of CPEB1 gene expression (by a negative feedback mechanism) [
23]; miR-574 inhibits proliferation and invasion of cells by direct suppression of homeobox 1 genes [
24]; miR-124-3p plays a key role in providing the growth and angiogenesis of the tumour by regulating the NRP-1 gene expression [
25]. To date, in the literature, more than 300 microRNAs are reported to be associated with the glioblastoma development.
The detection of miRNAs at low (10−15 M and lower) concentrations represents an actual task for both laboratory and clinical practice. The detection of oncogens at low concentrations (when commonly used clinical methods are inefficient) will allow one to improve quality and to increase the lifetime of cancer patients, as well as to select an effective drug therapy. For this purpose, the use of a highly sensitive silicon-on-insulator nanowire biosensor (SOI-NW-BS) is promising. This biosensor has an ultra-high (femtomolar) concentration sensitivity, which is necessary for the early serologic diagnostics of cancer. Other advantages of SOI-NW-BS consist of allowing one to perform label-free detection of nucleic acids in real time. Moreover, the use of microfluidic incubation (measurement) cells in such a biosensor will allow its further miniaturization.
MiRNA-363 plays the key role in the progression, development, and metastasis of the tumour; in some types of cancer, this miRNA also makes the tumour resistant to chemotherapy [
26].
Herein, a chip for SOI-NW-BS, bearing an array of micron-sized silicon nanowire structures (sensors) on its surface, has been developed. oDNA, representing a synthetic analogue of miRNA-363 (associated with the development of glioma in human [
27]), was used as a target object for the study. To provide biospecificity of the target oligonucleotide detection, the surface of the nanowire sensor elements was sensitized by covalent immobilization of oDNA probes, whose sequence was complimentary to that of the target oDNA. It has been experimentally demonstrated that SOI-NW-BS, whose sensor chip is sensitized with immobilized oDNA probes, can be well used for the detection of their complementary target oDNAs with a high concentration sensitivity: Namely, the concentration detection limit
DL~10
−17 M has been attained.
2. Materials and Methods
2.1. Chemicals
Isopropanol (C3H8O; 99.9% purity) was purchased from Acros Organics (Geel, Belgium); hydrofluoric acid (HF) and ethanol (C2H5OH, 96% purity) were purchased from Reakhim (Moscow, Russia). 3-aminopropyltriethoxysilane (APTES) was purchased from Sigma-Aldrich (St. Louis, MO, USA). 3,3′-dithiobis (sulfosuccinimidyl propionate) crosslinker (DTSSP) was purchased from Pierce (Waltham, MA, USA). Potassium phosphate monobasic (KH2PO4) was purchased from Sigma-Aldrich (St. Louis, MO, USA). Deionized water was obtained with a Simplicity UV system (Millipore, Molsheim, France).
2.2. Oligonucleotides and MicroRNA
For the sensitization of the surface of working sensors, we used the oDNA probe with the following sequence: 5′-NH
2-(T)
10-GGTTTACAGATGGATACCGTGCAATTTTTCTCCTATGATACTCATCAAAATTGCATCGTGATCCACCCGACAACA; this sequence is complementary to that of the target oDNA (TGTTGTCGGGTGGATCACGATGCAATTTTGATGAGTATCATAGGAGAAAAATTGCACGGTATCCATCTGTAAACC), which corresponds to that of the target microRNA-363. The sequences of the oDNAs (synthetic analogues of miRNAs) were determined using the miRBase database (
http://www.mirbase.org/). The oDNAs were purchased from Evrogen (Moscow, Russia). The surface of control sensors contained no immobilized oligonucleotides.
The chemical structure of microRNA-363, obtained using the RNAfold web server (
http://rna.tbi.univie.ac.at/), is shown in
Figure 1. The thermodynamic characteristics of this centroid secondary structure are as follows: The free energy of the thermodynamic ensemble is—18.11 kcal/mol; the frequency of the MFE structure in the ensemble is 1.45%; the ensemble diversity is 13.85.
2.3. Silicon-on-Insulator Nanowire Biosensor
The SOI-NW-BS system includes two main units: An analytical one and an electronic measuring one. The analytical unit includes a 500 µL measuring cell; the sensor chip served as the cell bottom. The sensor chip was built-in into a standard microcircuit body. The surface of the sensor chip bore 10 arranged-in-pairs nanowire sensors with n-type conductance. The characteristics of the nanowire sensors are as follows: The cut-off silicon layer thickness is 32 nm; the buried oxide (BOX) layer thickness is 300 nm; the width, the thickness, and the length of each nanowire sensor are 3 µm, 32 nm, and 10 µm. The setup of the SOI-NW-BS was shown elsewhere [
28,
29,
30,
31,
32,
33]. The diameter of the sensitive area was ~2 mm. The solution in the cell was stirred at 3000 rpm.
The electronic measuring unit is intended for the simultaneous registration of the signal from ten sensors (which are located on the chip), and for the visualization of the signal on the screen of the personal computer in real time in the course of the experiment. The digitizing of the registered signal, the analysis, and the visualization of the measurements in graphical form were performed with a specialized software (“Agama+” JSC, Moscow, Russia).
2.4. Chip Surface Modification
To remove the organic contaminants, the surface of the sensor chip was treated first with an aqueous isopropanol solution. Then, it was treated with a solution containing HF and ethanol to remove the native oxide formed during the storage of the chips. After that, the chip was placed into an ozonator (UV Ozone Cleaner—ProCleaner™ Plus, Ossila Ltd, Sheffield, UK) to form hydroxyl groups on the surface of the nanowires. The sensor chip was then silanized in APTES vapours for 20 h at room temperature [
28,
32]. After the silanization, the surface of the chip was washed with ethanol and dried.
2.5. Covalent Immobilization of Oligonucleotide Probes
To provide specificity of the target oDNA detection, the surface of the nanowire sensors was sensitized by covalent immobilization of oDNA probes complimentary to the target biomolecules. For this purpose, the silanized surface of the nanowire sensors was first activated with a DTSSP crosslinker. After the activation, 1 µM solution of oDNA probes in a 50 mM potassium phosphate buffer were precisely dispensed onto the surface of individual sensors with a Piezorray non-contact low-volume dispensing system (Perkin Elmer, Inc., Waltham, MA, USA). The volume of the oDNA solution, dispensed onto each nanowire sensor, was ~0.6 nL. The oDNA solutions were incubated onto the sensor surface for 0.5 h at 15 °C and then washed away.
2.6. Preparation of Solutions of Target oDNAs in the Buffer
The solutions of target oDNA with concentrations from 10−18 to 10−15 M were prepared from the initial 100 mM stock solution in the 50 mM potassium phosphate buffer (pH 7.4) by serial ten-fold dilution with a working buffer (1 mM potassium phosphate buffer, pH 7.4). At each dilution step, the solution was incubated in a shaker for 30 min at 10 °C. The solutions were prepared immediately before the measurements.
2.7. Electrical Measurements
Electrical measurements were performed employing a ten-channel data acquisition and storage system (“Agama+” JSC, Moscow, Russia). During the measurements, the support of SOI structures was used as a control electrode (transistor gate). The drain–source current vs. gate voltage dependencies (
Ids(Vg) curves) were recorded at
Vg from 0 to 60 V and
Vds = 0.1 V. Time dependencies of the drain-source current
Ids(t) were recorded in real time at
Vg = 50 V and
Vds = 0.1 V. To increase the time stability of SOI-NW-BS operation, an additional Pt electrode was immersed into the solution in the measuring cell analogous to [
28,
30,
32].
2.8. Biosensor Measurements
For the detection of oDNA in the buffer, the following registration scheme was employed. The solution to be analyzed (150 μL in the 1 mM potassium phosphate buffer) was added into the measuring cell containing 300 μL of buffer, so that the final oDNA concentrations in the cell were 10
−18 M, 10
−17 M, 10
−16 M, and 10
−15 M. Control experiments were performed under the same conditions, but an oligonucleotide-free buffer solution was added into the cell. Upon the detection of miRNA, isolated from blood plasma samples, 7 μL of analyzed solution was added into the measuring cell containing 100 μL of buffer. The sensor signal from SOI-NW-BS was recorded in real time. The so-obtained data were presented in the form of sensogram curves, which represent time dependencies of dimensionless quantity of the current presented in relative units. For each nanowire sensor, the signal in relative units was calculated analogously to the technique described elsewhere [
30]. Briefly, the signal obtained in the control experiments was subtracted from the absolute signal; the latter was registered upon the analysis of target oDNA solutions. Then, a differential signal between the working sensor (whose surface was sensitized with oDNA probes) and the control sensor (whose surface was free from oDNAs) was calculated. To avoid the influence of Debye screening effect, the detection of the target oDNA was carried out in a buffer with low salt concentration (1 mM potassium phosphate buffer) [
34,
35].
2.9. Plasma Samples
The patients were examined in the Institute of Urology and Reproductive Health (Sechenov University) and National Medical Research Center for Neurosurgery named after Academician N. N. Burdenko of the Russian Federation (Moscow, Russia). In control experiments, we used the plasma sample of a patient with prostatic hyperplasia. Plasma samples no. 14, 001, 002 (see
Table 1) were tested. All experiments involving the plasma were performed in compliance with the Order no. 1177n (Ministry of Health of Russian Federation, 20 December 2012). Plasma samples were obtained from patients according to the patient examination protocol. This study was approved by independent ethical committees organized on the basis of the organizations, which provided the samples. Written informed consent was obtained from the patients and with diagnosed prostatic hyperplasia authorizing their participation in the study and the use of the biological material. To provide biological safety, all the samples were deactivated prior to their use in the study.
The blood samples were taken before treatment on an empty stomach from the cubital vein, and collected into invacutainers containing 3.8% sodium citrate anticoagulant (S-Monovett®, SARSTEDT, Nümbrecht, Germany); after that, the samples were centrifuged at 3000 rpm for 6 min at room temperature. Each plasma sample (500 μL) was finally collected into two dry Eppendorf-type polypropylene test tubes, frozen, and stored at −70 °C prior to the analysis.
For the isolation of miRNAs from the blood plasma samples, the miRCURY™ RNA Isolation Kit—Biofluids (Exiqon A/S, Vedbaek, Denmark) was employed; the isolation was performed according to the protocol provided by the manufacturer.
3. Results
3.1. Sensitization of the Sensor Chip Surface
The functionalization of the sensor chip surface included two steps: (1) Chemical modification of the surface, and (2) its sensitization with oligonucleotide molecular probes.
The modification of the chip surface was performed to form an organic silane layer, bearing terminal primary amine groups, on it. This procedure is necessary to provide further covalent immobilization of the molecular probes onto the sensor surface.
Prior to the immobilization of the molecular probes, the sensor chip surface was activated with DTSSP. The latter represents a homobifunctional crosslinker, whose linear molecule bears NHS-ester functional groups at both ends [
36]. DTSSP is a water-soluble analogue of dithiobis (succinimidyl propionate). The solubility of DTSSP in water is provided by the presence of sulfo groups in its structure [
36] (
Figure 2). Homobifunctional crosslinkers, bearing NHS-ester functionality, are commonly employed for a single-step covalent attachment of proteins via their amine groups [
36].
NHS esters primarily react with primary amine groups of the molecules to be immobilized. In the case of immobilization of a protein, the NHS-ester functionality reacts with the available α-NH2 group, located at the N-end of the protein molecule, resulting in the formation of an amide bond. In the case of immobilization of an oligonucleotide, the primary amine group, necessary for the immobilization, is introduced into the oligonucleotide molecule during its synthesis. For this reason, this factor was taken into account upon purchasing the oDNAs from the manufacturer.
The efficiency of the chip surface functionalization was controlled by a comparative analysis of
Ids(
Vg) curves before and after each functionalization step.
Figure 3 displays typical
Ids(
Vg) curves obtained for the nanowire sensor #1 (with n-type conductance) before and after each functionalization step.
From the curves shown in
Figure 3, one can clearly observe that with each functionalization step the
Ids(
Vg) curve shifts to the right of the curve obtained on the previous step. The change in the nanowire conductance after the chemical modification and after the immobilization of oDNA probes was used as an indicator of the efficiency of the sensor surface functionalization. If such changes were observed, then the sensor chip was used in further experiments.
3.2. Determination of the Concentration Sensitivity of SOI-NW-BS upon oDNA Detection in the Buffer
The SOI-NW-BS sensor chip, sensitized with oDNA probes, was employed for the detection of complimentary target oDNA, which represents a synthetic analogue of miRNA-363 associated with the development of glioma. The solutions of target oDNA were added into the SOI-NW-BS measuring cell containing the working buffer. To provide selective detection of the target oDNA, the nanowire sensors were sensitized with oDNA probes, complementary to the target oDNA molecules. Such oDNA-sensitized nanowires are called working sensors. To account for the non-specific adsorption, the surface of the control sensors (located on the same chip) was not sensitized with any oDNA.
The results obtained in the course of the detection of target oDNA in the buffer are shown in
Figure 4. This figure displays typical sensogram curves obtained upon the analysis of solutions with the target oDNA concentrations ranging from 1.0 × 10
−18 to 1.0 × 10
−15 M.
The curves shown in
Figure 4 clearly indicate a decrease in the biosensor signal level. Moreover, from this figure, one can also see that a decrease in the signal level with decreasing the target protein concentration from 10
−15 to 10
−18 M was observed in these conditions. In the control experiments, when the oDNA-free buffer was added into the measuring cell, either no signal from the nanowire sensors was registered, or the change in the level of the biosensor signal amounted to only 1% to 2% from the baseline level of the current (data not shown). This allows us to draw a conclusion that there is a biospecific interaction between the sensor-immobilized oDNA probes and the target oDNA molecules, captured onto the sensor surface from the analyzed solution. It should be emphasized that replacement of the analyzed oDNA solution with the pure oDNA-free washing buffer (indicated by the arrow in
Figure 4) did not lead to an increase in the biosensor signal; this is possibly caused by a very slow dissociation of (probe oDNA)/(target oDNA) complexes.
Thus, from
Figure 4, one can see that the minimum concentration of the target oDNA (a synthetic analogue of glioma-associated miRNA-363), detectable with SOI-NW-BS, makes up 10
−17 M.
3.3. The Detection of MicroRNAs Isolated from Plasma Samples
At this stage of our study, we aimed at the determination of the possibility of the detection of miRNA, isolated from the plasma of glioblastoma patients, with our SOI-NW-BS. MiRNA, isolated from the plasma of a patient suffering from prostatic hyperplasia, was used as the control sample. The results obtained upon the detection of miRNAs, isolated from plasma samples in this experimental series, are shown in
Figure 5.
As seen from
Figure 5, a significant change in the level of the biosensor signal was observed upon the addition of samples of miRNAs, isolated from the plasma of patients with diagnosed glioblastoma (sample no. 001, circle markers, ●; sample no. 002, triangle markers, ▲), into the measuring cell of the SOI-NW-BS. In the control experiments with the samples of miRNAs, isolated from the plasma of a patient with diagnosed prostatic hyperplasia (curve without markers), virtually no change in the biosensor signal was registered—in comparison with the sensogram curves recorded in the working experiments. At that, the time required for the target miRNA detection, amounted to only 7 min, while this requires about several hours upon the use of commonly employed classical laboratory methods.
4. Discussion
The present research was aimed at the determination of the conditions, at which electric devices, based on “silicon-on-insulator” semiconductor sensor elements, can be successfully employed for biomedical applications. In our study, we have determined the conditions for the functionalization of the sensor surface of SOI-NW-BS chips.
In our experiments reported herein, we have also demonstrated the label free detection of miRNA-363 in the blood plasma of glioblastoma patients. According to Alfredo Conti A. et al., miRNA-363 is associated with glioblastoma [
26]. Two different cases have been investigated. In the first case (case 1), the detection of synthetic oDNA analogues of the target miRNA [
26] was performed. In the second (diagnostic) case, we performed the detection of the miRNAs isolated from the plasma of patients with confirmed glioblastoma diagnosis. Buffer solutions, free from synthetic oDNA (case 1), or buffer solutions of miRNAs, isolated from the plasma of a patient with prostatic hyperplasia (case 2), were used as reference ones. The model system (case 1) was studied to determine the minimum oDNA concentration, detectable in the buffer using the SOI-NW-BS.
To provide the biospecific detection of target miRNAs and model oDNAs, the surface of the nanowire sensors was sensitized with oDNA probes, whose sequences were complimentary to those of target oDNA and miRNAs. In our experiments on the detection of the model oDNA (representing a synthetic analogue of miRNA-363) with SOI-NW-BS, we have demonstrated the label-free real-time detection of the model oDNA with high (1.1 × 10−17 M) concentration sensitivity.
The study of the diagnostic case (case 2) was aimed at the demonstration of the possibility of the detection of target miRNAs, isolated from real plasma samples of patients, with SOI-NW-BS. In addition, we have successfully demonstrated that our SOI-NW-BS enables us to register a decrease in the miRNA level in the plasma of glioblastoma patients—in comparison with the plasma sample of a patient with prostatic hyperplasia.
5. Conclusions
The chip for the SOI-NW-BS was fabricated using the CMOS-compatible technology, gas etching, and lithography. In our study, we have demonstrated that such a SOI-NW-BS allows one to perform label-free detection of target oDNA with high (10−17 M) concentration sensitivity in real time. It has also been shown that the SOI-NW-BS can well be used for the diagnostics of oncological diseases, based on the analysis of miRNA content in blood plasma. We have also found that the SOI-NW-BS allows one to register a decrease in the miRNA level in glioblastoma patients—in comparison with that in patients suffering from prostatic hyperplasia.
Thus, the results reported herein indicate that our SOI-NW-BS represents a prototype of a diagnostic device, which can be effectively used for screening applications owing to its ability to perform multiplexed express analysis. The SOI-NW-BS equipped with a chip, bearing an array of 10 individual nanowire sensors, will presumably allow the multiplex analysis of socially important diseases, including not only oncological, but also infection-induced pathologies.