2. MNPs for Detection of miRNA
2.1. miRNA
miRNAs are non-coding RNAs of 18–24 nucleotides in length and play essential roles in gene expression. miRNA biogenesis mainly follows the canonical biogenesis pathway
[14]. Briefly, miRNA is transcribed by RNA polymerase II, and a microprocessor complex processes the primary transcript (pri-miRNAs). The resulting precursor-miRNA (pre-miRNA) is exported to the cytoplasm, where the ribonuclease Dicer processes it to generate an miRNA duplex. The miRNA duplex is then unwound, and the RNA strand that remains on the AGO protein acts as the mature miRNA
[15].
Since their first discovery
[16] thousands of miRNAs have been identified in different organisms, ranging from viruses
[17] to fungi
[18], and to higher eukaryotes
[19][20]. With the advances in next-generation sequencing technologies, novel miRNAs could be identified
[21][22].
miRNAs were found to be linked to several biological mechanisms, such as thermal stress response
[23], regulation of immune cells in sepsis
[24], atherosclerosis
[25], and B cell receptor signaling
[26]. The expression levels of miRNAs are usually changed in several pathological conditions such as multiple myeloma
[27], non-small cell lung cancer
[28], leukemia
[29], Parkinson’s disease
[30], and diabetes-induced cardiomyopathy
[31]. For instance, miRNA-937 was found to be overexpressed in colon cancer
[32] and hepatocellular carcinoma
[33]. The decrease in the level of miRNA-149-3p was shown to be associated with poor prognosis in oral squamous cell carcinoma
[34]. Considering the correlation between changes in miRNA levels and diseases, miRNAs hold great promise as novel biomarkers. Thereby, miRNAs offer opportunities for early detection
[35][36][37]. In particular, circulating miRNAs in biological fluids are significant for non-invasive diagnosis. The intracellularly produced miRNAs were found to be released in the extracellular environment through incorporation into the exosomes or by forming a complex with proteins
[38][39]. Moreover, miRNA content in the extracellular vesicles was found to be affected by the disease state
[40]. Thus, it was proposed that the miRNA derived from the extracellular vesicles could be used as a biomarker
[41][42]. Interestingly, miRNA was found to be more stable than messenger RNA (mRNA)
[43][44]. As stable biomarkers, miRNAs were detected in different types of extracellular fluids, such as urine
[45], plasma
[46], serum
[47], cerebrospinal fluid
[48], and saliva
[49]. As a non-invasive approach, miRNA-based liquid biopsy was proven to be successful at detecting melanoma
[50] and urothelial carcinoma of the bladder
[51]. Given that the disease regulation mechanisms of miRNAs continue to be discovered
[52][53][54][55][56], miRNAs attract much interest as non-invasive diagnostic and prognostic biomarkers.
2.2. Traditional Methods for miRNA Detection
Specificity and sensitivity are the two critical parameters for miRNA detection. Sequence similarity among miRNAs
[57], and the need for detection at very low concentrations
[58] are the challenging issues that should be considered. Northern blotting, RT-qPCR, and microarrays are the conventional methods with distinct advantages and disadvantages in terms of those two parameters
[10][28][59].
2.2.1. Northern Blotting
Northern blotting, which is also known as Northern hybridization, is a classical technique to analyze RNA molecules
[60][61]. RNA is first subjected to denaturing gel electrophoresis and then transferred onto a positively charged nylon membrane. RNA is fixed on the membrane by UV-mediated cross-linking. Then, it can be visualized after hybridization with a probe, which could be either radioactive or non-radioactive. Northern blotting is advantageous due to the fact that it is simple and reliable due to the sample being directly used after the isolation step. It also allows discrimination between miRNAs and their precursors
[62]. However, it is time-consuming and not suitable for the analysis of different miRNAs having the same molecular weight. Low sensitivity and the requirement for large amounts of RNA are the other disadvantages.
Regarding miRNA analysis, several modifications to the original method were adopted to overcome those limitations. As an alternative to UV, 1-ethyl-3-(3-dimethylaminopropyl) carbodiimide hydrochloride (EDC) was proposed to cross-link RNA to the nylon membrane, which resulted in improved sensitivity
[63]. Locked nucleic acid (LNA) modified oligonucleotide probes were successfully used against the sensitivity and specificity problems of DNA oligonucleotides
[64]. In order to avoid the safety problems of radioactively labeled probes, digoxigenin (DIG)-labeled oligonucleotide probes containing locked nucleic acids
[65], and biotin-labeled probes
[65] were proposed. The protocol was also optimized for the detection of viral miRNAs
[66]. In another study, liquid hybridization consisting of pre-hybridization of target RNA with oligonucleotide probes, Exo-1 digestion, and non-denaturing gel electrophoresis achieved greater sensitivity than Northern blot
[67].
2.2.2. RT-qPCR
RT-qPCR is a gold standard for miRNA detection, enabling specific, sensitive, and quantitative results. For RT-qPCR analysis, target miRNAs are reverse-transcribed to complementary DNA (cDNA), which is then amplified by qPCR. Using intercalating dye or hydrolysis-based probes allows real-time fluorescence detection of the amplified products. Quantification is then achieved by using the relationship between the threshold value and the starting copy number of miRNA
[68].
Although RT-qPCR is a well-established method, primer design and reaction conditions may need optimization for every new miRNA analysis
[69][70]. Regarding the primer design issue in miRNA analysis, the tools such as miRprimer
[71] and miPrimer
[72] were proposed. A modified form of RT-qPCR was named the stem-loop RT-qPCR, which consisted of two steps
[73]. The stem-loop primer was first hybridized in this technique to the miRNA molecule. Then, it was reverse-transcribed and used as a template in conventional qPCR, including the fluorescent-based probe. In a further study
[74], a universal stem-loop primer was designed and shown to save 75% of the cost of primers and 60% of the test time compared to the stem-loop primer. Later, a universal hairpin primer system was proposed to eliminate the need for designing miRNA-specific hairpin primers, thereby reducing the cost
[75]. RT-qPCR was used for the analysis of miRNA profile in embryonic stem cell differentiation
[76] and detection of extracellular vesicle miRNAs
[77], as well as to distinguish miRNA editing isoforms
[78]. As RT-qPCR is sensitive and specific, it is still widely used for miRNA detection despite the challenges with optimization. In recent years, compared to conventional RT-qPCR, droplet digital PCR
[79][80][81] has also been popular due to its better sensitivity and diagnostic potential.
2.2.3. Microarrays
Microarray technology relies on hybridization between the oligonucleotide probe immobilized on a solid surface and the target miRNA. Before hybridization, the target miRNA is reverse-transcribed to cDNA and simultaneously labeled. Then, the arrays are scanned for the hybridization signal, depending on the labeling strategy. Labeling can be achieved by the incorporation of fluorescence dyes
[82][83] or radioisotopes
[84]. Alternatively, miRNAs can be directly labeled with biotin, and the hybridization can be monitored by a fluorescent signal that results from the binding between biotin-labeled miRNAs and streptavidin-conjugated quantum dots
[85]. The protocols differ in terms of probe design, probe immobilization strategy, sample labeling, and signal detection
[86]. For instance, instead of oligonucleotides, peptide nucleic acids (PNA) can be used as probes
[87]. Furthermore, miRNA microarray data analysis
[88] and data submission
[89] issues need to be considered.
The major advantage of microarrays is that they enable a high-throughput screen for comparing miRNA expression profiles in different organs or tissues. For instance, miRNA microarray profiling allowed the identification of miRNAs that could be associated with liver cancer
[90], attention deficit hyperactivity disorder in children
[91], epithelial ovarian cancer
[92], and rheumatoid arthritis
[93]. Although miRNA microarray analysis is very useful for comparing miRNA expression levels between two states (e.g., control tissue and cancer tissue), it suffers from low sensitivity and low specificity. Similar to Northern blot analysis, it is not a suitable method for the discovery of novel miRNAs.
2.3. MNP-Based Biosensors for miRNA Detection
As described above, there are many conventional methods for detecting miRNA. These complex techniques require specially trained personnel and can give false positive results
[10]. Therefore, new methods are needed to detect abnormal miRNA expression, which is critical for early diagnosis. With this approach, biosensor studies based on nanomaterials can be an alternative to conventional analytical devices due to their small sample size, low cost, fast response time, and ease of use. Biosensors provide measurable signals depending on the concentration of the target analyte. They are defined as analytical devices consisting of two main parts, a detection element and a transducer
[94]. According to the type of signal generation (electrochemical, optical, thermal, etc.), it is possible to classify biosensors
[95]. In recent years, MNP-based biosensor systems have been used for the detection of miRNA.
2.3.1. Optical Biosensor Systems
There are advantages to using optical biosensor systems in terms of noise-free, stable, and sensitive properties compared to other biosensor systems
[96]. These biosensors are a good alternative for the detection of cancer markers, as they provide a non-invasive approach
[97]. The optical sensing systems based on different signal conversion principles such as colorimetry, fluorescence, chemo/bioluminescence, and scattering-based biosensing, can be used to detect microRNA from biological samples such as plasma, serum, and blood
[98].
The colorimetric optical sensor is an analytical system that measures the emitted or absorbed light intensity resulting from the recognition of the target molecule by the bioreceptor
[99]. The biosensing that occurs in these systems is converted into a color change. Nanomaterials such as magnetic nanoparticles and gold nanoparticles have been widely used for this purpose. These systems can be described as simple, practical, and cheap because they can be read visually and without any tools
[100]. In MNP-based colorimetric biosensor systems developed for miRNA detection, hemin chemistry
[101], colorimetric TMB-H
2O
2 systems
[102], and aggregation of gold nanoparticles
[103] in salt were used and the color changes were monitored with UV-Vis absorption spectrum. Colorimetric sensor platforms were achieved by converting a colorless substrate to a green product in the plate for the detection of miR-21 (
Figure 1a)
[101]. Gold decorated MNPs (GMNP) were used in the sensor platform based on the catalytic hairpin assembly (CHA) reaction. In the presence of the cofactor hemin, oligonucleotides were labeled with GMNP to form a colored product. As a result of the reaction in the presence of H
2O
2, the LOD was determined to be 1 aM and the reaction time was reduced to less than four hours. Another colorimetric sensor system was developed for the detection of Lethal-7 (let-7a) miRNAs in gastric cancer
[102]. In this system, Fe
3O
4 nanosheets were functionalized with target miRNA (let-7a), and hairpins H1 and H2. Thanks to the hybridization chain reaction, a double-stranded DNA (dsDNA) structure was formed on the nanosheet. After removing the excess Fe
3O
4/dsDNAs in the medium with a magnet, H
2O
2 and TMB were added. LOD was determined to be 13 aM as a result of the isothermal process without enzyme. In the colorimetric sensing system developed by Wang et al.
[103], the ability of MNPs to isolate the target analyte from the sample with a single magnet was exploited. Subsequently, the miRNA-155 functionalized with AuNP was precipitated by the salt-induced aggregation method. A two-part colorimetric sensor system was developed. First, Fe
3O
4 nanoparticles were coated with gold, then functionalized with DNAzyme. Single-stranded DNAs (ssDNAs) were formed in the presence of miRNA-155. ssDNAs were separated with a magnet and quantified by precipitation with NaCl in AuNP. It was possible to detect miRNA within 2 h at room temperature using the LOD in the fM level.
Fluorescence-based optical sensors are widely used for the detection of small biomarkers such as DNA due to their advantageous properties, such as low cost, high efficiency, and easy processing steps. In these platforms, the light emitted from the target sample is measured as a result of the excitation. In fluorescence-based biosensor systems developed with MNPs for miRNA detection, dyes (fluorescein (FAM)
[104][105][106]) and substrate (tyramine)
[107] are used for fluorescent labeling. Measurements are simplified with fluorescence resonance energy transfer (FRET)
[106] or quenching
[108]. Two different fluorescence systems have been developed for the potential prostate cancer biomarker miRNA-141. One study by Sun et al.
[104] was based on duplex-specific nuclease (DSN), while the other study by Wang et al.
[107] was based on the toehold-mediated strand displacement reaction (TSDR) using the horseradish peroxidase (HRP) enzyme. In the study by Sun et al., Fe
3O
4 was used as the MNP, and the surfaces of the MNPs were coated with polydopamine
[104]. In the presence of the target miRNA, it hybridized with 6-carboxy fluorescence (FAM)-labeled single-stranded DNAs. Due to duplex-specific nuclease (DSN) in the medium, the FAM-labeled DNA was separated from the RNA and fragmented into small fragments. When the remaining DNA was absorbed on the Ca
2+ surface of the MNPs, a new cycle began in which the miRNA hybridized with a new DNA. The released small particles FAM-DNA caused strong fluorescence intensity, and the miRNA could be quantified based on the changes in fluorescence. For this method, LOD was determined as 0.42 pM. It is quite remarkable that it is used for the detection of miRNA from human cell lines. According to the study by Wang et al.
[107], the LOD of exosomal miRNA-141 could be reduced to fM by detecting it with MNP-based HRP-catalyzed TSDR (
Figure 1b). For this purpose, 4 different probes were immobilized on the surface of carboxyl terminated MNPs. The miRNA-141 sequence recognized the toehold domain complementary part of the probe1, and as a result of the TSDR reaction, P2 was removed from the environment while a new toehold part was formed. Upon the addition of biotin-tipped probe 4, probe 4 and probe 1 formed a double chain. miRNA-141 released thus initiated a new cyclic amplification. After the addition of streptavidin-HRP (SA-HRP), MNP was collected from the medium with a magnet. Then, tyramine, one of the fluorescent substrates, was added to the MNP. The color change that occurred under H
2O
2 catalysis was used to calculate the miRNA concentration. In addition, a fluorescence biosensor using MNP and Clustered Regularly Spaced Short Palindromic Repeats (CRISPR)/CRISPR-associated proteins system family (Cas12a) was developed for the first time to detect exosomal miRNA
[108]. Cas12 increased target specificity because it could bind ssDNA or double-stranded DNA (dsDNA) without the contiguous protospacer motif, and thanks to MNPs, the trans-splicing activity of CRISPR/Cas12a was abolished in the absence of the target miRNA. This is a remarkable study in terms of the detectability of exosomal miR-21 from lung cancer plasma with high sensitivity and specificity.
Figure 1. MNP-based (
a) Colorimetric-based optical biosensor platform. H1 and H3 are GMNP-labeled, while H2 is biotinylated. The segments that are exposed and involved in the serial reactions required for the formation of the targeted nanostructure are shown with “*”. [Reproduced with the permission of
[101] Copyright 2019 Published by Elsevier B.V.]; (
b) Fluorescence-based platform optical biosensor platform [Reproduced with the permission of
[107] Copyright 2019 Published by Elsevier B.V.].
Electrogenerated chemiluminescence sensing is a detection method that originated from a combination of electrochemical and chemiluminescent sensors. Basically, an electron transfer reaction takes place on the electrode surface
[109]. This strategy could be used for clinical detection of miRNA
[110][111][112] because of its rapid response, high sensitivity, and low cost. Wang et al.
[110] designed a multichannel paper-based electrochemiluminescence microfluidic platform that focused on the detection of two different miRNAs 155 and 126. After subjecting the paper to a wax printing process to enable the fabrication of bipolar electrodes, the electrode sites were prepared with AuNP. Two different surfaces were designed for miRNA detection. Signal probes with CdTe quantum dots (QD) and Au@g-C
3N
4 nanosheets were used for the detection of miRNA-155 and miRNA-126, respectively. In this system, K2S2O8 was used as a co-reactant, while Fe
3O
4 MNP was assigned as a carrier. It is important to note that the luminescent light on both platforms is stronger than the single electroluminescent signal. In addition, the use of K
2S
2O
8 was found to improve the selectivity, sensitivity, response speed, and signal intensity of the sensor. The use of nanosheets in electrochemiluminescence systems also attracts attention. These structures were used in a sensor system for miRNA-210, a breast cancer marker. Due to their optoelectronic properties, ease of synthesis, biocompatibility, and ability to absorb ssDNA structures, analysis from serum was achieved
[111]. In addition, SiO
2-coated Fe
3O
4-NPs were functionalized with cholesterol-linked aptamers and were immobilized on the surface of the magnetic carbon electrode. The MoS
2 nanosheet-DNA probe was attached to the surface. The LOD value was determined as 0.3 fM using the luminescence change.
Another interesting system in the development of MNP-based optical platforms is the surface-enhanced Raman spectroscopy (SERS) based sensor system. This is a surface-sensitive technique used for specific detection that measures the interaction between nanostructures and light by Raman scattering
[113]. Recently, the method has also been used for the detection of miRNA
[114][115][116][117]. SERS tags are used for optical measurement. With these tags, a single target can be analyzed in a single system, while it can be prepared in multiplexed systems. By Zhang et al., two different systems have been developed for miRNA-141 alone
[117] as well as a multiplex system for simultaneous analysis of miRNA-141, -429, and -200b
[116] sing the same SERS-nanotag and its substrate. In both systems, silica-coated, analyte-embedded Au nanoparticles (SA@GNPs) and Au-coated paramagnetic nanoparticles (Au@MNPs) were used as SERS-nanotag and substrate, respectively. For the detection of miRNA-141 alone, 5,5′-dithiobis(succinimidyl-2-nitrobenzoate) (DSNB) was used as SERS-tag, whereas DSNB, methylene blue, and Nile blue were used as SERS-tag for the determination of miRNA-141, -429, and -200b in the multiplex system, respectively.
In addition to all these optical sensors, optomagnetic sensor systems were developed for the detection of miRNA. These systems consist of a photodetector, a light source, and a magnetic actuator to generate a magnetic field. It is a system that has become a trend in recent years due to advantages such as the suppression of noise, low cost, and the increase in the reaction rate to the molecules colliding with the action of the magnetic force
[118]. Several optomagnetic sensing systems have been developed for let-7b miRNA, a member of the let7 family
[119][120]. In both systems, MNPs released as a result of the recognition of the target miRNA by the designed surface could be measured by a laser-based optomagnetic sensor. By analyzing serum in both systems, it offers potential for use in clinical applications.
2.3.2. Electrochemical Biosensor Systems
Electrochemical systems are one of the most commonly used sensors for the detection of miRNA. A reaction between the target analyte and the biological recognition element is converted into an electrical signal in these systems. Since this reaction and the flow of electrodes occur in the electrode system, the electrode is one of the essential components in these systems
[97]. The counter, reference, and working electrodes are used. Generally, Ag/AgCl is used as the reference electrode, and Pt is used as the counter electrode. The working electrode can be made of materials such as gold, carbon, or graphene and can be used specifically
[121]. Electrochemical platforms categorized according to the measurement principles of amperometric, potentiometric, voltammetric, and impedimetric are in great demand due to their advantageous properties such as ease of operation, miniaturization and fabrication, and low cost
[122].
Voltammetric systems based on measuring the change in current with a change in potential are common electrochemical sensors. These techniques in various forms, such as chronoamperometry
[18], cyclic voltammetry (CV)
[123][124], square wave voltammetry (SWV)
[125][126][127], and differential pulse voltammetry (DPV)
[124][128][129][130], are also commonly used for miRNA detection due to their sensitivity and wide linear range. In addition, electrochemical biosensors are functionalized or combined with MNPs because they are easy to functionalize, inexpensive, and have the ability to specifically detect target miRNAs from the sample under the magnetic field. In this regard, MNPs can also play a role in the sensing system by capturing miRNAs from body fluids such as serum and plasma and simply connecting them to the electrode surface using a magnet. By Shen et al.
[125], MNPs were functionalized with gold nanoparticles and gold stir bars in the electrochemical sensing system designed for the simultaneous detection of miRNA-21 and miRNA-155 (
Figure 2). They were both used to capture miRNAs from serum samples and electrochemical measurements. In this system, Fe
3O
4 nanoparticles were functionalized with electrochemical labeled and complementary DNAs after gold plating and immobilized on the SPCE surface with magnets. SWN measurements were performed on target miRNAs captured by DNA/RNA hybridization. The method has the advantage of being easy to use and increasing amplification efficiency, not requiring enzymes. Using a similar strategy, another electrochemical sensor system was developed by Tavallay et al.
[126]. It is also reported to be the first system that can detect miRNA from unprocessed blood samples. For the analysis of miR-21, gold-coated magnetic nanoparticles were used and immobilized on the surface of the gold microelectrode using a magnet. Direct analysis of miR-21 in untreated blood from a lung cancer mouse model was achieved. The sensitivity was reported to be better than other sensors with a LOD of 10 aM. It was also much faster than conventional PCR, providing the analysis result in less than 30 min.
Figure 2. MNP-based electrochemical biosensor platform for miRNA-21 and miRNA-155. [Reproduced with the permission of
[125] Copyright 2019 Published by Elsevier B.V.].