Abstract
Pathogenic bacteria and several biomolecules produced by cells and living organisms are common biological components posing a harmful threat to global health. Several studies have devised methods for the detection of varying pathogenic bacteria and biomolecules in different settings such as food, water, soil, among others. Some of the detection studies highlighting target pathogenic bacteria and biomolecules, mechanisms of detection, colorimetric outputs, and detection limits have been summarized in this review. In the last 2Â decades, studies have harnessed various nanotechnology-based methods for the detection of pathogenic bacteria and biomolecules with much attention on functionalization techniques. This review considers the detection mechanisms, colorimetric prowess of bio-receptors and compares the reported detection efficiency for some bio-receptor functionalized nanoparticles. Some studies reported visual, rapid, and high-intensity colorimetric detection of pathogenic bacteria and biomolecules at a very low concentration of the analyte. Other studies reported slight colorimetric detection only with a large concentration of an analyte. The effectiveness of bio-receptor functionalized nanoparticles as detection component varies depending on their selectivity, specificity, and the binding interaction exhibited by nanoparticles, bio-receptor, and analytes to form a bio-sensing complex. It is however important to note that the colorimetric properties of some bio-receptor functionalized nanoparticles have shown strong and brilliant potential for real-time and visual-aided diagnostic results, not only to assess food and water quality but also for environmental monitoring of pathogenic bacteria and a wide array of biomolecules.
Introduction
The growing prevalence of pathogenic bacteria has become a serious challenge globally (Wang C. et al., 2018). Despite the strict implementation of good hygienic and manufacturing practices in many nations of the world, diseases outbreaks relating to food and water infections caused by pathogenic bacteria remain the leading cause of death. Examples of such include; Escherichia coli (Duan et al., 2020), Salmonella typhi (Yi et al., 2019), Salmonella enteritidis (Alamer et al., 2018), Staphylococcus aureus (Du et al., 2020), Vibrio cholera (Peng and Chen, 2019), Vibrio parahaemolyticus (Sun et al., 2019), Bacillus cereus (Li et al., 2018), Listeria monocytogenes (Zhang L. et al., 2016), Shigella flexneri (Feng et al., 2019), Pseudomonas aeruginosa (Das et al., 2019), Campylobacter jejuni (Alamer et al., 2018), and Group A Streptococcus pyogenes (Eryılmaz et al., 2020). A review by Daramola et al. (2020) reported traditional-based (plate culture), immunological-based (ELISA), nucleic acid-based (PCR, Sequencing), and protein-based (MALDI-TOF-MS) methods as veritable techniques for the detection of pathogenic bacteria. However, limitations which include longer detection time, limited trained personnel, and the use of expensive and sophisticated materials have constantly challenged the relevance of these widely used methods (Daramola et al., 2020; Ferone et al., 2020). In recent times, nanotechnology-biosensor-based techniques have received global attention with growing interest in optical biosensors namely; surface plasmon resonance (SPR), photographic and colorimetric detection (Yoo and Lee, 2016; Mocan et al., 2017; Huang et al., 2020).
To achieve reliable nanotechnology-biosensor-based techniques, bio-receptors (bio-capturing molecule/bio-recognition elements) and transducers play important roles (Figure 1) (Torimiro et al., 2021). Analytes-Bio-receptors complex triggers signals which are readable by these transducers. These bio-receptor surfaces are distinctly designed to identify and initiate attachment to identified analytes. Several bio-receptors which include antibodies, oligonucleotide aptamers, proteins, enzymes, nanozymes (chromogens), cells, antigens, microorganisms, bio-mimic substances, and other small molecules have been reported as promising functionalizing agents on nanomaterials (Nguyen and Kim, 2020). According to Daramola et al. (2020), bio-receptors attachment on nanomaterials surfaces can be achieved by a direct or indirect method which oftentimes, is dependent on the biochemical mechanisms of the bio-recognizing elements. The direct method which includes physical adsorption and covalent coupling is achieved through hydrophobic and electrostatic interactions of linkers such as Polyethylene glycol (PEG), Poly-L-lysine (PLL), Polyethylenimine (PEI), and Ethylenediaminetetraacetic acid (EDTA). On the other hand, the indirect method involves the formation of a bridge link between analytes and nanomaterials initiated by high-affinity linkers such as biotin, avidin, and streptavidin. To detect target analytes, the choice of suitable, appropriate, and corresponding bio-receptors on nanomaterials is important to ensure active biocompatibility, high selectivity sensitivity in the complex (Nguyen and Kim, 2020).
FIGURE 1
Basic components of nanotechnology-biosensor-based techniques.
Aside from the general concept of direct detection of pathogenic bacteria by functionalized nanoparticles, biomolecules present in, and produced by microbes and other living organisms have been identified as another detectable component capable of inducing color transition. These biomolecules ranging from small molecules such as metabolites, antibiotics, antibodies, antigens, amino acids, hormones to large macromolecules such as proteins, carbohydrates, lipids, nucleic acids, enzymes, and toxins are important organic molecules required for their maintenance and metabolic activities, acting as essential molecules needed for proliferation and life’s sustenance, however, harmful to man. The accumulation of metabolites, toxins and antibiotics has increasingly endangered human and animal physiological health, posing huge risks to food safety with an increasing presence of antimicrobial-resistant bacterial pathogens in the food chain (Verraes et al., 2013; Founou et al., 2016). To further improve the applicability of functionalized nanoparticles for biosensing, colorimetric detection of bacterial pathogens and biomolecules have been adopted (Figure 2). Colorimetric-based biosensors compared with other optical biosensors support direct and visual detection of analytes by the naked eyes with visible color changes (Ziyaina et al., 2019). This simple, reliable, sensitive, and specific approach which is dependent on signal generation and amplification occur due to the presence of chromogenic substrate and the induction of specific enzyme giving off colorimetric output (Elghanian et al., 1997; Ng et al., 2016).
FIGURE 2
Descriptive image on the colorimetric detection of analytes using bio-receptors/chromogens–functionalized nanoparticles solution.
Increasing the relevance of nanoparticles are several chromogenic substrates which have been used as signal amplifiers (Wu et al., 2017). Interestingly, chromogenic substrates have shown excellent remark as bio-receptors and functionalizing agents, facilitating attachment and interaction of nanoparticles to analytes. Some studies have reported on the competence of chromogenic bio-materials as reliable indicators. For example, horseradish peroxidase (HRP), 3,3,5,5′-tetramethylbenzidine (TMB), and 2,2-azino-bis(3-ethylbenzothiazo-line-6-sulfonic acid) diammonium salt (ABTS) had established the potential of chromogenic materials for the detection of bacterial pathogens and biomolecules (Saunders and Bartlett, 1977; Sibanda et al., 1999). Similarly, Guven et al. (2011) reported the prospect of 5,5-dithiobis-2-nitrobenzoic acid-coated gold nanorods immobilized on polyclonal antibodies for the detection of Escherichia coli. A novel colorimetric aptasensor also reported the use of lanthanum ion-assisted gold nanoparticles for the detection of chloramphenicol (Wu et al., 2019). This review thus sought to compare the detection efficiencies of some commonly used nanoparticles functionalized with chromogenic substrates as colorimetric biosensors and electrochemical sensors in works of literature. Target analytes, detection parameters, color outputs as well as detection limits were tabulated and compared. This approach attempts to illustrate the discussion of reported detection strategies and in all, ease the identification of the most promising functionalized nanoparticles with much emphasis on chromogenic-modified nanoparticles.
Nucleic Acids
Nucleic acids which are the basic units of life have been widely recognized as the main materials that store, copy and transmit genetic information in living components. In microbial cells, they play significant roles in all their biological processes and function posing either positive or adverse effect in human (Lee et al., 2015; Tang et al., 2020). Nucleic acids existing as ribonucleic acid (RNA) and deoxyribonucleic acid (DNA) have been important biomarkers both in biological studies and medical diagnostic approaches (Amos and Patnaik, 2002; van Belkum, 2003). For over 3Â decades, several methods have been developed to detect specific DNA/RNA sequences among which Polymerase chain reaction (PCR) was found as the most accurate nucleic acid amplification technology (Huang et al., 2019). Its wide practical applications and suitability for the detection of trace nucleic acid content have proved its advantages, however, the need for a precise cycling temperature, the use of expensive equipment, and a sophisticated design of primer has provided some difficulty in its use as a point-of-care test (POCT) (Huang et al., 2019).
Some works in recent times have undoubtedly advanced the diagnosis of many kinds of diseases using nanoparticles (NPs) for nucleic acid extraction (Kang et al., 2021; Zandieh and Liu, 2021) and applying electrochemical methods for the detection of specific nucleic acids in complex fluid (Jiang et al., 2021). Among these new methodologies, optical detection methods, which hinges on the hybridization between nucleic acid and substrate modified with radioactive, fluorescent, chemiluminescent, or nanoparticle tags have been of major interest. Gold nanoparticles which are more preferred than other metals have been marked as an excellent labeling tag due to their unique chemical, physical, and highly sensitive detection properties (Qin and Yung, 2007). Further quest on the need for a simple, convenient colorimetric approach for an instant and non-enzymatic detection of nucleic acid showed gold and other metals together coupled with chromogenic substrates exhibit unique optical properties which include visual color changes and varying absorption spectral which are subject to functionalized nanoparticles dispersion to aggregation state (Zhang et al., 2020). Some studies highlighting these visible color changes are discussed below.
Xia et al. (2010) in their experiment detected complementary DNA using probe DNA and AuNPs conjugated with polyelectrolytes (poly [(9,9-bis(6′-N, N, N-trimethylammonium) hexyl)fluorene-alt-1,4-phenylene] bromide). AuNPs-polyelectrolyte conjugate (red solution) which recognizes and sequesters most of the single-stranded DNA (probe DNA) produces a characteristic blue color, however, the presence of complementary strand (double-stranded DNA) initiate a weak bond with AuNPs-polyelectrolyte conjugates, alters the aggregation of the nanoparticles and thus retained the red color. This method was also found useful for the detection of small molecules, proteins, and inorganic ions. Gold nanoparticles modified with chitosan were explored for the detection of amplified Mycobacterium tuberculosis DNA (MTB DNA) (Tammam et al., 2017). The study reported a color change of the solution from red to blue. It was found that the free chitosan content in the cationic chitosan-coated AuNPs process was responsible for the direct interaction of functionalized NPs with the amplified MTB DNA. The amount of free chitosan as reported in their study suggests the accuracy of the positive indication of MTB DNA and the visual color change.
The application of peptide nucleic acid (PNA) as a bio-receptor and the potential chromogenic substrate has been reported, as it can induce immediate aggregation of NPs without the catalytic action of NaCl (Su and Kanjanawarut, 2009). Joshi et al. (2013) using PNA assessed the detection of Newcastle disease viral RNA, a single-stranded negative-sense RNA virus belonging to the family of Paramyxovirus causing highly contagious disease in poultry and almost all species of birds. It was observed that the agglomeration of AuNP-PNA produces an intense blue coloration, however, the presence of the viral DNA (complementary DNA strand) sufficiently prevents AuNPs agglomeration to PNA, hence, preventing the color change from red to blue. In addition to our examples, PNA-AgNPs have also been studied for the detection of mRNAs (proto-oncogene c-Myc mRNA) since they have an important role in the detection of oncogenes and tumor suppressors hence, emerging as potential biomarkers for cancer detection (Li et al., 2016). The study justifies the high affinity of PNA-AgNPs conjugate to only double-stranded helix structure than single-stranded DNA or RNA which protects AgNPs from salt-induced aggregation thus, producing a color change from brown to yellow. Interestingly, the study distinguished a full match from mismatch mRNA by producing a visual color change to red-brown with the presence of a single-base-mismatch mRNA.
Another related study exploited the fabrication of a paper-based device (PAD) using platinum nanoparticles (PtNPs) functionalized with a chromogenic substrate (3,3,5,5,-tetramethylbenzidine –(TMB)) for the detection and quantitation of DNA target (Chen et al., 2017). According to their study, TMB-PtNPs in the absence of DNA showed good catalytic efficiency, producing visible blue precipitates however, PtNPs peroxidase-like activities are rapidly blocked upon the addition of DNA with no color change to the solution. Summary of studies with colorimetric outputs and their limit of detection are summarized in Table 1.
TABLE 1
| Nanoparticles used | Bio-receptors and chromogenic substrates | Target nucleic acid | Mechanism of detection | Colorimetric output | Other signal transducer | Detection limit | Main findings | References |
|---|---|---|---|---|---|---|---|---|
| Gold nanoparticles | Probe DNA; poly [(9,9-bis (6′-N,N,N-trimethylammonium) hexyl) fluorene-alt-1,4-phenylene] bromide) | nucleic acids, small-molecules, proteins, and inorganic ions | The study assessed the effectiveness of single-stranded probe DNA, unmodified gold nanoparticles, and a positively charged, water-soluble conjugated polyelectrolyte complex for detection | Red colour is retained Intense blue colour in control (Probe DNA only) | UV-Vis spectroscopy | 1 p.m. | The approach detects nucleic acids, small molecules, proteins, and inorganic ions. Permits mixing and independent optimization of substrates at room temperature, producing rapid and convenient result | Xia et al. (2010) |
| Platinum nanoparticles (PtNPs) | 3, 3, 5, 5,-tetramethylbenzidine (TMB), | DNA | Fabrication of paper-based analytical device; magnetic bead isolated system and; target DNA-induced hybridization | Colourless; Intense blue colour in control (only PtNPs) | digital pictures by an Olympus camera | 0.05 μM | The exhibition of peroxidase-like activities by DNA-Pt hybrid nanoparticles gives insight on the possible interaction between metal nanoparticles and DNA | Chen et al. (2017) |
| Gold nanoparticles | Peptide nucleic acid (PNA) | Viral RNA (Newcastle disease virus) | The use of viral DNA to counter the specific affinity/agglomeration ability of PNA with gold nanoparticles | Red colour is retained Intense blue colour in control (PNA-AuNPs) | UV-Vis spectroscopy | 5Â ng | Complementary approach using the detecting agent was found robust, simple and rapid, as it does not affect the sensitivity and specificity of PNA functionalized gold nanoparticle | Joshi et al. (2013) |
| Silver nanoparticles | Peptide nucleic acid (PNA) | proto-oncogene c-Myc mRNA | Specific recognition of PNA-AgNPs, promoting the displacement and formation of AgNPs and PNA-RNA complex respectively | Brown to yellow | UV-Vis spectroscopy | 50Â nmol/L | The study reports the possible detection of single-base mismatch in the target genes | Li et al. (2016) |
| Gold nanoparticles | Chitosan | amplified MTB DNA | Formation of chitosan functionalized gold nanoparticles | red to blue | gel electrophoresis | NA | The study promotes single tube assay in settings with low resources | Tammam et al. (2017) |
Summary of studies that have applied bio-receptors and chromogenic substrates for the detection of nucleic acid.
Pathogenic Microbes
The application of gold nanoparticles in pathogen detection has been established in several studies due to their good stability and reproducibility (Mosier-Boss, 2017; Yilmaz and Yilmaz, 2020; Norouz Dizaji et al., 2021). Functionalized gold nanoparticles (AuNPs), as suggested in studies could involve the immobilization of one or more bio-receptors increasing the binding specificity of gold nanoparticles to target components (Pissuwan et al., 2020; Norouz Dizaji et al., 2021). As a resourceful strategy, the reaction of functionalized gold nanoparticles together with chromogenic substrate targeting pathogenic bacteria generates visual color change such as blue, red, purple (Kim et al., 2018; Feng et al., 2019; Sun et al., 2019). Studies have demonstrated the potential of several chromogenic-mediated and functionalized gold nanoparticles methods for the detection of pathogenic bacteria with different detection limits (Das et al., 2019; Du et al., 2020; Huang et al., 2020). Das et al. (2019) reported a detection limit of 60 CFU/ml for Pseudomonas aeruginosa using aptamer and 3,3′,5,5′-tetramethylbenzidine (TMB) as bio-receptor and color indicator on gold nanoparticles. Aptamer which suppresses the intrinsic peroxidase-like activity (NanoZyme activity) of AuNPs enhances the activities of TMB as a color indicator for the detection approach. The adaptation of the aptamer-Nanozyme colorimetric sensor (TMB) on a screen-printed electrode produced not only an electrochemical sensor output but also produces a visual blue coloration, marking the presence of P. aeruginosa. The use of both aptamers and ethanolamine as functionalizing components on gold nanoparticles was demonstrated for the detection of E. coli lipopolysaccharides (Zhu et al., 2019). Aptamer-ethanolamine interaction induces the aggregation of AuNPs, transitioning red to light purple and finally a colorless solution with a detection limit of 1 μg/ml. The use of 4-mercaptophenylboronic acid (4-MPBA) as a color indicator for the detection of several pathogens (Escherichia coli; Salmonella pullorum; Staphylococcus aureus; Enterococcus faecalis; Streptococcus mutans) was carried out by Huang et al. (2020). 4-MPBA which contains two functional groups: a thiol group and a boronic acid group facilitates strong binding with nanoparticles and peptidoglycan present in bacterial cell walls through the covalent bonds. The study established the importance of 1M NaCl concentration as a color inducer in the detection of bacterial pathogens. Thiramanas and Laocharoensuk (2016) conducted one of the foremost studies that demonstrated the efficiency of Chlorophenol red β-D-galactopyranoside (CPRG) for the detection of Staphylococcus aureus and Escherichia coli (ETEC). The competitive binding of positively charged polyethyleneimine-coated gold nanoparticles to the negatively charged bacterial enzymes (β-galactosidase) in the presence of CPRG transforms the red solution to yellow with a detection limit of 10 CFU/ml.
Silver nanoparticles (AgNPs) in comparison with AuNPs have also received attention in their single functionalized form but with lesser application due to their toxic properties although, minimal (Alabi et al., 2019; Ogunsuyi et al., 2019). Nevertheless, a study demonstrated the use of AgNPs coated with urease both as bio-receptor and chromogenic substrate for the detection of Salmonella typhimurium. The coated AgNPs were found to preferentially bind to bacterial cell surfaces, allowing the catalytic elevation of the solution pH by urease and inducing a color change from yellow to pink (Singh et al., 2019). Functionalized magnetic nanomaterials have been explored for colorimetric detection of pathogenic Salmonella typhimurium (Park et al., 2015; Srisa-Art et al., 2018). Srisa-Art et al. (2018) assessed the use of CPRG as a colorimetric paper-based analytical device (PAD) for detection and immunomagnetic separation of the pathogen. The development of the colorimetric PAD eliminates conventional pre-enrichment of samples before detection.
Some studies have reported the advantages of functionalized metal nanocomposite (bi-metallic) over the single functionalized metal nanoparticles in that, its enhances sensitivity, strong affinity with a broad group of Gram-positive and Gram-negative bacteria, and in most cases effectively capture bacterial cells when nanoparticles with magnetic (Fe3O4) and metal-organic framework (MOF) properties are involved (Wang K.-Y. et al., 2018; Duan et al., 2020; Xu et al., 2021). Dehghani et al. (2018) studied the potential of gold-palladium (Au-Pd) nanocomposites functionalized with aptamer and TMB as colorimetric aptasensor against Campylobacter jejuni. The increased aptamer-bacterial cells complex based on the strong peroxidase-like activity of Au-Pd in buffered saline intensifies the blue color of the solution. Similarly, pyrrolidonyl arylamidase (PYR) functionalized magnetic-gold (Fe-Au) nanocomposites for the detection of Group A Streptococcus pyogenes induces a red color with the addition of 4-(dimethylamino)-cinnamaldehyde (DMACA). Bacterial cells detection was due to its affinity to PYR (substrate) enhancing the production of β-naphthylamine, which upon reaction with DMACA, intensified color change from yellow to red (Eryılmaz et al., 2020). Other studies that have used bio-receptors and chromogenic substrates inducing visual color change for the detection of pathogenic bacteria are summarized in Table 2.
TABLE 2
| Nanoparticles used | Bio-receptors and chromogenic substrates | Target pathogenic bacteria | Mechanism of detection | Colorimetric output | Other signal transducer | Detection limit | Main findings | References |
|---|---|---|---|---|---|---|---|---|
| Gold nanoparticles | Antibody | Salmonella typhi | Coating of glass fiber membrane (conjugate pad) with antibody–gold nanoparticle conjugate | Red | UV-Vis spectroscopy | 1.14 105 CFU/ml | Detection of S. typhi in spiked normal human serum within 15 min using only one step showed high accuracy and specificity | Preechakasedkit et al. (2012) |
| Gold nanoparticles | β-galactosidase; Chlorophenol red β-D-galactopyranoside (CPRG) | Staphylococcus aureus; Escherichia coli (ETEC) | Competitive binding of positively charged polyethyleneimine-coated gold nanoparticles (PEI-AuNPs) to negatively charged enzymes and bacteria | Yellow to red | UV-Vis spectroscopy | 10 CFU/ml | The findings eliminated the need for sample pre-concentration prior detection assay | Thiramanas and Laocharoensuk, (2016) |
| Gold nanoparticles | Propidium monoazide (PMA) | Bacillus cereus | The study explored the use of an unmodified gold nanoparticles and propidium monoazide (PMA)-asymmetric polymerase chain reaction (asPCR) method | Ruby-red to Blue-purple | UV-Vis spectroscopy | 9.2 101Â CFU/ml (in 0.01M phosphate-buffered saline); 3.4 102Â CFU/ml (in milk) | The PMA successfully eliminated the interference of dead bacteria as false results further promoting the detection of other 10 common pathogenic bacteria in milk | Li et al. (2018) |
| Gold nanoparticles | Aptamer | Salmonella typhimurium | Displacement of gold nanoparticles modified with S. typhi specific aptamers by S. typhi viable cells | Red to purple or blue | UV-Vis spectroscopy | 56Â CFU/ml | The method showed no significant difference when compared with plate counting approach hence, could be explored for pathogen detection in food samples | Ma et al. (2017) |
| Gold nanoparticles | Aptamer | Shigella flexneri | Specific S. flexneri aptamer previously immobilized on the surface of AuNPs were displaced due to their high binding affinity to Shigella flexneri, inducing the aggregation of AuNPs | Red to Purple | UV-Vis spectroscopy | 80Â CFU/ml | This aptasensor shows rapid detection and was also found suitable for the detection of pathogens in complex food matrices | Feng et al. (2019) |
| Gold nanoparticles | Bifunctional oligonucleotide probe; Aptamer | Salmonella enteric serovar typhimurium | The release of gold nanoparticles from the initial oligonucleotide-aptamer-gold nanoparticles complex by S. typhi cells | Blue to red | UV-Vis spectroscopy | 10Â CFU/ml | It is applicable for the detection of S. typhi and other pathogenic bacteria in milk and shrimp | Xu et al. (2018) |
| Gold nanoparticles | Aptamer; 3,3′,5,5′-tetramethylbenzidine (TMB) | Pseudomonas aeruginosa | Peroxidase-like NanoZyme activity of gold nanoparticles (GNPs) after the displacement of Pseudomonas aeruginosa–specific aptamer (F23) by Pseudomonas aeruginosa | Blue colour | UV-Vis spectroscopy | 60 CFU/ml | The study establishes the possible adaptation of the aptamer-NanoZyme on a screen-printed electrode further producing a sensitivity and reliable colorimetric electrochemical sensor | Das et al. (2019) |
| Gold nanoparticles (flower-shaped, F-AuNPs and sphere-shaped, S-AuNPs) | Multiplex PCR assay | Salmonella typhimurium; Listeria monocytogenes; Escherichia coli 0157:H7 | Use of gold nanoparticles (AuNPs)-assisted multiplex PCR assay | F-AuNPs: Blue colour; S-AuNPs: Red colour | UV-Vis spectroscopy | Listeria monocytogenes 10 pg/μL; Salmonella typhimurium 10 pg/μL; Escherichia coli 0157:H7 50 pg/μL | The study reports the use of unfunctionalized F-AuNPs as a sensitive colorimetric sensor for the visual detection of PCR products | Du et al. (2020) |
| Gold nanoparticles | Oligonucleotides | Salmonella spp | Formation of oligonucleotide/AuNPs-DNA complexes | Red to purplish-blue | UV-Vis spectroscopy | 10Â CFU/ml | Oligonucleotides functionalized AuNPs showed high stability without compromising its biocompatibility | Quintela et al. (2019) |
| Gold nanoparticles | Carboxylated chitosan; Aptamer | Salmonella typhimurium | Adsorption of carboxylmethyl chitosan and amino-modified aptamer on gold nanoparticles | Red to blue | UV-Vis spectroscopy | 16Â CFU/ml | The approach was found consistent with the classical plate counting technique | Yi et al. (2019) |
| Gold nanoparticles | Aptamer; Ethanolamine | E. coli lipopolysaccrides (LPS) | Formation of general probe (G-probe) comprising of AuNPs functionalized with ethanolamine and aptamer | Red to light Purple | UV-Vis spectroscopy | 1 µgmL-1 | The study report the potential of dual functional probes namely general probe (G-probe) and specific probe (S-probe) for quantifying and typing of LPS respectively | Zhu et al. (2019) |
| Gold nanoparticles | 4-mercaptophenylboronic acid (4-MPBA) | Escherichia coli; Salmonella pullorum; Staphylococcus aureus; Enterococcus faecalis; Streptococcus mutans | Developed and immobilized 4-MPBA-AuNPs on the surface of bacteria cells via covalent bonds | Red to Blue | UV-Vis spectroscopy | 1.02 103Â CFU/ml | The broad spectrum approach utilizing bacterial inhibition of salt-induced aggregation of chromogen was found cost-effective to test drinking-water quality | Huang et al. (2020) |
| Gold nanoparticles | Aptamer | Shigella sonnei | Surface modification of citrate-stabilized gold nanoparticles and 4-MBA ligand with S. sonnei specific aptamers | Wine red to violet | UV-Vis spectroscopy; Surface-enhanced Raman spectroscopy | 10Â CFU/ml | The dual-functional composite showed high affinity and specificity effective for the detection of food-borne pathogens | Wu et al. (2020) |
| Silver nanoparticles | Urease | Salmonella typhimurium | Affinity binding of pathogen using urease coated silver nanoparticles (AgNPs) | Yellow to pink | UV-Vis spectroscopy | 102 cells/mL | Receptor coated silver nanoparticles (AgNPs) preferentially binds to bacterial surface and urease catalytically elevates the pH of the solution | Singh et al. (2019) |
| Magnetic nanoparticles | Monoclonal antibody | Salmonella typhimurium | The study develops technique exploring immunomagnetic separation and selective filtration method using monoclonal antibody (MAb)-magnetic nanoparticle (MNP) composites | Increase in intensity of brown colour | UV-Vis spectroscopy | 2 101 cells; 100 cells/g | MAb-MNP nanocomposites can be used as a good detector reagent independently | Shim et al. (2014) |
| Magnetic nanoparticles | Aptamers; 3,3′,5,5′-tetramethylbenzidine (TMB); Hydrogen peroxide | Salmonella typhimurium | Migration of specific aptamers away from their initial interaction with MNPs to a more specific receptor (S. typhi cells) thus, enhancing the peroxidase activity of MNPs | Blue | UV-Vis spectroscopy | 7.5 105 CFU/ml | The method was considered to be cost effective with stable activity, and promote easy separation from solution | Park et al. (2015) |
| Magnetic beads | β-galactosidase; Chlorophenol red-β-D-galactopyranoside | Salmonella typhimurium | Immunomagnetic separation (IMS) using anti-Salmonella coated magnetic beads followed by sandwich immunoassay comprising of antibody/enzyme-Salmonella-chromogens as a colorimetric paper-based analytical device (PAD) | Red to Red-violet | Chemometer | 102 CFU/ml | Development of colorimetric PADS coupled with IMS for the detection of Salmonella typhimurium in samples without pre-enrichment | Srisa-Art et al. (2018) |
| Magnetic Nanobeads | Lactoferrin; Antibodies | Salmonella typhimurium; Salmonella enteritidis; Staphylococcus aureus; Campylobacter jejuni | Lactoferin-immobilized cotton swab captures pathogens forming a sandwich with specific antibody-immobilized on colored nanobeads | Cotton swab based: Intense black (St); blue (Se); orange (Sa); green (Cj) colour Solution based: Violet to sky blue | Loop-mediated isothermal amplification | Salmonella typhimurium:10Â CFU/ml; Campylobacter jejuni: 10Â CFU/ml; Salmonella enteritidis: 100Â CFU/ml; Staphylococcus aureus: 100Â CFU/ml | The quantitative technique was found promising and useful for point-of-care diagnostics | Alamer et al. (2018) |
| Magnetic nanoparticles | Aptamers; G-quadruplex (G4) DNAzyme | Vibrio parahemolyticus | Aptamer-conjugated magnetic nanoparticles (MNPs) and the G-quadruplex (G4) DNAzyme were used as capture probes and signal amplifying element respectively | Increase in intensity of blue colour | UV-Vis spectroscopy | 10Â CFU/ml | The improved catalytic activity of G4 and the high affinity and specificity aptamer showed promising technique to the conventional method of Vibrio parahemolyticus detection | Sun et al. (2019) |
| Magnetic gold nanoparticles | Pyrrolidonyl arylamidase (PYR); Antibody; 4-(dimethylamino)-cinnamaldehyde (DMACA) | Group A Streptococcus pyogenes | The study exploited antibody modified magnetic gold nanoparticles and pyrrolidonyl arylamidase (PYR) composite | Red colour | UV-Vis spectroscopy | 3.3 102 CFU/ml | The study provided viable cells detection without antigen and nucleic acid extraction technique | Eryılmaz et al. (2020) |
| Chitosan-coated iron oxide magnetic nanoparticles (CS-MNPs) | 2-2′-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt (ABTS) | Escherichia coli; Staphylococcus aureus | The study evaluated the development of chitosan-coated iron oxide magnetic nanoparticles (CS-MNPs) and the reduction of peroxidase-like activity of CS-MNPs by S. aureus | Decrease in green colour intensity | UV-Vis spectroscopy | 102 CFU/ml | The study established possible potential electrostatic interaction between CS-MNPs and broad spectrum of bacteria | Le et al. (2020) |
| Gold-Palladium nanoparticles (Au@Pd) | DNA aptamer; 3,3′,5,5′-tetramethylbenzidine (TMB) | Mcos (Campylobacter jejuni) | Colorimetric aptasensor based on peroxidase-like activity of Au@Pd NPs in phosphate buffered saline | Blue product | UV-Vis spectroscopy | 100 CFU/ml | Increased aptamer-cells complex unblocked Au@Pd NPs surfaces with increased strong-peroxidase acitivity and high colour intensity | Dehghani et al. (2018) |
| Copper-based metal-organic framework nanoparticles (Cu-MOF NPs) | Aptamers | Escherichia coli | Formation of signal probes using copper-based metal-organic framework nanoparticles (Cu-MOF NPs) functionalized with streptavidin and biotinylated aptamer | Colourless to yellow colour | UV-Vis spectroscopy | 2Â CFU/ml | The combination of Cu-MOF NP-catalyzed chromogenic reaction with aptamer increases affinity and also acting as a novel enzyme mimics signal label | Duan et al. (2020) |
| Gold nanoparticles (AuNPs); Gold and iron oxide (Fe3O4/Au) nanoparticles | Immunoglobulin Y (IgY); Aptamer; 3,3′,5,5′-tetramethylbenzidine (TMB) | Staphylococcus aureus | Sandwich complex of aptamer functionalized gold nanoparticles-S. aureus-IgY functionalized iron/gold nanoparticles | Decrease in yellow colour | UV-Vis spectroscopy | 10 CFU/ml | The study reports IgY-Fe3O4/Au nanocomposites and apt-AuNPs nanoparticles as an excellent capture probes and optical signal amplifier respectively | Yao et al. (2020) |
| Hemin-concanavalin A-Hybrid nanoflowers (HCH nanoflowers) | 2-2′-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt (ABTS) | Escherichia coli 0157:H7 | Formation of HCH nanoflowers-E. coli-Magnetic beads sandwich | Light green to bright green | UV-Vis spectroscopy | 4.1 CFU/ml | The study offers a one-step co-precipitation approach, magnetic separation and an enzyme mimicking the widely known peroxidase-like activity in colorimetric detection | Wang et al. (2018b) |
| Gold nanoparticles; Magnetic nanobeads | Monoclonal antibodies; Urease; Polyclonal antibodies | Listeria monocytogenes | Formation of Magnetic beads-Monoclonal antibody-Listeria-Polyclonal antibody-gold nanoparticles-urease complexes | Phenol red: Yellow to Red; Bromothymol blue: Yellow to Blue; Bromocresol Purple: Yellow to Purple | UV-Vis spectroscopy | 1.0 102Â CFU/ml | Replacement of substrate colour change with pH indicator and minimizing the risk of endogenous enzyme activity | Chen et al. (2018) |
Summary of studies that have applied bio-receptors and chromogenic substrates for the detection of pathogenic bacteria.
Amino Acids, Enzymes and Proteins
Enzymes and proteins act very crucial roles in facilitating diverse forms of activities that are pivotal to the survival of life in microbes, plants, animals, and humans. Enzymes are involved in the catalysis of various biochemical reactions, while proteins form structures that help in the catalysis of biochemical reactions and regulation of biological processes (Ayantunji et al., 2020). Amino acids, Enzymes and proteins include, but are not limited to cysteine, lysozyme, SARS-CoV-2 protein, C-reactive protein (CRP), Okadaic acid (OA), carcinoembryonic antigen, concanavalin A, lipase, transferrin (glycoprotein), Ebola virus secreted glycoprotein (sGP), carbonic anhydrase, alpha-amylase, catalase, and protease. For example, salivary alpha-amylase (sAA) (EC 3.2.1.1) aids in the breakdown of starch to simple sugars in the buccal cavity and has been applied as a biomarker to assess the changes relating to stress in the sympathetic nervous system (SNS) (Nater and Rohleder, 2009). The levels of diverse enzymes and proteins have been linked to the occurrence and development of myriads of diseases (Borrebaeck, 2017). Amylase has been applied in forensic medicine when investigating crime scenes to presumptively test for suspicious stains by searching for appropriate genetic material because saliva has a higher amount of amylase than sweat, semen, urine, or secretions from the nose (Wittstein et al., 2005). Therefore, selective and precise detection of enzymes and proteins is very important in proteomic research, early diagnosis, and treatment of various diseases (Xue et al., 2019). Enzyme-linked immunosorbent assay (ELISA) has been widely used for the detection of proteins due to its level of selectivity (Ambrosi et al., 2010), however, the antibodies used in this assay are less stable and very costly (Adhikary and Banerjee, 2021). Other methods used for the detection of enzymes and proteins usually consume time, require cumbersome sample preparation, and could be less discriminatory in mixtures containing complex proteins.
Diversely functionalized nanoparticles have been reported by employing colorimetric and UV-vis spectrometric methods for the detection of proteins including the report by Lee et al. (2008). These researchers conjugated gold nanoparticles with a thiol-modified oligonucleotide sequence that has been labeled with a fluorophore and incubated with different concentrations of cysteine, the conjugate provided a colorimetric change from red to purple with a detection limit of 100Â nM, monitored by UV-vis spectrometry. A similar colorimetric change from red to blue with a detection limit of 100Â nM was observed in a study by Zhang et al. (2010) where gold was conjugated with EDTA and complexed with lead ions (Pb2+) to induce the aggregation of AuNPs for quick qualitative and quantitative analysis. These reports showed a highly selective and sensitive assay but limited by the inability to carry out point-of-care-testing, that is free of cumbersome procedure in the laboratory. In a recent study, Adhikary and Banerjee (2021) demonstrated the use of core-shell nanoparticles made by coating chitosan-tripolyphosphate (produced by ionic gelation) with a starch-iodine shell to detect salivary alpha-amylase. These functionalized nanoparticles gave a colorimetric change from blue to red and were fabricated into paper-based diagnostic material with a detection limit of 140 units/mL (70Â mg/ml) and a coated swab with a lower detection limit of 2.5 units/mL (1.25Â mg/ml). This has made possible room for accessible, affordable, and instrument-free visual biosensors for point-of-care testing in diagnostic and forensic medicine by color-switching (Adhikary and Banerjee, 2021).
To improve on the limitations of the conventional ELISA, Tang et al. (2021) functionalized magnetic nanoparticles (MNPs) with maleimide and thiol-modified antibodies to detect carcinoembryonic antigen. MNPs-based ELISA for improved antigen detection was established, with an experimental sensitivity of about 100 times greater than the traditional microplate ELISA giving a detection limit of 0.02Â ng/ml. Despite, the high level of sensitivity of the biomaterial design, the expensive cost, and lesser stability of antibodies involved are still major concerns. However, aptamers are being used to cater to the cost and stability concerns of antibodies. In a study by Xie et al. (2020), gold nanoparticles were conjugated with aptamer and citicoline bovine serum albumin (citicoline-BSA) to detect C-reactive protein. A very low detection limit of 8Â pg/ml and a color change from colorless to blue was reported. Since the materials utilized were easy to prepare and the conjugate design has good stability between batches with high specificity, low limit of detection, low-cost and easy operation with simple instruments, the focus should be on fabricating a simple device for point-of-care-testing that would be a major predictor for the risks of cardiovascular activities (Xie et al., 2020).
Electrochemical sensors are gaining much more attention in the detection of enzymes and proteins, particularly with the emergence of SARS-CoV-2. Chest computed tomography (CT) was used for early diagnosis of COVID-19, but to detect the SARS-CoV-2 antigen, real-time reverse-transcriptase polymerase chain reaction (RT-PCR) is the gold test (Roberts et al., 2021). Though effective, RT-PCR is time-consuming, gives false-negative results for low titer value at times, is labor-intensive, and is limited by the inability for rapid use where there is a large outbreak and even for asymptomatic patients in a bid to curtail the virus spread. Chen et al. (2022) functionalized gold nanoparticles with streptavidin and biotinylated nanobodies to detect SARS-CoV-2 spike protein using spectrophotometry or portable electronic circuitry to give a detection limit of ∼1.3 p.m. An all-solid-state protein biosensor by Zhao et al. (2022) gave a quantitative analysis of SARS-CoV-2 antibody with a detection limit of 7.73 ng/ml monitored by differential pulse voltammetry (DPV) and correlation coefficient of 93.8% compared to enzyme-linked immunosorbent assay (ELISA) results. These researchers manufactured colloidal quantum dots (CQDs) and functionalized them with lead sulfide (PbS) and gold electrodes which also discriminated patient and normal samples with 90% accuracy and 1 min reading of results by handheld testing system prototype. This is a very good breakthrough if the detection limit can be further optimized. However, an earlier report by Roberts et al. (2021) accounted that gold nanoparticles functionalized with fluorine-doped tin oxide (FTO) electrodes detected SARS-CoV-2 Spike S1 antigen with a very low limit of 0.63 fM in standard buffer and 120 fM in spiked saliva samples using differential pulse voltammetry and cyclic voltammetry. No cross-reactivity was reported with other viral antigens, the response was rapidly provided within 10 s, the manufactured electrode can be stored for about 4 weeks and there is a possibility of using it directly to detect non-invasive SARS-CoV-2 from saliva samples of patients. A detailed summary of functionalized nanoparticles used for the detection of various enzymes and proteins is presented in (Supplementary Table S1). Though the overall cost of fabricating the electrode is low, there is a need for a potentiostat to sense the electrode which may need to be done in a laboratory setting and a trained handler. Yet, this could be further fabricated into a hand-held device without the need of a technician, possible usage outside of the laboratory environment, and the sensor could be manipulated to detect diverse diseases aside from SARS-CoV-2 spike S1 protein (Roberts et al., 2021).
Toxins
Toxins are biomolecules produced by living organisms (like animals, plants, and microbes) primarily for defensive purposes (Dorner and Rummel, 2015). Toxins could either be the products of metabolism secreted directly by living organisms or the materials that become toxic through microbial metabolic activity and at times, they could be the degradation products of non-living organisms (Torimiro et al., 2022). These heterogeneous groups of molecules could exert toxic properties on other organisms through ingestion, inhalation, injection, or absorption (Janik et al., 2019). Toxins include ciguatoxin, tetrodotoxin, ricin, abrin, mycotoxins, tetanus toxin, botulinum toxins, staphylococcal enterotoxins, and so on (Janik et al., 2019). The effect of these toxins on health could be acute, prolonged, or permanent, but it is to be noted that most of these biomolecules are very toxic in small amounts (Pitschmann and Hon, 2016). Toxins easily spread via contaminated food and water, and are such, are critical agents of bioterrorism (Labib et al., 2009). Previously, the detection of toxic biomolecules requires labor-intensive methods of culturing tissues and testing animals but was later replaced with laboratory methods of detection like the polymerase chain reaction (PCR), latex agglutination, and enzyme-linked immunosorbent assay (ELISA). However, these methods are difficult for field detection, as the equipment needed for such analysis is not designed for use outside of the laboratory and could take some time to confirm the presence of toxin (Patel et al., 2017). Hence, simpler, quicker, and highly selective detection methods are now evolving with better advantages over conventional methods. Nanomaterials are being used to manufacture nanosensors to assist with the possibility of onsite detection of toxic biomolecules (Zeng et al., 2016). Gold, silver and magnetic nanoparticles are the main types of nanoparticles being used because of their ability to be surface-modified and functionalized with multiple compounds, not only that, they bind specifically and selectively to target toxins (Morsi et al., 2017).
Cholera toxin has a hexametric structure with an A-subunit that is enzymatically active and linked non-covalently to the pentameric core of five B-subunits that are similar. Cholera is caused by when the A-subunit and B-subunits synergistically induce serious intestinal infection (Kuramitz et al., 2011). To detect cholera toxin, Plasmonic gold nanoparticles coated with phospholipid and embedded Raman indicators were functionalized with CT-binding ligands of ganglioside (GM1) by Zhang C.-H. et al. (2016). Surface-Enhanced Raman Scattering (SERS) was used as the signal transducer that resulted in a detection limit of 0.3 pg/ml of cholera toxin. This is useful for point of care testing and diagnostic monitoring of cholera because the nanobeacon designed is simple, prompt, and reproducible in a dynamic range (Zhang C.-H. et al., 2016). Though there was no chemical immobilization, the disadvantage with this method of using SERS is that analytes with less binding affinity to the SERS substrate will be difficult to detect. The homogeneous dispersion of silver nanoparticles was self-assembled on a floating 2D platform of mesoporous silica modified reduced graphene oxide nanosheets by Juang et al. (2020), where the advantage of the highly porous structure of mesoporous silica (MPS) and the benefit of Raman enhancement of reduced graphene oxide nanosheets were used as templates to detect uric acid which is a uremic toxin. Here, the SERS intensity increased resulting in a detection limit below 10–6 M and the signal-to-background (S/B) ratio was enhanced 6.9 times. However, electrochemical sensors which provide multiplexed analyte detection, require small amounts of analytes, and label-free sensors are now being adopted (Brahmkhatri et al., 2021).
Clostridium botulinum produces a neurotoxin that blocks the neurotransmitter to induce paralysis, even in small quantities, hence prompt detection is highly needed. To detect botulinum neurotoxin A (BoNT/A), Afkhami et al. (2017) produced gold nanoparticles functionalized with a composite of graphene and chitosan, which was used to modify a glassy carbon electrode for signal amplification. The BoNT/A antibody was immobilized on this glassy electrode resulting in a detection limit of 0.11 pg/ml of the BoNT/A and a detection range of 0.27–268 pg/ml (Afkhami et al., 2017). The measurements observed in this study were greatly target-specific and linear with logarithmic BoNT/A concentrations in human serum and milk. Staphylococcal enterotoxin B (SEB) was detected by Mousavi Nodoushan et al. (2019) using a highly specific electrochemical aptasensor that gave a detection range of 5.0–500.0 fM with a detection limit of 0.21 fM. In their report, gold nano-urchins (AuNUs) and reduced graphene oxide (rGO) were incorporated into screen-printed electrode that was later modified with a single-stranded DNA probe and a precise aptamer. The basis of this study is the ability of the aptamer to detach from the surface of the modified electrode due to the affinity of the SEB toxin molecule to move in the direction of its precise aptamer leading to an electrochemical signal change monitored by Differential Pulse Voltammetry (DPV), Cyclic Voltammetry (CV) and Electrochemical Impedance Spectroscopy (EIS). The recovery percentages observed were better and the standard deviation of this aptasensor was lower when compared with the conventional ELISA kit of SEB detection (Mousavi Nodoushan et al., 2019). For the specific detection of Aflatoxin B1 (AfB1), Nirbhaya et al. (2021) functionalized graphitic carbon nitride nanosheets with thionine and immobilized same on an indium tin oxide (ITO) coated glass electrode (Thn/g-C3N4/ITO). The setup was harnessed to covalently bind 1-ethyl-3-(3-dimethylaminopropyl)carbodiimide-N-hydroxysuccinimide (EDC-NHS) with anti-aflatoxin B1 (anti-AfB1) which conveniently blocks the non-specific sites of Aflatoxin B1 (AfB1) through the bovine serum albumin molecules. Atomic force microscopy and cyclic voltammetry were used to monitor the signal change resulting in a detection limit of 0.328 fg/ml which indicated that the fabricated biosensing electrode can detect Aflatoxin (AfB1). Several other microbial toxins detection via colorimetric approach have been highlighted by Nguyen and Kim (2021). A comprehensive list of nanotechnology-based methods where nanoparticles are functionalized with other substrates to detect the presence of toxins is explained in Supplementary Table S2.
Conclusion and Prospects
Inadequate detection of pathogenic bacteria and other harmful biomolecules in food, water, and the environment pose a huge threat to global health and safety. Studies have recorded the huge presence of harmful biological agents in a wide range of human daily needs and activities across the globe causing deleterious effects constantly. Some studies considered in this review have adequately harnessed the importance of bio-receptor and chromogen functionalized nanoparticles as bio-sensing and detection tools on harmful biological agents in processed foods and water. Unfortunately, pathogenic bacteria and biomolecules detection via bio-receptor and chromogen functionalized nanoparticles have little or no documented study from Africa, an environment with high cases of food and water contamination. There is a need to utilize this promising approach for adequate exploration and proper monitoring of these biological agents in African countries.
From the studies, aptamers play a critical role in the detection and effectiveness of pathogen and chromogenic substrates respectively. Aptamers showcase their stronger affinity/complementary properties to specific biological agent oligonucleotides causing the displacement of nanoparticles and the release of its peroxidase-like activities which induces a color change. Similarly, chromogenic substrates not limited to the widely known chromogens reviewed herein have shown an excellent remark from several authors, identifying their promising properties as a point of care diagnostic and monitoring. Careful development and its wide acceptance would completely prevent the spread of diseases in the environment, mostly antimicrobial resistance species.
For almost 2Â decades, the promising nanotechnology-biosensor-based technique is yet to receive commercial acceptance/usage as an on-site and point-of-care method instead, have been restricted as a laboratory experimental technique. In recent times, the use of inexpensive materials such as solution-based approach, paper-based strip, and immuno-chromogenic substances is gradually gaining acceptance. These automated hand-held devices with visual-aided approach present easy, rapid, portable sensing and colorimetric detection that could function primarily as an indicator test both within and outside laboratory though, there is still a need to further improve on the optical and colorimetric detection approach using highly specific bio-receptors that would adequately address the detection of bacterial pathogens and their biomolecules in food and water. It is also worthy of note that bio-receptor and chromogens functionalized nanoparticles will be fully maximized in the detection of pathogenic bacteria and other harmful biological molecules if actual hand-held devices that can concurrently give a real-time and quantitative estimation are manufactured without requiring special or additional training on how to handle instrumentation.
Statements
Author contributions
OD: Conceptualization, literature search, wrote the first draft, reviewed, and edited the manuscript. RO: literature search, wrote the first draft, reviewed, and edited the manuscript. IA: literature search. FO: literature search. BA: literature search. TF: reviewed and edited the manuscript. RG: reviewed and edited the manuscript. NT: reviewed and edited the manuscript.
Funding
This review received support from the West African Research Association and MasterCard Foundation (Ideas Matter Fellowship award 2021, granted to OBD). We are grateful for the Open Access Publication Fee Support 2022 provided by Frontiers.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fnano.2022.885803/full#supplementary-material
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Summary
Keywords
bio-receptor, functionalized nanoparticles, colorimetric detection, chromogenic substrate, bio-sensing, pathogenic bacteria, biomolecules
Citation
Daramola OB, Omole RK, Akinwale IV, Otuyelu FO, Akinsanola BA, Fadare TO, George RC and Torimiro N (2022) Bio-Receptors Functionalized Nanoparticles: A Resourceful Sensing and Colorimetric Detection Tool for Pathogenic Bacteria and Microbial Biomolecules. Front. Nanotechnol. 4:885803. doi: 10.3389/fnano.2022.885803
Received
28 February 2022
Accepted
21 March 2022
Published
13 April 2022
Volume
4 - 2022
Edited by
Pradipta Ranjan Rauta, Asian Institute of Public Health, India
Reviewed by
Moon Il Kim, Gachon University, South Korea
Xiangwei Zhao, Southeast University, China
Updates
Copyright
© 2022 Daramola, Omole, Akinwale, Otuyelu, Akinsanola, Fadare, George and Torimiro.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Oluwafemi B. Daramola, oluwafemidaramola8@gmail.com
This article was submitted to Biomedical Nanotechnology, a section of the journal Frontiers in Nanotechnology
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