1. Introduction
The increasing worldwide discharge of industrial and domestic waste has substantially affected the environment. These wastewaters are commonly laden with toxic metals, such as manganese (Mn), significant amounts of which are deposited in natural aquatic and terrestrial ecosystems. Manganese (Mn) is a transition metal with a multifaceted array of industrial alloys. It typically occurs in nature as a component of other minerals. The most common Mn-bearing mineral is pyrolusite (MnO
2) [
1], which is currently mined in Australia, South Africa, and Gabon. Mn is an essential cofactor for many enzymatic processes that drive biological functions; however, it is also a source of neurotoxicity and can lead to movement disorders [
1,
2].
Waterborne Mn is particularly hazardous owing to its toxicity and tendency to bioaccumulate. According to the results of the CINBIOSE research team, higher levels of Mn exposure through drinking water are associated with increased intellectual impairment and reduced intelligence quotients in school-aged children [
3]. In particular, in the field of movement disorders, Mn is notorious for causing parkinsonism [
1]. The United States Environmental Protection Agency (EPA) has set a health advisory for lifetime exposure to manganese in drinking water of 0.3 mg/L (300 μg/L). Efforts to remove manganese from water have been extensively explored through various approaches. Traditional methods include precipitation, adsorption, filtration, and ion exchange [
4]. More recent advancements emphasize biological reduction techniques, such as biological oxidation, biosorption, bioaccumulation, and synergistic methodologies [
5]. However, these methods can only remove waste Mn and do not facilitate its reuse or recovery, resulting in resource wastage. Moreover, current methods comprise a series of complex processes, such as dissolution, filtration, concentration, precipitation, and drying [
6].
Recently, considerable research has been conducted on the use of aptamers for advanced diagnostics and applied industries, including the biomedical/pharmaceutical [
7], food safety [
8], and environmental monitoring sectors [
9,
10]. Aptamers are short sequences of single-stranded DNA or RNA molecules that can selectively bind to a specific target, including proteins, peptides, carbohydrates, small molecules, and even live cells. Aptamers are extremely versatile and bind to targets with high selectivity and specificity. Owing to this unique property, aptamers have recently been utilized in metal binding applications and have been integrated into industrial processes for heavy metal detection [
11]. Aptamers with affinity for a desired target are selected from a large oligonucleotide library through a process called systematic evolution of ligands by exponential enrichment (SELEX). Aptamers can specifically bind to a target with high affinity and be reused following a process of heat denaturation [
12]. For this reason, various studies are being conducted into the properties of aptamers.
In this study, we aimed to develop an aptamer-based strategy for the efficient removal and recovery of Mn from the environment. To achieve this, we screened a library of aptamers and identified six candidates with high specificity for Mn binding. Among them, we selected the aptamer with the strongest binding affinity. Finally, we evaluated the potential application of this aptamer in purifying lake water heavily contaminated with Mn.
2. Materials and Methods
2.1. SELEX for the Selection of Mn Aptamers
The DNA library used in this experiment (chemical synthesis, purified by PAGE) was produced by Bioneer Korea, and an aptamer with high target specificity and affinity was experimentally generated using SELEX. The forward primer (Fp, 5′-GGTAATACGACTCACTATAGGGAGATACCAGCTTATTCAATT-3′) and the biotin reverse primer (bRp, 5′-biotin-AGATTTGCACTTACTATCT-3′) were used for SELEX. We used a single-stranded DNA pool with 40 random sequence intermediates (5′-GGTAATACGACTCACTATAGGGAGATACCAGCTTATTCAATT-N40-AGATAGTAA-GTGCAATCT-3′). Asymmetric polymerase chain reaction (PCR) was originally used to preferentially amplify one strand of DNA over the other, and streptavidin was used to isolate the asymmetric PCR product and prepare single-stranded DNA (ssDNA). The amplified DNA was verified using 2% agarose gel electrophoresis and purified with a PCR purification kit, resulting in a final volume of 50 µL. The double-stranded DNA (dsDNA) library obtained from PCR was denatured by heating at 85 °C for 5 min to generate single-stranded DNA (ssDNA). After denaturation, the solution was rapidly cooled at 4 °C. To remove biotinylated ssDNA and primers, the ssDNA was incubated with streptavidin agarose resin, which selectively binds biotinylated molecules. The purified forward-strand ssDNA was further cleaned using the PCI (phenol–chloroform–isoamyl alcohol) method, and the final ssDNA was dried and dissolved in distilled water. Epoxy-sepharose 6B resin was modified by coupling with iminodiacetic acid (IDA) to create a binding environment for manganese. The resin was then incubated with 0.1 M MnSO4 solution for 16 h at 37 °C to bind manganese to the IDA group. After activation, the Mn–IDA resin was subjected to repeated washes with 0.1 M acetate buffer (pH 4.0) and 0.1 M Tris–HCl (pH 8.0) to remove unbound materials. This Mn–IDA resin was used in subsequent aptamer selection steps. The ssDNA aptamers obtained from the above experiment (100 µL) were mixed with an equal volume (100 µL) of 2× binding buffer (100 mM phosphate buffer, 100 mM NaCl, 2 mM MgCl2, 2 mM imidazole, pH 7.4). The mixture was then heated to 85 °C for 5 min to denature the aptamers, followed by gradual cooling at room temperature for more than 1 h to facilitate the formation of stable three-dimensional structures of the DNA aptamers. The structured DNA aptamers were then incubated with Mn–IDA resin to selectively bind manganese-specific aptamers. Following binding, the resin was washed five times with 1× binding buffer, and the bound aptamers were eluted using an elution buffer at 85 °C. After two rounds of elution, the eluate was purified by PCI extraction and then precipitated with 100% ethanol to recover the DNA aptamers. The final aptamers were dissolved in distilled water. To remove nonspecific DNA aptamers, negative selection was performed using IDA resin without manganese. The ssDNA aptamer pool was incubated with Mn-free IDA resin, and the nonbinding aptamers were collected for use in subsequent SELEX rounds. This process was repeated for a total of 10 SELEX rounds, ensuring the selection of only manganese-specific aptamers. During the SELEX process, the concentration and affinity of the eluted DNA aptamers were quantitatively analyzed using a NanoDrop spectrophotometer. This allowed for the assessment of aptamer binding characteristics and the monitoring of the SELEX progression. Through this process, DNA aptamers that specifically bind to manganese were successfully selected.
2.2. Measuring Aptamer Affinity and Specificity Using Surface Plasmon Resonance (SPR)
A Series S sensor chip (NTA, Cytiva, Uppsala, Sweden) was used to measure the affinity between Mn and the aptamer. The NTA chip surface was activated by flowing 350 mM EDTA (ethylenediaminetetraacetic acid) solution at a rate of 30 μL/min for 1 min, and aptamers were immobilized on the chip surface by flowing 0.5 mM MnCl2 (Sigma-Aldrich, St. Louis, MO, USA) at a rate of 10 μL/min for 10 min. The obtained aptamer candidates were dissolved in the HBS-EP buffer (GE Healthcare, Chicago, IL, USA) at concentrations of 200, 400, 600, and 800 nM. Mn-bound DNA aptamers were injected into the prepared sensor chip at different concentrations (200, 400, 600, and 800 nM) to quantify their specific affinity for Mn. Surface plasmon resonance (SPR) experiments were performed using a Biacore T200 (Biacore, Uppsala, Sweden), and the velocity variables were acquired and quantified using the BIAevaluation program (Biacore). After each experiment, the sensor chip was regenerated using 350 mM EDTA.
2.3. Predicted Secondary Structures
An aptamer forms a unique secondary structure based on its sequence, which strongly affects its function and characteristics. Therefore, predicting and analyzing the secondary structure of an aptamer is a prerequisite for understanding aptamer and target combinations. Mfold (version 3.1, online) with Zuker’s algorithm was used to model the secondary structure of the ssDNA. Salt concentrations were set to 0.5 mM MgCl
2 and 150 mM NaCl. The folding temperature was set to 25 °C [
13].
2.4. Sequence Cluster Analysis
Sequence analysis was performed to determine the similarities between the Mn aptamer sequences. ClustalW (version 2.1) is a series of computer programs widely used in bioinformatics for multiple sequence alignment, and it is used to align multiple nucleotide or protein sequences efficiently [
14]. It uses progressive alignment methods that first align the most similar sequences and work down to the least similar sequences until a global alignment is created. Sequence similarities between the Mn aptamers were analyzed and aligned. Jalview (version 2.11.2.0) is a free cross-platform program used for multiple sequence alignment, editing, visualization, and analysis [
15]. In this study, we used Jalview to align, view, and edit sequence alignments, analyze them based on phylogenetic trees and principal component analysis plots, and explore molecular structures and annotations.
2.5. Fluorescent Spectrum Analysis Between an Aptamer and Mn2+ Using Thioflavin T
Thioflavin T (ThT, 3,6-dimethyl-2-(4-dimethylaminophenyl)-benzothiazolium cation) was purchased from Sigma-Aldrich. Fluorescence measurements were conducted using a 1 µM ThT solution in the presence of 0.1 mM aptamer and varying concentrations of Mn2+. The binding buffer used in the aptamer and ThT experiments was composed of 5 mM Tris–HCl (pH 7.5), 0.5 mM EDTA, and 1 M NaCl. Measurements were performed at room temperature using an EnSpire multimode plate reader (PerkinElmer Inc., Waltham, MA, USA). Fluorescence emission spectra were recorded between 460 nm and 600 nm, with an excitation wavelength of 425 nm.
2.6. Mn Removal from Synthetic Solutions
After determining the affinity and specificity of the selected aptamers for binding Mn ions, we determined whether these aptamers could remove Mn ions from an artificially produced solution containing Mn. To achieve this, we first designed a complex containing biotinylated aptamers bound to a streptavidin–agarose resin using a strong combination of streptavidin and biotin. The beads used were Pierce™ Streptavidin Agarose (Thermo Scientific™, Waltham, MA, USA), with a diameter ranging from 45 to 165 μm, and the microtubes used were Micro Bio-Spin™ Chromatography Columns (Bio-Rad, Hercules, CA, USA), with a size of 0.8 mL. For the experiment, 0.8 nmol of aptamers were used per 400 μL of beads in each chromatography column. We measured the amount of Mn removed by each aptamer–resin complex from the artificially produced solution. The manganese removal rate was determined as a percentage by dividing the manganese concentration in the solution that passed through the column by the initial manganese concentration in the solution (removal rate = pass [Mn]/initial [Mn] × 100). Manganese(II) chloride was purchased from Sigma-Aldrich (244589-10G, St. Louis, MO, USA). After aptamer–bead coupling, 300 µL of 10 µM Mn2+ ions (302 μg/L) were transferred into a microtube containing the aptamer–bead complex and incubated for 10 min at room temperature with a rotator (Roto-Bot, Benchmark Scientific, Sayreville, NJ, USA). After incubation, the microtubes were centrifuged for 4 min at 13,000× g. The supernatants were collected as the sample. Inductively coupled plasma optical emission spectroscopy (ICP-OES) was used to measure the concentration of Mn2+ in each sample. A PlasmaQuant PQ 9000 (Analytik Jena, Erfurt, Germany) equipped with a standard kit was used to analyze the concentration of Mn2+ in each sample. The measured data were sampled and processed using the Aspect PQ 1.2.4.0 program. The machine was operated according to the manufacturer’s instructions.
2.7. Mn Removal from the Reservoir Sample
One sample was obtained from the Seo-Gok Reservoir, which is close to an abandoned Mn mine in Wonju City, South Korea (37°17′28.2″ N, 127°56′36.6″ E). Additional water samples were collected from the nearby Yongsugol Valley (37°16′50.3″ N, 127°56′27.8″ E) and Seom River (37°14′31.9″ N, 127°44′51.0″ E) for comparison with the reservoir water. The Mn removal procedure was identical to that used to remove Mn from laboratory-prepared aqueous solutions, as described above. A total of 300 µL of the reservoir sample was introduced into the aptamer–bead complex and incubated for 10 min at room temperature with a rotator (Roto-Bot, Benchmark Scientific, Sayreville, NJ, USA). After incubation, the microtube was centrifuged for 4 min at 13,000× g. The concentrations of Mn and other constituents present in the reservoir sample were measured in the supernatant solutions using ICP-OES. Calibration was performed using ICP-OES standards adjusted to the sample matrix. For determination, we used the ICP multielement standard solution VI (Merck, Darmstadt, Germany).
2.8. Measurement of the Recovery Rate of Mn
The aptamer–bead complex with bound Mn ions in a column was heated at 95 °C for 3 min to measure the recovery of Mn from the aptamer. Next, the Mn concentration was determined using the same method as that mentioned in
Section 2.5.
2.9. Statistical Analysis
All statistical analyses were conducted using SPSS software (IBM® SPSS® Statistics, ver. 23). For multiple comparisons, the data were analyzed using one-way analysis of variance (ANOVA). Tukey’s post-hoc test was used to identify significant differences between the groups.
4. Discussion
Mn is essential for the physiological activity and metabolism of plants as it is actively involved in enzymatic activity. However, excess Mn limits the growth and yield of plants [
22]. Water from the Seo-Gok Reservoir is used as agricultural water in the neighboring area; however, because of its high Mn concentration, its use poses a problem. In this study, we confirmed that in the Seo-Gok Reservoir water, the Mn content was at least 100 times higher than that in the agricultural water in the neighboring area (
Table 3). We assessed whether Mn could be removed from the Seo-Gok Reservoir water using a new metal ion removal technology based on aptamers. First, an aptamer that strongly binds to Mn was screened; we confirmed that the binding affinity of the discovered aptamers was similar to or higher than that of the reported binding affinities between other metal ions and their specific aptamers (
Figure 3 and
Table 2). We also confirmed that >95% of Mn was removed under laboratory conditions using the screened aptamers. Based on this, we conducted a Mn removal experiment using water from the Seo-Gok Reservoir and confirmed that about 90% of the Mn was removed, similar to the laboratory conditions. This aptamer-based technology for removing metal ions has a great economic advantage because it can be recycled more than 20 times compared to existing ion exchange resins. In the future, the effects of aptamer-based Mn removal will be analyzed by comparing the yield and crop growth of the nearby farms. If an aptamer-based technology that can remove certain metal ions, including heavy metal ions, can be commercialized, it is believed that the concentrations of various heavy metals exposed to the environment and the agricultural water quality can be controlled.
5. Conclusions
Because of its harmful effects on ecosystems and human health, Mn exposure and intake have been studied for quite some time. However, to date, technologies for purifying Mn-contaminated environments have not been applied. Therefore, in this article, we proposed a novel method for removing Mn from contaminated water. We used SELEX to identify 6 types of aptamers that bind to Mn. We then performed an Mn removal and recovery test using the aptamers FA-M1, FA-M2, and FA-M3, with binding affinities in the range of 4.56~4.89 × 10−9 M. These high-specificity aptamers were able to remove 95% or more of Mn from a solution, and subsequently, more than 99.9% of the Mn complexed with the aptamer could be recovered. In addition, the FA-M1 aptamer removed approximately 90% of the Mn from a sample of water from the Seo-Gok Reservoir. The results of this study suggest an alternative method for protecting ecosystems and humans from heavy metal exposure by utilizing aptamers, an eco-friendly biomaterial.