Abrar Mohyuddin,
Dilshad Hussain and
Muhammad Najam-ul-Haq*
Division of Analytical Chemistry, Institute of Chemical Sciences, Bahauddin Zakariya University, Multan 60800, Pakistan. E-mail: najamulhaq@bzu.edu.pk; Tel: +92 306 7552653
First published on 31st January 2017
A novel strategy for the rapid and selective extraction of ribosylated metabolites by dopamine assisted functionalization of boronic acid on magnetic (Fe3O4@PDA-FPBA) nanoparticles has been demonstrated under optimized conditions. The study is designed to overcome the drawbacks of dendrimer assisted functionalization of low molecular weight cis-diol compounds, in combination with the advantages of boronic acid affinity towards nucleosides. Magnetic particles provide rapid extraction processing, polydopamine contributes in achieving better functionalization of boronic acid on magnetic particles because of the presence of multiple active sites at terminal groups and boronic acid selectively captures cis-diol compounds via reversible covalent bonding. Scanning electron microscopy (SEM) and transmission electron microscopy (TEM) confirm the particle size (80–120 nm). Energy dispersive X-ray spectroscopy (EDS) justifies the elemental composition of the material. The BET surface area (64 m2 g−1) is obtained from nitrogen adsorption porosimetry and coating of polydopamine and boronic acid is confirmed by Fourier transform infra-red (FT-IR) spectroscopy. Fe3O4@PDA-FPBA is highly selective with better adsorption capacity (197.3, 183.9, 163.1 and 186.5 μg g−1 for adenosine, cytidine, guanidine and uridine respectively) and recovery for ribosylated metabolites ranging from 87 to 133% for different standards. The magnetic sorbent also extracts 47 endogenous nucleoside metabolites from urine samples of healthy and lung cancer patients. Magnetic separation, combined with superior performance as compared to previously reported materials, makes Fe3O4@PDA-FPBA a promising addition to targeted metabolites analysis.
Several approaches have been developed for the analysis of nucleosides which include immunoassay,11,12 capillary electrophoresis,13 high performance liquid chromatography and mass spectrometry.14 Highly selective sample preparation methods are necessary in minimizing the background interference prior to the analysis and for accurate quantification of nucleosides.
Over the past few years, the focus is placed on the targeted metabolite analysis because of the emergence of modern mass spectrometry tools and selective enrichment methodologies.15–19 Affinity chromatography in combination with the modern mass spectrometric techniques is used in the targeted profiling of metabolites to find the disease biomarkers.20 Affinity materials like the boronic acid functionalized have been reported for the extraction of ribonucleosides through the reversible covalent bond formation of boronic acid with cis-diol moieties.21–23 Metal oxides like ZrO2, TiO2, CeO2 and their composites have also been explored with varying success.24–28 Hybrid materials, monoliths and MOFs have also been used for the cis-diol capture.29–31 These materials lack specificity to be applied at the clinical level.
Magnetic solid phase extraction (MSPE) has low cast, high efficiency, rapid extraction and numerous functionalization options.32 Magnetic sorbents have been reported in MSPE for the extraction of biological compounds like proteins, peptides and metabolites.33–35 The surface functionalization of magnetic support material helps in the targeted analysis of biological samples.36 Previously, magnetic material with PEI dendrimer coating has been reported for the nucleoside extraction.37 The dendrimers with branched and multiple chain structures have advantages in the glycopeptides enrichment, however drawbacks exist in nucleoside extractions. The rigid structure unfavorable for quick equilibration and extraction and synergic effect of branched structures only suits to the analytes with more than one cis-diol moiety.38
In this study, polydopamine assisted functionalization of boronic acid on magnetic nanoparticles (Fe3O4@PDA-FPBA) is made for the fast and selective extraction of ribosylated metabolites. Magnetic material offers rapid extraction, polydopamine provides biocompatibility and efficient coating, and reversible covalent interaction of boronic acid towards cis-diol compounds results in the selective extraction of nucleosides. Extraction parameters are optimized with standard nucleosides and the material shows high selectivity, adsorption capacity and recovery. Finally the material is applied for the profiling of endogenous nucleosides from urine samples of healthy and lung cancer patients.
PDA coating was carried out on magnetic nanoparticles by self-polymerization of dopamine under basic pH.40 Two grams of magnetic nanoparticles were dispersed in 10 mM Tris Buffer (pH 8) and sonicated for 15 min. After the addition of 1.2 g of PDA, mixture was stirred at room temperature for 24 hours. The PDA coated magnetic nanoparticles were washed with ethanol and dried at room temperature.
Finally the functionalization with 4-formylphenyl boronic acid was carried out. Twenty milligrams of 4-formylphenyl boronic acid were dissolved in anhydrous ethanol. Two grams of magnetic nanoparticles were dispersed in 0.5 mL of the solution and stirred for 24 hours at room temperature. Two hundred milligrams of sodium cyanoborohydride were added after every four hours. The mixture was separated by external magnet and washed with ethanol and water. The magnetic sorbent was then dried and stored for further use.
The adsorption capacity of functionalized magnetic nanoparticles was also evaluated using the standard nucleosides. Five milligram adsorbent was incubated with 1 mL aqueous solution of adenosine (rA) for 20 min at different concentrations (0.5 μg mL−1, 1 μg mL−1, 5 μg mL−1, 10 μg mL−1, 20 μg mL−1, 50 μg mL−1 and 100 μg mL−1). pH of the solutions was adjusted to 9 by ammonia solution and vortexed. After 30 min, the magnetic sorbent was separated by an external magnet and adenosine was desorbed by the formic acid solution. Similar procedure was adopted to calculate the adsorption capacity of guanidine (rG), (rC) and (rU). The adsorption capacity was calculated by eqn (1):
(1) |
Selectivity of the material was assessed by four standard cis-diol compounds in the presence of four non cis-diol compounds. Five mixtures with increasing ratio of non cis-diol compounds were prepared (1:1, 1:10, 1:50, 1:100 and 1:500) and extractions were made under optimized conditions. Recovery of material was evaluated by spiking 6 standard cis-diol compounds (rA, rC, rU, rG, m1A and m5U) in urine samples and extractions were made in three replicates, followed by LC-MS analysis.
Urine samples of 10 healthy and 10 lung cancer patients were collected and treated according to the Ethical guidelines (Table S1†). Briefly, urine samples were collected early morning and centrifuged for 10 min at 4 °C with 5000 g to remove the cell debris. The supernatant was filtered by membrane filter (13 mm × 0.22 μM) and centrifuged again. The supernatant was collected and stored at −80 °C. Pooled urine samples were diluted and pH of the samples was adjusted to 9. Five milligrams of material was added to 100 μL of alkylated urine and mixture was incubated for 30 min. Material was separated via an external magnet, washed twice with methanol and water to remove the non-specific attachments. Finally the bound cis-diol compounds were eluted with 2% formic acid and LC-MS analysis was carried out.
LC-MS experiments were performed on Agilent 1260 series HPLC system (Agilent Technologies, Singapore), consisting of an auto sampler, vacuum degasser, binary pump and combined to 6460 triple quadrupole mass spectrometer, equipped with electrospray ionization interface. Separation experiments were performed on an Agilent Zorbax SB-C18-T column (150 mm × 2.1 mm i.d., 5 μm, Agilent Technologies). Column temperature was fixed at 30 °C. Five mM ammonium formate as mobile phase A and methanol as mobile phase B with flow rate of 0.8 mL min−1 were used for separation. Gradient of 0–40 min from 5% B to 90% B, 40–43 min 90% B, 43–45 min from 90% B to 5% B, and 45–60 min 5% B were used. MRM (multiple reaction monitoring) with positive ion mode was applied for the analysis of standard ribosylated metabolites and the parameters of MRM mode are given in Table S2.† MS scans were acquired in positive ion mode and mass range was selected as m/z 100–1000. Quantification of urinary nucleosides was done by MRM in the positive mode. The optimal conditions for ESI source were as follows: interface temperature 300 °C, heat block temperature 400 °C, DL temperature 250 °C, heating gas 10 L min−1, nebulizing gas 2 L min−1 and drying gas 10 L min−1. Compound-specific MS parameters for the MRM transitions were optimized by direct infusion. The data processing and acquisition were performed on Analyst 1.5 Software (AB Sciex, Applied Biosystems). The cis-diol compounds were identified based on the accurate molecular mass (<3 ppm), METLIN database (http://www.metlin.scripps.edu) and RNA modification database (http://www.mods.rna.albany.edu/mods/modifications). MS/MS fragment information was used for the identification.
Coating of Fe3O4@PDA-FPBA is confirmed by Fourier transform infrared spectroscopy (FTIR), morphology by scanning electron microscopy (SEM) and transmission electron microscopy (TEM), elemental composition by energy dispersive X-ray spectroscopy (EDX) and BET surface area by nitrogen adsorption porosimetry. SEM image shows the morphology of particles (Fig. 1A) and approximate particle size distribution in the range of 80–120 nm. No agglomeration is visible which may be attributed to the dispersibility of iron oxide particles as well as the coating by dopamine. Morphology and size is further determined by TEM (Fig. 1B) and results are complementary to SEM.
EDX spectrum of Fe3O4@PDA-FPBA shows that C, N, B, O and Fe are present in appropriate ratios 24.7%, 8.1%, 5.9%, 16.2% and 43.7% respectively (Fig. 1C) which confirms the coating of boronic acid on magnetic nanoparticles. Nitrogen adsorption porosimetry exhibits the specific surface area for functionalized material as 64 m2 g−1 in comparison to 41 m2 g−1 for iron oxide particles.
Fig. S1† shows the IR spectrum of Fe3O4 nanoparticles and Fe3O4@PDA-FPBA. The absorption band at 600 cm−1 represents Fe–O (Fig. S1A†). The stretch band at 3400 cm−1 belongs to –OH groups at the surface of synthesized material whereas O–H bend is present at 1400 cm−1. Peak at 2940 cm−1 corresponds to C–H stretch of benzene ring. Characteristic peak of B–O is present at 1369 cm−1 (Fig. S1B†).
Fig. 2 LC chromatogram of standard nucleosides (A) mixture of cis-diol and non cis-diol compounds and (B) after extraction with Fe3O4@PDA-FPBA nanoparticles. Detection wavelength is set at 254 nm. |
The other extraction parameters include amount of material, extraction pH, extraction time and formic acid content for elution process. They are optimized using standard nucleosides at 20 ng mL−1 concentration of each analyte in the sampling solution. Fig. 3A shows increase in extraction efficiency for all the standard nucleosides by increasing the adsorbent amount. After 5 mg adsorbent amount, no considerable increase in peak intensity is observed; attaining the extraction equilibrium with no sites available for interaction of nucleosides. Thus 5 mg of material is used in further experiments.
Fig. 3 Optimization of extraction parameters by Fe3O4@PDA-FPBA (A) amount of sorbent (B) loading pH (C) extraction time and (D) formic acid content for elution. |
pH of loading solution is selected from 7 to 11 considering that nucleosides and glycosylated moieties bind under basic conditions. Fig. 3B exhibits the peak intensity increasing with the pH increase and becoming stable at pH 9. Extraction time is optimized from 5 to 60 minutes, however after 30 minutes there is no significant increase in peak intensities (Fig. 3C). An appropriate pH of eluting solvent is also necessary as the adsorption and elution processes are pH dependent. Different concentrations of formic acid are added to elute the bound nucleosides from magnetic sorbent. The elution is incomplete at lower formic acid content, however all the nucleosides are eluted with 2% formic acid (Fig. 3D).
Fig. 4 Selectivity assessment of Fe3O4@PDA-FPBA at different ratios of cis-diol to non cis-diol compounds from 1:1 to 1:500. Detection wavelength is set at 254 nm. |
The recovery of nucleosides is calculated by spiking six standard nucleosides into the urine samples. Six nucleosides are selected on the basis of their difference in hydrophilicity. Recovery is evaluated in terms of the eluting time of nucleosides, i.e. 1 min, 2 min, 3 min, 5 min and 10 min. Recovery improves till 3 min and after that no significant improvement is observed. Material shows recoveries from 87% to 133% at optimized conditions (Fig. 5). The nucleoside, m1A shows the highest recovery (133%) while rC, the lowest recovery (87%). Although 87% recovery of rC is relatively lower but still it is better than some previously reported materials. Lower recovery of rC is because of the more hydrophilicity which results in lower interaction towards boronic acid.
The adsorption capacity of Fe3O4@PDA-FPBA is determined by using four standard nucleosides, rA, rC, rU and rG. Material shows excellent adsorption capacity towards all four standard cis-diol compounds (adenosine 197.3 μg g−1, cytidine 183.9 μg g−1, guanidine 163.1 μg g−1 and uridine 186.5 μg g−1). Adsorption capacity of material is also compared to the previously reported materials (Table S3†) and this material exhibits better capacity than most of the boronic acid functionalized materials as well as some metal oxides. Lower capacity as compared to zirconium based materials may be due to the covalent bonding in boronic acid functionality, which is much stronger than Lewis acid base mechanism in metal oxides. Still this material shows better efficiency in terms of recovery, sensitivity and adsorption capacity.
Sr. No. | Name | Formula | Retention time (min) | Precursor ions | Product ions | Content ratios of lung cancer (vs. healthy controls) |
---|---|---|---|---|---|---|
1 | n-Ribosylhistidine | C11H17N3O6 | 2.3 | 288.1985 | 156.0097 | 0.69 ± 0.09 |
2 | Nicotinamide riboside | C11H15N2O5+ | 2.4 | 255.1029 | 123.0665 | 0.61 ± 0.13 |
3 | Orotidine | C10H12N2O8 | 2.5 | 288.9656 | 157.0401 | 1.13 ± 0.07 |
4 | Urate-3-ribonucleoside | C10H12N4O7 | 2.7 | 301.0751 | 169.0332 | 1.09 ± 0.04 |
5 | Cytidine | C9H13N3O5 | 2.9 | 244.1115 | 112.1203 | 1.10 ± 0.21 |
6 | Pseudouridine | C9H12N2O6 | 3.9 | 245.1906 | 113.1380 | 1.29 ± 0.31 |
7 | 3-Methylcytidine | C10H15N3O5 | 4.5 | 257.9985 | 126.0670 | 1.09 ± 0.08 |
8 | 1-Ribosyl-N-acetylhistamine | C12H19N3O5 | 4.7 | 286.1385 | 154.0980 | 6.91 ± 0.69 |
9 | Uridine | C9H12N2O6 | 5.1 | 245.5703 | 113.1705 | 1.32 ± 0.39 |
10 | 3-(3-Amino-3-caroxypropyl)-uridine | C10H13N3O6 | 5.6 | 345.9935 | 214.0861 | 2.73 ± 0.49 |
11 | 5-Carbamoylmethyluridine | C11H15N3O7 | 6.3 | 302.5920 | 170.0829 | 0.83 ± 0.09 |
12 | Isoguanosine | C10H13N5O5 | 6.9 | 284.1020 | 152.0812 | 1.95 ± 0.30 |
13 | Adenosine | C10H13N5O4 | 7.1 | 267.9041 | 135.9810 | 1.07 ± 0.13 |
14 | 5,6-Dihydrouridine | C9H14N2O6 | 7.9 | 247.0909 | 115.1501 | 0.41 ± 0.03 |
15 | 1-Methyl-N2-ethylguanosine | C13H19N5O5 | 8.5 | 326.0937 | 194.0287 | 0.95 ± 0.23 |
16 | Guanosine | C10H13N5O5 | 9.1 | 284.1006 | 152.1931 | 2.29 ± 0.15 |
17 | Inosine | C10H12N4O5 | 10.0 | 269.0881 | 137.2984 | 0.65 ± 0.18 |
18 | 1-Methyladenosine | C11H15N5O4 | 10.2 | 282.0991 | 150.1073 | 0.51 ± 0.08 |
19 | 6-Hydroxyl-1,6-dihydropurine ribonucleosides | C10H14N4O5 | 10.9 | 271.1009 | 139.1569 | 0.63 ± 0.05 |
20 | Ribosylpyridinonecarboxamide | C11H12N2O6 | 11.7 | 271.1032 | 139.0527 | 1.13 ± 0.20 |
21 | 1-Methylinosine | C11H14N4O5 | 12.1 | 283.1037 | 159.9908 | 1.51 ± 0.11 |
22 | 1-Methylguanosine | C11H15N5O5 | 12.7 | 298.2099 | 166.1091 | 1.10 ± 0.07 |
23 | N6,N6-Dimethyladenosine | C12H17N5O4 | 12.9 | 296.1331 | 164.0911 | 1.05 ± 0.09 |
24 | 5-Methyluridine | C10H14N2O6 | 13.1 | 258.9901 | 127.1281 | 0.60 ± 0.05 |
25 | 3-Methyluridine | C10H14N2O6 | 13.3 | 259.1052 | 127.0538 | 0.99 ± 0.13 |
26 | N2-Methylguanosine | C11H15N5O5 | 13.5 | 297.9817 | 166.1082 | 1.89 ± 0.27 |
27 | Xanthosine | C10H12N4O6 | 13.5 | 285.1025 | 153.1190 | 1.38 ± 0.29 |
28 | N2,N2-Dimethylguanosine | C12H17N5O5 | 13.9 | 312.0979 | 180.0884 | 1.24 ± 0.13 |
29 | 5′-Deoxyadenosine | C10H13N5O3 | 14.0 | 251.9986 | 136.1228 | 0.89 ± 0.11 |
30 | 5-Methoxycarbonylmethyluridine | C12H16N2O8 | 14.3 | 317.1012 | 185.0753 | 2.46 ± 0.22 |
31 | N4-Acetylcytidine | C11H15N3O6 | 14.4 | 286.1034 | 154.0771 | 1.47 ± 0.31 |
32 | 5′-Deoxy-5′-methylthioadensine | C11H15N5O3S | 14.8 | 298.0952 | 136.0603 | 1.51 ± 0.09 |
33 | 5-Methylaminomethyl-2-thiouridine | C11H17N3O5S | 15.0 | 304.1801 | 172.0319 | 1.88 ± 0.20 |
34 | 5-Carbamoylmethyl-2-thiouridine | C11H15N3O6S | 15.5 | 318.1039 | 172.0792 | 0.47 ± 0.02 |
35 | 2-Hydroxyluridine | C9H14N2O6 | 15.6 | 247.0901 | 115.0487 | 0.90 ± 0.17 |
36 | 8-Oxo-guanosine | C10H13N5O6 | 15.9 | 300.1007 | 168.1294 | 0.66 ± 0.05 |
37 | Succinyladenosine | C14H17N5O8 | 16.1 | 384.1142 | 252.1081 | 0.81 ± 0.07 |
38 | 1-Ribosyl-N-ω-valerylhistamine | C15H25N3O5 | 16.6 | 328.0099 | 196.2276 | 2.17 ± 0.16 |
39 | N6-Threonylcarbamoyladenosine | C15H20N6O8 | 17.2 | 413.1721 | 281.1013 | 0.60 ± 0.05 |
40 | 5-Methylaminomethyluridine | C11H17N3O6 | 17.6 | 288.3212 | 126.6546 | 1.40 ± 0.17 |
41 | N6-Methyladenosine | C11H15N5O4 | 17.9 | 282.3101 | 150.1009 | 1.23 ± 0.09 |
42 | 3-Methylcytidine | C10H15N3O5 | 18.1 | 258.1310 | 126.0417 | 1.11 ± 0.08 |
43 | 7-Methylguanosine | C11H17N5O5 | 21.7 | 299.8727 | 168.0931 | 2.50 ± 0.21 |
44 | N2,N2,7-Trimethylguanosine | C13H20N5O5+ | 23.5 | 326.1455 | 194.0995 | 1.49 ± 0.22 |
45 | 1-Ribosyl-N-propionylhistamine | C13H21N3O5 | 24.3 | 300.0992 | 168.1360 | 7.49 ± 0.88 |
46 | N2,7-Dimethylguanosine | C12H19N5O5 | 25.5 | 314.1532 | 182.1290 | 0.59 ± 0.09 |
47 | 4-((1H-Imidazol-2-yl)methyl)phenol-1-glucoside | C16H20N2O6 | 25.8 | 337.2192 | 175.1176 | 6.91 ± 2.09 |
Footnote |
† Electronic supplementary information (ESI) available: Additional information includes FT-IR spectra for the characterization of material, LC-UV chromatogram of standard nucleosides, table regarding MRM parameters, table of comparison with previously reported materials and table summarizing the masses of ions detected in LC-MS/MS analysis. See DOI: 10.1039/c6ra28369a |
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