Submitted:
15 October 2024
Posted:
16 October 2024
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Abstract
Keywords:
1. Introduction
2. Results and Discussion
2.1. qNMR Validation
2.2. TWP Extraction
4. Materials and Methods
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
References
- Brahney, J.; Mahowald, N.; Prank, M.; Cornwell, G.; Klimont, Z.; Matsui, H.; Prather, K.A. Constraining the atmospheric limb of the plastic cycle. PNAS 2021, 118, e2020719118. [CrossRef]
- Baensch-Baltruschat, B.; Kocher, B.; Stock, F.; Reifferscheid, G. Tyre and road wear particles (TRWP)—A review of generation, properties, emissions, human health risk, ecotoxicity, and fate in the environment. Sci. Total Environ. 2020, 733, 137823.
- Wagner, S.; Klöckner, P.; Reemtsma, T. Aging of tire and road wear particles in terrestrial and freshwater environments—A review on processes, testing, analysis and impact. Chemosphere 2022, 288, 132467.
- Sommer, F.; Dietze, V.; Baum, A.; Sauer, J.; Gilge, S.; Maschowski, C.;. Gieré, R. Tire Abrasion as a Major Source of Microplastics in the Environment. AAQR 2018, 18, 2014–2028.
- Goßmann, I.; Halbach, M.; Scholz-Böttcher, B.M. Car and truck tire wear particles in complex environmental samples—A quantitative comparison with “traditional” microplastic polymer mass loads. Sci. Total Environ. 2021, 773, 145667.
- Klöckner, P.; Seiwert, B.; Eisentraut, P.; Braun, U.; Reemtsma, T.; Wagner, S. Characterization of tire and road wear particles from road runoff indicates highly dynamic particle properties. Water Res. 2020, 185, 116262. [CrossRef]
- Ziajahromi, S.; Lu, H.-C.; Drapper, D.; Hornbuckle, A.; Leusch, F.D.L. Microplastics and Tire Wear Particles in Urban Stormwater: Abundance, Characteristics, and Potential Mitigation Strategies. Environ. Sci. Technol. 2023, 57, 12829–12837. [CrossRef]
- Mennekes, D.; Nowack, B. Tire wear particle emissions: Measurement data where are you? Sci. Total Environ. 2022, 830, 154655.
- Primpke, S.; Christiansen, S.H.; Cowger, W.; De Frond, H.; Deshpande, A.; Fischer, M.; Holland, E.B.; Meyns, M.; O’Donnell, B.A.; Ossmann, B.E.; Pittroff, M.; Sarau, G.; Scholz-Böttcher, B.M.; Wiggin, K.J. Critical Assessment of Analytical Methods for the Harmonized and Cost-Efficient Analysis of Microplastics. Appl. Spectrosc. 2020, 74, 1012–1047. [CrossRef]
- Kovochich, M.; Liong, M.; Parker, J.A.; Oh, S.C.; Lee, J.P.; Xi, L.; Kreider, M.L.; Unice, K.M. Chemical mapping of tire and road wear particles for single particle analysis. Sci. Total Environ. 2021, 757, 144085. [CrossRef]
- Rødland, E.S.; Gustafsson, M.; Jaramillo-Vogel, D.; Järlskog, I.; Müller, K.; Rauert, C.; Rausch, J.; Wagner, S. Analytical challenges and possibilities for the quantification of tire-road wear particles. TrAC 2023, 165, 117121. [CrossRef]
- Peez, N.; Janiska, M.C.; Imhof, W. The First Application of Quantitative 1H-NMR-Spectroscopy as a Simple and Fast Method of Identification and Quantification of Microplastic Particles (PE, PET and PS). Anal. Bioanal. Chem. 2019, 411, 823–833. [CrossRef]
- Peez, N.; Becker, J.; Ehlers, S.M.; Fritz, M.; Fischer, C.B.; Koop, J.H.E.; Winkelmann, C.; Imhof, W. Quantitative Analysis of PET Microplastics in Environmental Model Samples Using Quantitative NMR Spectroscopy: Validation of an Optimized and Consistent Clean-up Method. Anal. Bioanal. Chem. 2019, 411, 7409–7418. [CrossRef]
- Peez, N.; Imhof, W. Quantitative 1H-NMR Spectroscopy as an Efficient Method for Identification and Quantification of PVC, ABS and PA Microparticles. Analyst 2020, 145, 5363–5371.
- Peez, N.; Rinesch, T.; Kolz, J.; Imhof, W. Applicable and cost-efficient microplastic analysis by quantitative 1H-NMR spectroscopy using benchtop NMR and NoD methods. Magn. Res. Chem. 2022, 60, 172–183.
- Günther, M.; Imhof, W. Simultaneous quantification of microplastic particles by NoD 1H-qNMR from samples comprising different polymer types. Analyst 2023, 148, 1151–1161.
- Seghers, J.; Günther, M.; Breidbach, A.; Peez, N.; Imhof, W.; Emteborg, H. Feasibility of using quantitative 1H-NMR spectroscopy and ultra-micro balances for investigation of a PET microplastics reference material. Anal. Bioanal. Chem. 2023, 415, 3033-3040.
- Günther, M.; Imhof, W. Highly selective solid liquid extraction of microplastic mixtures as a pre-preparation tool for quantitative nuclear magnetic resonance spectroscopy studies. Analyst, in press. [CrossRef]
- Nelson, T.F.; Remke, S.C.; Kohler, H.-P.E. McNeill, K.; Sander, M. Quantification of Synthetic Polyesters from Biodegradable Mulch Films in Soils. Environ. Sci. Technol. 2020, 54, 266–275. [CrossRef]
- Bellasi, A.; Binda, G.; Pozzi, A.; Boldrocchi, G.; Bettinetti, R. The extraction of microplastics from sediments: An overview of existing methods and the proposal of a new and green alternative. Chemosphere 2021, 278, 130357. [CrossRef]
- He, D.; Zhang, X.; Hu, J. Methods for separating microplastics from complex solid matrices: Comparative analysis. J. Hazard. Mater. 2021, 409, 124640. [CrossRef]
- Cashman, M.A.; Ho, K.T.; Boving, T.B.; Russo, S.; Robinson, S.; Burgess, R.M. Comparison of microplastic isolation and extraction procedures from marine sediments. Mar. Pollut. Bull. 2020, 159, 111507. [CrossRef]
- Fuller, S.; Gautam, A. A Procedure for Measuring Microplastics using Pressurized Fluid Extraction. Environ. Sci. Technol. 2016, 50, 5774–5780. [CrossRef]
- Dierkes, G.; Lauschke, T.; Becher, S.; Schumacher, H.; Földi, C.; Ternes, T. Quantification of microplastics in environmental samples via pressurized liquid extraction and pyrolysis-gas chromatography. Anal. Bioanal. Chem. 2019, 411, 6959–6968. [CrossRef]
- Macko, T.; Pasch, H.; Wang, Y. Liquid Chromatographic Separation of Olefin Oligomers and its Relation to Separation of Polyolefins—an Overview. Macromol. Symp. 2009, 282, 93–100. [CrossRef]
- Steinmetz, Z.; Kintzi, A.; Muñoz, Schaumann, G.E. A simple method for the selective quantification of polyethylene, polypropylene, and polystyrene plastic debris in soil by pyrolysis-gas chromatography/mass spectrometry. JAAP 2020, 147, 104803. [CrossRef]
- Comins, D.L.; Joseph, S.P. in Encyclopedia of Reagents for Organic Synthesis, John Wiley & Sons Ltd., Chichester, UK, 2001.
- Hero, D.; Kali, G. New, Aqueous Radical (Co)Polymerization of Olefins at Low Temperature and Pressure. Processes 2020, 8, 688. [CrossRef]
- Rolere, S.; Liengprayoon, S.; Vaysse, L.; Sainte-Beuve, J.; Bonfils, F. Investigating natural rubber composition with Fourier Transform Infrared (FT-IR) spectroscopy: A rapid and non-destructive method to determine both protein and lipid contents simultaneously. Polym. Test 2015, 43, 83–93. [CrossRef]
- Castelvetro, V.; Corti, A.; Bianchi, S.; Giacomelli, G.; Manariti, A.; Vinciguerra, V. Microplastics in fish meal: Contamination level analyzed by polymer type, including polyester (PET), polyolefins, and polystyrene. Environ. Pollut. 2021, 273, 115792. [CrossRef]
- Chiantore, O.; di Cortemiglia, M.P.L.; Guaita, M.; Rendina, G. Makromol. Chem. 1989, 190, 3143–3152.
- Rhieu, S.Y.; Urbas, A.A.; Lippa, K.A.; Reipa, V. Quantitative measurements of glutathione in yeast cell lysate using 1H NMR. Anal. Bioanal. Chem. 2013, 405, 4963–4968. [CrossRef]
- Barthlott, L.; Scharinger, A.; Golombek, P.; Kuballa, T.; Lachenmeier, D.W. A Quantitative 1H NMR Method for Screening Cannabinoids in CBD Oils. Toxics 2021, 9, 136. [CrossRef]
- Rauert, C.; Rødland, E.S.; Okoffo, D.; Reid, M.J.; Meland, S.; Thomas, K.V. Challenges with Quantifying Tire Road Wear Particles: Recognizing the Need for Further Refinement of the ISO Technical Specification. Environ. Sci. Technol. Lett. 2021, 8, 231–236. [CrossRef]
- MestReNova, Version 14.1.1—24571, Mestrelab ResearchS.L. 2019.

| MP type | Range c [mg/ml] | Linearity R² | RMSD | LOD [µg/ml] | LOQ [µg/ml] |
|---|---|---|---|---|---|
| PS | 0.30-1.51 | 0.99994 | 0.00002 | 12.84 | 42.80 |
| BR | 0.50-2.49 | 0.99995 | 0.00003 | 1.87 | 6.23 |
| PIR | 0.50-2.50 | 0.99983 | 0.00002 | 5.37 | 17.89 |
| EPR (PP) | 0.20-0.98 | 0.99952 | 0.00016 | 1.09 | 3.63 |
| MP type | Massgrav. [mg] | Masscalc. [mg] | Accuracy [%] | Precision [%] |
|---|---|---|---|---|
| PS | 1.34 | 1.32 | 98.6 | 99.8 |
| 1.02 | 1.00 | 98.0 | 99.7 | |
| 0.46 | 0.48 | 104.5 | 99.9 | |
| BR | 2.42 | 2.35 | 97.3 | 99.8 |
| 1.46 | 1.41 | 96.5 | 99.8 | |
| 0.85 | 0.82 | 96.7 | 99.9 | |
| PIR | 2.20 | 2.15 | 97.6 | 99.3 |
| 1.68 | 1.64 | 97.3 | 99.0 | |
| 0.65 | 0.62 | 95.9 | 98.9 | |
| EPR (PP) | 0.85 | 0.83 | 97.3 | 99.9 |
| 0.57 | 0.56 | 97.6 | 99.1 | |
| 0.27 | 0.24 | 89.0 | 99.4 |
| MP type | Range c [mg/ml] | Linearity R² | RMSD | LOD [µg/ml] | LOQ [µg/ml] |
|---|---|---|---|---|---|
| SBR (PS) | 0.12-0.59 | 0.99956 | 0.00004 | 23.09 | 76.97 |
| SBR (BR) | 0.38-1.91 | 0.99979 | 0.00010 | 8.89 | 29.63 |
| NR | 0.50-2.50 | 0.99830 | 0.00047 | 5.11 | 17.04 |
| MP type | Massgrav. [mg] | Masscalc. [mg] | Accuracy [%] | Precision [%] |
|---|---|---|---|---|
| SBR (PS) | 0.38 | 0.38 | 98.7 | 99.2 |
| 0.59 | 0.58 | 98.4 | 99.7 | |
| 0.57 | 0.56 | 97.8 | 99.9 | |
| SBR (BR) | 1.23 | 1.19 | 96.4 | 98.5 |
| 1.91 | 1.86 | 97.3 | 99.3 | |
| 1.84 | 1.78 | 96.5 | 99.7 | |
| NR | 2.34 | 2.29 | 97.7 | 99.4 |
| 1.74 | 1.73 | 99.2 | 99.7 | |
| 0.81 | 0.80 | 99.2 | 99.5 |
| MP type | Massgrav. [mg] | Masscalc., orig. [mg] | Accuracyorig. [%] | Masscalc., alt. [mg] | Accuracyalt. [%] |
|---|---|---|---|---|---|
| NR | 2.34 | 2.29 | 97.7 | 2.10 | 89.7 |
| 1.74 | 1.73 | 99.2 | 1.60 | 91.8 | |
| 0.81 | 0.80 | 99.2 | 0.74 | 91.2 | |
| PIR | 2.20 | 2.15 | 97.6 | 2.33 | 110.3 |
| 1.68 | 1.64 | 97.3 | 1.75 | 109.6 | |
| 0.65 | 0.62 | 95.9 | 0.68 | 109.8 |
| MP type | Massgrav. [mg] | Masscalc. [mg] | Recovery rate [%] | Precision [%] |
|---|---|---|---|---|
| SBR (PS) | 0.57 | 0.52 | 91.3 | 98.4 |
| SBR (BR) | 1.86 | 1.63 | 87.8 | 99.8 |
| BR | 2.46 | 2.25 | 91.5 | 99.2 |
| NR | 2.47 | 1.91 | 77.2 | 98.7 |
| PIR | 2.47 | 1.93 | 78.3 | 99.5 |
| EPR (PP) | 0.96 | 1.15 | 120.1 | 94.1 |
| EPR (PP)* | 0.96 | 0.87 | 90.9 | 92.4 |
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