Raman imaging and MALDI-MS towards identification of microplastics generated when using stationery markers
The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component ana...
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| Published in | Journal of hazardous materials Vol. 424; no. Pt B; p. 127478 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Netherlands
Elsevier B.V
15.02.2022
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0304-3894 1873-3336 1873-3336 |
| DOI | 10.1016/j.jhazmat.2021.127478 |
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| Abstract | The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component analysis (PCA)-based algorithms, and (ii) matrix-assisted laser desorption/ionisation-mass spectrometry (MALDI-MS). We found that, accordingly, (i) if the Raman signal of plastics is identifiable and not completely shielded by the background, Raman imaging can extract the plastic signals and visualise their distribution directly, with the help of a logic-based or PCA-based algorithm, via the “fingerprint” spectrum; (ii) when the Raman signal is shielded and masked by the background, MALDI-MS can effectively capture and identify the plastic polymer, via the “barcode” of the mass spectrum linked with the monomer. Overall, both Raman imaging and MALDI-MS have benefits and limitations for microplastic analysis; if accessible, the combined use of these two techniques is generally recommended, especially when assessing samples with strong background interference.
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•Raman imaging can directly visualise microplastics.•Logic-/PCA-based algorithms can analyse plastics via fingerprint of Raman spectrum.•MALDI-MS can identify plastics via “barcode” of mass spectrum.•Microplastics are generated in our daily lives when we use stationery markers. |
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| AbstractList | The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component analysis (PCA)-based algorithms, and (ii) matrix-assisted laser desorption/ionisation-mass spectrometry (MALDI-MS). We found that, accordingly, (i) if the Raman signal of plastics is identifiable and not completely shielded by the background, Raman imaging can extract the plastic signals and visualise their distribution directly, with the help of a logic-based or PCA-based algorithm, via the "fingerprint" spectrum; (ii) when the Raman signal is shielded and masked by the background, MALDI-MS can effectively capture and identify the plastic polymer, via the "barcode" of the mass spectrum linked with the monomer. Overall, both Raman imaging and MALDI-MS have benefits and limitations for microplastic analysis; if accessible, the combined use of these two techniques is generally recommended, especially when assessing samples with strong background interference.The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component analysis (PCA)-based algorithms, and (ii) matrix-assisted laser desorption/ionisation-mass spectrometry (MALDI-MS). We found that, accordingly, (i) if the Raman signal of plastics is identifiable and not completely shielded by the background, Raman imaging can extract the plastic signals and visualise their distribution directly, with the help of a logic-based or PCA-based algorithm, via the "fingerprint" spectrum; (ii) when the Raman signal is shielded and masked by the background, MALDI-MS can effectively capture and identify the plastic polymer, via the "barcode" of the mass spectrum linked with the monomer. Overall, both Raman imaging and MALDI-MS have benefits and limitations for microplastic analysis; if accessible, the combined use of these two techniques is generally recommended, especially when assessing samples with strong background interference. The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component analysis (PCA)-based algorithms, and (ii) matrix-assisted laser desorption/ionisation-mass spectrometry (MALDI-MS). We found that, accordingly, (i) if the Raman signal of plastics is identifiable and not completely shielded by the background, Raman imaging can extract the plastic signals and visualise their distribution directly, with the help of a logic-based or PCA-based algorithm, via the “fingerprint” spectrum; (ii) when the Raman signal is shielded and masked by the background, MALDI-MS can effectively capture and identify the plastic polymer, via the “barcode” of the mass spectrum linked with the monomer. Overall, both Raman imaging and MALDI-MS have benefits and limitations for microplastic analysis; if accessible, the combined use of these two techniques is generally recommended, especially when assessing samples with strong background interference. [Display omitted] •Raman imaging can directly visualise microplastics.•Logic-/PCA-based algorithms can analyse plastics via fingerprint of Raman spectrum.•MALDI-MS can identify plastics via “barcode” of mass spectrum.•Microplastics are generated in our daily lives when we use stationery markers. The characterisation of microplastics is still a challenge, particularly when the sample is a mixture with a complex background, such as an ink mark on paper. To address this challenge, we developed and compared two approaches, (i) Raman imaging, combined with logic-based and principal component analysis (PCA)-based algorithms, and (ii) matrix-assisted laser desorption/ionisation-mass spectrometry (MALDI-MS). We found that, accordingly, (i) if the Raman signal of plastics is identifiable and not completely shielded by the background, Raman imaging can extract the plastic signals and visualise their distribution directly, with the help of a logic-based or PCA-based algorithm, via the "fingerprint" spectrum; (ii) when the Raman signal is shielded and masked by the background, MALDI-MS can effectively capture and identify the plastic polymer, via the "barcode" of the mass spectrum linked with the monomer. Overall, both Raman imaging and MALDI-MS have benefits and limitations for microplastic analysis; if accessible, the combined use of these two techniques is generally recommended, especially when assessing samples with strong background interference. |
| ArticleNumber | 127478 |
| Author | Zhang, Zixing Zhang, Xian Luo, Yunlong Sobhani, Zahra Fang, Cheng Naidu, Ravi Gibson, Christopher T. |
| Author_xml | – sequence: 1 givenname: Yunlong surname: Luo fullname: Luo, Yunlong organization: Global Centre for Environmental Remediation (GCER), University of Newcastle, Callaghan, NSW 2308, Australia – sequence: 2 givenname: Zahra surname: Sobhani fullname: Sobhani, Zahra organization: Global Centre for Environmental Remediation (GCER), University of Newcastle, Callaghan, NSW 2308, Australia – sequence: 3 givenname: Zixing surname: Zhang fullname: Zhang, Zixing organization: Key Lab of Urban Environment and Health, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China – sequence: 4 givenname: Xian surname: Zhang fullname: Zhang, Xian organization: Key Lab of Urban Environment and Health, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China – sequence: 5 givenname: Christopher T. surname: Gibson fullname: Gibson, Christopher T. organization: Flinders Institute for NanoScale Science and Technology, College of Science and Engineering, Flinders University, South Australia 5042, Australia – sequence: 6 givenname: Ravi surname: Naidu fullname: Naidu, Ravi organization: Global Centre for Environmental Remediation (GCER), University of Newcastle, Callaghan, NSW 2308, Australia – sequence: 7 givenname: Cheng surname: Fang fullname: Fang, Cheng email: cheng.fang@newcastle.edu.au organization: Global Centre for Environmental Remediation (GCER), University of Newcastle, Callaghan, NSW 2308, Australia |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/34666291$$D View this record in MEDLINE/PubMed |
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| Keywords | Matrix-assisted laser desorption/ionisation-mass spectrometry Microplastics Marker ink Raman imaging Algorithm |
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| SubjectTerms | Algorithm algorithms Biomarkers Marker ink Matrix-assisted laser desorption/ionisation-mass spectrometry Microplastics Plastics Principal Component Analysis Raman imaging Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization |
| Title | Raman imaging and MALDI-MS towards identification of microplastics generated when using stationery markers |
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