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 inJournal of hazardous materials Vol. 424; no. Pt B; p. 127478
Main Authors Luo, Yunlong, Sobhani, Zahra, Zhang, Zixing, Zhang, Xian, Gibson, Christopher T., Naidu, Ravi, Fang, Cheng
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 15.02.2022
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Online AccessGet full text
ISSN0304-3894
1873-3336
1873-3336
DOI10.1016/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. [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.
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.
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Keywords Matrix-assisted laser desorption/ionisation-mass spectrometry
Microplastics
Marker ink
Raman imaging
Algorithm
Language English
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Snippet 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....
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StartPage 127478
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
URI https://dx.doi.org/10.1016/j.jhazmat.2021.127478
https://www.ncbi.nlm.nih.gov/pubmed/34666291
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