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Using matrix assisted laser desorption ionisation mass spectrometry combined with machine learning for vaccine authenticity screening.

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Title: Using matrix assisted laser desorption ionisation mass spectrometry combined with machine learning for vaccine authenticity screening.
Authors: Clarke R; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK., Bharucha T; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK., Arman BY; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK., Gangadharan B; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK., Gomez Fernandez L; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK., Mosca S; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK., Lin Q; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK.; Hybrid Materials for Opto-Electronics Group, Department of Molecules and Materials, MESA+ Institute for Nanotechnology, Molecules Center and Center for Brain-Inspired Nano Systems, Faculty of Science and Technology, University of Twente, 7500AE, Enschede, the Netherlands., Van Assche K; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK., Stokes R; Agilent Technologies LDA UK, Didcot, OX11 0RA, UK., Dunachie S; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, OX3 9DU, UK., Deats M; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK., Merchant HA; Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, HD1 3DH, UK.; Department of Bioscience, School of Health, Sport and Bioscience, University of East London, Water Lane, London, E15 4LZ, UK., Caillet C; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK., Walsby-Tickle J; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK., Probert F; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK., Matousek P; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK.; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK., Newton PN; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK., Zitzmann N; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK., McCullagh JSO; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK. james.mccullagh@chem.ox.ac.uk.
Source: NPJ vaccines [NPJ Vaccines] 2024 Aug 28; Vol. 9 (1), pp. 155. Date of Electronic Publication: 2024 Aug 28.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature in partnership with the Sealy Center for Vaccine Development Country of Publication: England NLM ID: 101699863 Publication Model: Electronic Cited Medium: Internet ISSN: 2059-0105 (Electronic) Linking ISSN: 20590105 NLM ISO Abbreviation: NPJ Vaccines Subsets: PubMed not MEDLINE
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  Data: Using matrix assisted laser desorption ionisation mass spectrometry combined with machine learning for vaccine authenticity screening.
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  Data: <searchLink fieldCode="AU" term="%22Clarke+R%22">Clarke R</searchLink>; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK.<br /><searchLink fieldCode="AU" term="%22Bharucha+T%22">Bharucha T</searchLink>; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK.<br /><searchLink fieldCode="AU" term="%22Arman+BY%22">Arman BY</searchLink>; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK.<br /><searchLink fieldCode="AU" term="%22Gangadharan+B%22">Gangadharan B</searchLink>; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK.<br /><searchLink fieldCode="AU" term="%22Gomez+Fernandez+L%22">Gomez Fernandez L</searchLink>; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK.<br /><searchLink fieldCode="AU" term="%22Mosca+S%22">Mosca S</searchLink>; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK.<br /><searchLink fieldCode="AU" term="%22Lin+Q%22">Lin Q</searchLink>; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK.; Hybrid Materials for Opto-Electronics Group, Department of Molecules and Materials, MESA+ Institute for Nanotechnology, Molecules Center and Center for Brain-Inspired Nano Systems, Faculty of Science and Technology, University of Twente, 7500AE, Enschede, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Van+Assche+K%22">Van Assche K</searchLink>; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; 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Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.<br /><searchLink fieldCode="AU" term="%22Merchant+HA%22">Merchant HA</searchLink>; Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, HD1 3DH, UK.; Department of Bioscience, School of Health, Sport and Bioscience, University of East London, Water Lane, London, E15 4LZ, UK.<br /><searchLink fieldCode="AU" term="%22Caillet+C%22">Caillet C</searchLink>; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.<br /><searchLink fieldCode="AU" term="%22Walsby-Tickle+J%22">Walsby-Tickle J</searchLink>; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK.<br /><searchLink fieldCode="AU" term="%22Probert+F%22">Probert F</searchLink>; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK.<br /><searchLink fieldCode="AU" term="%22Matousek+P%22">Matousek P</searchLink>; Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, UK Research and Innovation (UKRI), Harwell Campus, Didcot, OX11 0QX, UK.; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.<br /><searchLink fieldCode="AU" term="%22Newton+PN%22">Newton PN</searchLink>; Medicine Quality Research Group, NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand.; Infectious Diseases Data Observatory, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LG, UK.<br /><searchLink fieldCode="AU" term="%22Zitzmann+N%22">Zitzmann N</searchLink>; Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK.; Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford, OX1 3QU, UK.<br /><searchLink fieldCode="AU" term="%22McCullagh+JSO%22">McCullagh JSO</searchLink>; Department of Chemistry, University of Oxford, Oxford, OX1 3TA, UK. james.mccullagh@chem.ox.ac.uk.
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  Data: <searchLink fieldCode="JN" term="%22101699863%22">NPJ vaccines</searchLink> [NPJ Vaccines] 2024 Aug 28; Vol. 9 (1), pp. 155. <i>Date of Electronic Publication: </i>2024 Aug 28.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature+in+partnership+with+the+Sealy+Center+for+Vaccine+Development%22">Springer Nature in partnership with the Sealy Center for Vaccine Development </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101699863 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2059-0105 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220590105%22">20590105 </searchLink><i>NLM ISO Abbreviation: </i>NPJ Vaccines <i>Subsets: </i>PubMed not MEDLINE
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