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Leveraging population-scale proteomic data with deep learning for head and neck cancer detection in saliva.

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Title: Leveraging population-scale proteomic data with deep learning for head and neck cancer detection in saliva.
Authors: Shakeel A; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK. anza.shakeel@bristol.ac.uk., Merriel SWD; Centre for Primary Care & Health Services Research, University of Manchester, Manchester, UK.; College of Medicine and Health, University of Exeter, Exeter, UK., Smith J; College of Medicine and Health, University of Exeter, Exeter, UK.; Royal Devon University Healthcare NHS Foundation Trust, Exeter, UK., McGough AS; School of Computing, Newcastle University, Newcastle, UK., Suderman M; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.; NIHR Bristol Biomedical Research Center, University Hospitals Bristol and Weston NHS Foundation Trust and University of Bristol, Bristol, UK., Abdallah ZS; School of Engineering Mathematics and Technology, University of Bristol, Bristol, UK., Yousefi P; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK. paul.yousefi@bristol.ac.uk.; NIHR Bristol Biomedical Research Center, University Hospitals Bristol and Weston NHS Foundation Trust and University of Bristol, Bristol, UK. paul.yousefi@bristol.ac.uk.
Source: NPJ digital medicine [NPJ Digit Med] 2026 May 02; Vol. 9 (1). Date of Electronic Publication: 2026 May 02.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Shakeel+A%22">Shakeel A</searchLink>; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK. anza.shakeel@bristol.ac.uk.<br /><searchLink fieldCode="AU" term="%22Merriel+SWD%22">Merriel SWD</searchLink>; Centre for Primary Care & Health Services Research, University of Manchester, Manchester, UK.; College of Medicine and Health, University of Exeter, Exeter, UK.<br /><searchLink fieldCode="AU" term="%22Smith+J%22">Smith J</searchLink>; College of Medicine and Health, University of Exeter, Exeter, UK.; Royal Devon University Healthcare NHS Foundation Trust, Exeter, UK.<br /><searchLink fieldCode="AU" term="%22McGough+AS%22">McGough AS</searchLink>; School of Computing, Newcastle University, Newcastle, UK.<br /><searchLink fieldCode="AU" term="%22Suderman+M%22">Suderman M</searchLink>; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.; NIHR Bristol Biomedical Research Center, University Hospitals Bristol and Weston NHS Foundation Trust and University of Bristol, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22Abdallah+ZS%22">Abdallah ZS</searchLink>; School of Engineering Mathematics and Technology, University of Bristol, Bristol, UK.<br /><searchLink fieldCode="AU" term="%22Yousefi+P%22">Yousefi P</searchLink>; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK. paul.yousefi@bristol.ac.uk.; NIHR Bristol Biomedical Research Center, University Hospitals Bristol and Weston NHS Foundation Trust and University of Bristol, Bristol, UK. paul.yousefi@bristol.ac.uk.
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