A Multiplexed Urinary Biomarker Panel Has Potential for Alzheimer’s Disease Diagnosis Using Targeted Proteomics and Machine Learning

Author:

Hällqvist Jenny1ORCID,Pinto Rui C.2ORCID,Heywood Wendy E.1,Cordey Jonjo1,Foulkes Alexander J. M.3,Slattery Catherine F.4,Leckey Claire A.15,Murphy Eimear C.5,Zetterberg Henrik67,Schott Jonathan M.35,Mills Kevin1ORCID,Paterson Ross W.3456

Affiliation:

1. Translational Mass Spectrometry Research Group, Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, London WC1N 1EH, UK

2. Faculty of Medicine, School of Public Health, Imperial College London, London SW7 2BX, UK

3. National Hospital for Neurology and Neurosurgery, Queen Square London, London WC1N 3BG, UK

4. Darent Valley Hospital, Dartford DA2 8DA, UK

5. Dementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK

6. Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, S-431 80 Mölndal, Sweden

7. UK Dementia Research Institute, UCL, London WC1E 6BT, UK

Abstract

As disease-modifying therapies are now available for Alzheimer’s disease (AD), accessible, accurate and affordable biomarkers to support diagnosis are urgently needed. We sought to develop a mass spectrometry-based urine test as a high-throughput screening tool for diagnosing AD. We collected urine from a discovery cohort (n = 11) of well-characterised individuals with AD (n = 6) and their asymptomatic, CSF biomarker-negative study partners (n = 5) and used untargeted proteomics for biomarker discovery. Protein biomarkers identified were taken forward to develop a high-throughput, multiplexed and targeted proteomic assay which was tested on an independent cohort (n = 21). The panel of proteins identified are known to be involved in AD pathogenesis. In comparing AD and controls, a panel of proteins including MIEN1, TNFB, VCAM1, REG1B and ABCA7 had a classification accuracy of 86%. These proteins have been previously implicated in AD pathogenesis. This suggests that urine-targeted mass spectrometry has potential utility as a diagnostic screening tool in AD.

Funder

UK Dementia Research Institute

Swedish Research Council

European Union’s Horizon Europe research and innovation programme

Swedish State Support for Clinical Research

Alzheimer Drug Discovery Foundation (ADDF), USA

AD Strategic Fund and the Alzheimer’s Association

Bluefield Project, the Olav Thon Foundation, the Erling-Persson Family Foundation, Stiftelsen för Gamla Tjänarinnor, Hjärnfonden, Sweden

European Union’s Horizon 2020 research and innovation programme

European Union Joint Programme—Neurodegenerative Disease Research

National Institute for Health and Care Research University College London Hospitals Biomedical Research Centre

Alzheimer’s Association Clinician Scientist Fellowship

Publisher

MDPI AG

Subject

Inorganic Chemistry,Organic Chemistry,Physical and Theoretical Chemistry,Computer Science Applications,Spectroscopy,Molecular Biology,General Medicine,Catalysis

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