A modified α-synuclein seed amplification assay in Lewy body dementia using Raman spectroscopy and machine learning analysis

This preliminary study demonstrates that combining Raman spectroscopy with machine learning can enable rapid, label-free detection of disease-specific changes. Despite the very limited sample size, these findings highlight the potential of this novel workflow and strongly warrant its validation in larger cohorts.

Authors

Institutions

Publication Details

Journal
Journal of Neuroscience Methods
Published
2025-11-15
DOI
https://doi.org/10.1016/j.jneumeth.2025.110617
Primary Topic
Spectroscopy Techniques in Biomedical and Chemical Research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A modified α-synuclein seed amplification assay in Lewy body dementia using Raman spectroscopy and machine learning analysis

Lucy Butler, David J. Koss, Karunakaran Kalesh, Tiago F. Outeiro et al.
Journal of Neuroscience Methods
Spectroscopy Techniques in Biomedical and Chemical Research
article

A modified α-synuclein seed amplification assay in Lewy body dementia using Raman spectroscopy and machine learning analysis

Lucy Butler, David J. Koss, Karunakaran Kalesh, Tiago F. Outeiro, Suzan Elsheikh, Claudio Angione, Agathe Quesnel, Ojodomo J. Achadu, Ahmad A. Khundakar, Alan Thomas, Jon Marles‐Wright, Meez Islam, Panagiota S. Filippou, Annalisa Occhipinti, Nathan Coles, Alaa Gouda
article en

Abstract

This preliminary study demonstrates that combining Raman spectroscopy with machine learning can enable rapid, label-free detection of disease-specific changes. Despite the very limited sample size, these findings highlight the potential of this novel workflow and strongly warrant its validation in larger cohorts.

Journal of Neuroscience MethodsVol. 425
University of Dundee (GB), German Center for Neurodegenerative Diseases (DE), Centre de Recherches en Cancérologie de Toulouse (FR), NIHR Newcastle Biomedical Research Centre (GB), Newcastle University (GB), Teesside University (GB)
Teesside University, Newcastle University
Openalex Percentile: Top 76%
Spectroscopy Techniques in Biomedical and Chemical Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.