PXD041419-1
PXD041419 is an original dataset announced via ProteomeXchange.
Dataset Summary
Title | Proteomics and machine learning identify a distinct blood biomarker panel to detect Parkinson’s disease up to 7 years before motor disease |
Description | Parkinson’s disease (PD) is increasing in prevalence, yet we lack readily available and non-invasive diagnostic biomarkers. An unbiased discovery proteomics study in plasma from PD patients and healthy controls (HC, phase 0) showed increased inflammation and decreased Wnt-signalling. To validate these findings, a targeted and multiplexed assay was developed and applied to a phase I cohort consisting of 99 de novo PD, 36 HC, and 18 subjects with polysomnography-confirmed isolated REM-sleep behaviour disorder (iRBD). In phase II, the multiplexed panel was refined and applied to a second cohort, focusing on the earliest stage of the disease by analysing 54 individuals with confirmed iRBD including longitudinal follow-up samples. A machine learning model, based on the expression of eight proteins, correctly identified all PD patients (phase I) and classified 79% of the iRBD as PD (phase II) up to 7 years before phenoconversion. Several of the identified biomarkers correlated with motor and non-motor symptom severity. This specific blood pattern was already evident in most iRBD cases, indicating pre-motor molecular events. This allows for the early identification of subjects at risk for PD in a blood test years before motor disease, which could support stratifying participants in future clinical trials aimed at preventing PD. |
HostingRepository | PanoramaPublic |
AnnounceDate | 2024-03-12 |
AnnouncementXML | Submission_2024-03-12_20:33:57.842.xml |
DigitalObjectIdentifier | |
ReviewLevel | Non peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Supported dataset by repository |
PrimarySubmitter | Jenny Hallqvist |
SpeciesList | scientific name: Homo sapiens; NCBI TaxID: 9606; |
ModificationList | Carbamidomethyl |
Instrument | Xevo TQ MS; ACQUITY UPLC |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
---|---|---|---|
0 | 2023-04-09 15:45:39 | ID requested | |
⏵ 1 | 2024-03-12 20:33:58 | announced |
Publication List
Dataset with its publication pending |
Keyword List
submitter keyword: LC-MS, MRM, Targeted proteomics, Biomarkers, Parkinson's disease, Neurodegeneration |
Contact List
Kevin Mills | |
---|---|
contact affiliation | Great Ormond Street Institute of Child Health, University College London |
contact email | k.mills@ucl.ac.uk |
lab head | |
Jenny Hallqvist | |
contact affiliation | Great Ormond Street Institute of Child Health, University College London |
contact email | j.hallqvist@ucl.ac.uk |
dataset submitter |
Full Dataset Link List
Panorama Public dataset URI |