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Published in: Journal of Neural Transmission 5/2020

01-05-2020 | Parkinson's Disease | Neurology and Preclinical Neurological Studies - Original Article

Creation of a gene expression classifier for predicting Parkinson’s disease rate of progression

Authors: Jose Martin Rabey, Jennifer Yarden, Nir Dotan, Danit Mechlovich, Peter Riederer, Moussa B. H. Youdim

Published in: Journal of Neural Transmission | Issue 5/2020

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Abstract

Parkinson’s disease (PD) etiology is heterogeneous, genetic, and multi-factorial, resulting in a varied disease from a mild slow progression to a more severe rapid progression. Prognostic information on the nature of the patient’s disease at diagnosis aids the physician in counseling patients on treatment options and life planning. In a cohort of PD patients from the PPMI study, the relative gene expression levels of SKP1A, UBE2K, ALDH1A1, PSMC4, HSPA8 and LAMB2 were measured in baseline blood samples by real-time quantitative PCR. At baseline PD patients were up to 2 years from diagnosis, H&Y scale ≤ 2 and PD treatment naïve. PD-Prediction algorithm comprised of ALDH1A1, LAMB2, UBE2K, SKP1A and age was created by logistic regression for predicting progression to ≤ 70% Modified Schwab and England Activities of Daily Living (S&E-ADL). In relation to patients negative for PD-Prediction (n = 180), patients positive (n = 30) for Cutoff-1 (at 82% specificity, 80.0% sensitivity) had positive hazard ratio (HR+) of 10.6 (95% CI, 2.2–50.1), and positive (n = 23) for Cutoff-2 (at 93% specificity, 47% sensitivity) had HR+ of 17.1 (95% CI, 3.2–89.9) to progress to ≤ 70% S&E-ADL within 3 years (P value < 0.0001). Likewise, patients positive for PD-Prediction Cutoff-1 (n = 49) had HR+ 4.3 (95% CI, 1.6–11.6) for faster time to H&Y 3 in relation to patients negative (n = 170) for PD-Prediction (P value = 0.0002). Our findings show an algorithm that seems to predict fast PD progression and may potentially be used as a tool to assist the physician in choosing an optimal treatment plan, improving the patient’s quality of life and overall health outcome.
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Metadata
Title
Creation of a gene expression classifier for predicting Parkinson’s disease rate of progression
Authors
Jose Martin Rabey
Jennifer Yarden
Nir Dotan
Danit Mechlovich
Peter Riederer
Moussa B. H. Youdim
Publication date
01-05-2020
Publisher
Springer Vienna
Published in
Journal of Neural Transmission / Issue 5/2020
Print ISSN: 0300-9564
Electronic ISSN: 1435-1463
DOI
https://doi.org/10.1007/s00702-020-02194-y

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