MDS Abstracts

Abstracts from the International Congress of Parkinson’s and Movement Disorders.

MENU 
  • Home
  • Meetings Archive
    • 2025 International Congress
    • 2024 International Congress
    • 2023 International Congress
    • 2022 International Congress
    • MDS Virtual Congress 2021
    • MDS Virtual Congress 2020
    • 2019 International Congress
    • 2018 International Congress
    • 2017 International Congress
    • 2016 International Congress
  • Keyword Index
  • Resources
  • Advanced Search

White Matter Abnormalities in Progressive Supranuclear Palsy (PSP) vs. Parkinson’s Disease (PD): Evaluation with a Convolutional Neural Network (CNN)-Based Tool

S. Zaheer, Y. Patel, M. Abarghouei Emamikhah, N. Bendahan, R. Zou, M. Malik, N. Owsicki, N. Paul, Q. Nguyen Victor, A. Boutet, A. Lang (Toronto, Canada)

Meeting: 2025 International Congress

Keywords: Magnetic resonance imaging(MRI), Parkinson’s, Progressive supranuclear palsy(PSP)

Category: MSA, PSP, CBS: Neuroimaging

Objective: This study aimed to compare white matter hyperintensity (WMH) burden between PSP and PD using a novel AI-based tool for more accurate WMH volume quantification.

Background: Small vessel disease (SVD)is found in up to 65% of PSP patients at autopsy[1] and hypertension (HTN) is a debated risk factor for the disease[2][3]. Ghika et al. reported higher presymptomatic HTN rates in PSP than in other parkinsonian disorders, suggesting early adrenergic nucleus degeneration may explain both HTN and SVD[4]. SVD has been linked to tau phosphorylation[5][6], and tau accumulation can worsen SVD[7]. Additionally, SVD may impair glymphatic clearance of tau and beta-amyloid, promoting tau propagation[6].

Method: We retrospectively reviewed two age- and sex-matched cohorts: 67 PSP (mean age 70.5) and 67 PD (mean age 70.7). MRI was performed using 1.5T and 3T scanners to acquire 3D T1w (1mm isotropic) and 2D FLAIR (0.43×0.43×5.0mm) per institutional protocols. T1w and FLAIR images were co-registered using rigid body registration, and WMH volumes were quantified with a novel CNN-based tool[8] optimized for diverse clinical datasets. Volumes were adjusted for intracranial volume (ICV) and log10 normalized. Primary analysis used linear regression to compare WMHvol/ICV between PSP and PD, accounting for age, sex, MR field strength, and manufacturer [figure1a,b,c]. A secondary sensitivity analysis considered confounding factors affecting WMH burden, including cardiovascular disease, smoking, HTN, dyslipidemia, diabetes, obstructive sleep apnea (OSA), chronic kidney disease, and orthostatic lightheadedness.

Results: PSP patients had a higher WMH burden than PD patients (0.55% vs. 0.29% of total ICV, Wilcoxon p=0.001). Multivariable linear regression confirmed the diagnosis effect (PSP > PD, beta=0.28, p=0.00041), even after adjusting for age. The effect remained significant after accounting for 8 cardiometabolic variables (PSP > PD, beta=0.24, p=0.0025). Significant associations with WMH included smoking (beta=0.63, p=0.002) and OSA (beta=0.52, p=0.005).

Conclusion: Our findings demonstrate increased WMH in PSP compared to PD, even after adjusting for vascular risk factors, suggesting that WMH differences may reflect distinct neurobiological mechanisms. The WMH quantification using this novel AI tool supports its potential as a biomarker to differentiate PSP from PD.

Figure 1

Figure 1

References: Jecmenica Lukic M, Kurz C, Respondek G, et al. Copathology in Progressive Supranuclear Palsy: Does It Matter? Movement disorders : official journal of the Movement Disorder Society. 2020;35(6):984-993. doi:https://doi.org/10.1002/mds.28011

Colosimo C, Osaki Y, Vanacore N, Lees AJ. Lack of association between progressive supranuclear palsy and arterial hypertension: A clinicopathological study. Movement Disorders. 2003;18(6):694-697. doi:https://doi.org/10.1002/mds.10392

Rabadia SV, Litvan I, Juncos J, et al. Hypertension and progressive supranuclear palsy. Parkinsonism & Related Disorders. 2019;66:166-170. doi:https://doi.org/10.1016/j.parkreldis.2019.07.036

‌Ghika J, Julien Bogousslavsky. Presymptomatic Hypertension Is a Major Feature in the Diagnosis of Progressive Supranuclear Palsy. Archives of neurology. 1997;54(9):1104-1108. doi:https://doi.org/10.1001/archneur.1997.00550210038010

‌Raz L, Bhaskar K, Weaver J, et al. Hypoxia promotes tau hyperphosphorylation with associated neuropathology in vascular dysfunction. Neurobiology of Disease. 2019;126:124-136. doi:https://doi.org/10.1016/j.nbd.2018.07.009

‌Kapasi A, Yu L, V. Petyuk, K. Arfanakis, Bennett DA, Schneider JA. Association of small vessel disease with tau pathology. Acta Neuropathologica. 2022;143(3):349-362. doi:https://doi.org/10.1007/s00401-021-02397-x

‌Merlini M, Wanner D, Nitsch RM. Tau pathology-dependent remodelling of cerebral arteries precedes Alzheimer’s disease-related microvascular cerebral amyloid angiopathy. Acta Neuropathologica. 2016;131(5):737-752. doi:https://doi.org/10.1007/s00401-016-1560-2

‌Gibson E, Ramirez J, Woods LA, et al. segcsvdWMH: A convolutional neural network-based tool for quantifying white matter hyperintensities in heterogeneous patient cohorts. medRxiv (Cold Spring Harbor Laboratory). Published online June 21, 2024. doi:https://doi.org/10.1101/2024.06.20.24309230

To cite this abstract in AMA style:

S. Zaheer, Y. Patel, M. Abarghouei Emamikhah, N. Bendahan, R. Zou, M. Malik, N. Owsicki, N. Paul, Q. Nguyen Victor, A. Boutet, A. Lang. White Matter Abnormalities in Progressive Supranuclear Palsy (PSP) vs. Parkinson’s Disease (PD): Evaluation with a Convolutional Neural Network (CNN)-Based Tool [abstract]. Mov Disord. 2025; 40 (suppl 1). https://www.mdsabstracts.org/abstract/white-matter-abnormalities-in-progressive-supranuclear-palsy-psp-vs-parkinsons-disease-pd-evaluation-with-a-convolutional-neural-network-cnn-based-tool/. Accessed October 5, 2025.
  • Tweet
  • Click to email a link to a friend (Opens in new window) Email
  • Click to print (Opens in new window) Print

« Back to 2025 International Congress

MDS Abstracts - https://www.mdsabstracts.org/abstract/white-matter-abnormalities-in-progressive-supranuclear-palsy-psp-vs-parkinsons-disease-pd-evaluation-with-a-convolutional-neural-network-cnn-based-tool/

Most Viewed Abstracts

  • This Week
  • This Month
  • All Time
  • What is the appropriate sleep position for Parkinson's disease patients with orthostatic hypotension in the morning?
  • Covid vaccine induced parkinsonism and cognitive dysfunction
  • Life expectancy with and without Parkinson’s disease in the general population
  • Increased Risks of Botulinum Toxin Injection in Patients with Hypermobility Ehlers Danlos Syndrome: A Case Series
  • AI-Powered Detection of Freezing of Gait Using Wearable Sensor Data in Patients with Parkinson’s Disease
  • Effect of Ketone Ester Supplementation on Motor and Non-Motor symptoms in Parkinson's Disease
  • Covid vaccine induced parkinsonism and cognitive dysfunction
  • What is the appropriate sleep position for Parkinson's disease patients with orthostatic hypotension in the morning?
  • Life expectancy with and without Parkinson’s disease in the general population
  • Increased Risks of Botulinum Toxin Injection in Patients with Hypermobility Ehlers Danlos Syndrome: A Case Series
  • Increased Risks of Botulinum Toxin Injection in Patients with Hypermobility Ehlers Danlos Syndrome: A Case Series
  • Insulin dependent diabetes and hand tremor
  • Improvement in hand tremor following carpal tunnel release surgery
  • Impact of expiratory muscle strength training (EMST) on phonatory performance in Parkinson's patients
  • Help & Support
  • About Us
  • Cookies & Privacy
  • Wiley Job Network
  • Terms & Conditions
  • Advertisers & Agents
Copyright © 2025 International Parkinson and Movement Disorder Society. All Rights Reserved.
Wiley