Machine learning approach effectively discriminates between Parkinson’s disease and progressive supranuclear palsy: Multi-level indices of rs-fMRI

QR Code

Machine learning approach effectively discriminates between Parkinson’s disease and progressive supranuclear palsy: Multi-level indices of rs-fMRI

Aim: Parkinson’s disease (PD) and progressive supranuclear palsy (PSP) present similar clinical symptoms, but their treatment options and clinical prognosis differ significantly. Therefore, we aimed to discriminate between PD and PSP based on multi-level indices of resting-state functional magnetic...

Full description

Saved in:

Bibliographic Details
Main Authors:	Weiling Cheng, Xiao Liang, Wei Zeng, Jiali Guo, Zhibiao Yin, Jiankun Dai, Daojun Hong, Fuqing Zhou, Fangjun Li, Xin Fang
Format:	Article
Language:	English
Published:	Elsevier 2025-09-01
Series:	Brain Research Bulletin
Subjects:	Parkinson’s disease Progressive supranuclear palsy Rs-fMRI
Online Access:	http://www.sciencedirect.com/science/article/pii/S0361923025002886
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Clinical features of supranuclear palsy
by: T. A. Valikova, et al.
Published: (2009-06-01)

<i>MAPT</i> Subhaplotypes in Different Progressive Supranuclear Palsy Phenotypes
by: Monica Gagliardi, et al.
Published: (2025-06-01)

Pathway to Regulatory Approval of Digital Health Technologies in Progressive Supranuclear Palsy: A Scoping Review
by: Catherine Isroff, et al.
Published: (2025-05-01)

Diffusion tensor imaging of sequential neuropathological patterns in progressive supranuclear palsy
by: Lavinia A. Bârlescu, et al.
Published: (2025-06-01)

Quantification of rehabilitation for patients with Parkinson’s disease and related disorders using wearable devices; a proof of concept
by: Hikaru Kamo, et al.
Published: (2025-07-01)

Gait dynamics and brain function abnormalities in Parkinson’s disease with freezing of gait: a clinical study using resting-state fMRI and wearable devices
by: Xiaohong Li, et al.
Published: (2025-07-01)

Hybrid 3D CNN-LSTM Model for rs-fMRI-Based Parkinson’s Prediction
by: Salman Ibne Eunus, et al.
Published: (2025-06-01)

Machine learning for classifying affective valence from fMRI: a systematic review and meta-analysis
by: Charith Chitraranjan, et al.
Published: (2025-06-01)

What fMRI studies say about the nature of the psychedelic effect: a scoping review
by: Michal Beneš, et al.
Published: (2025-07-01)

Resting-State Activity Changes Induced by tDCS in MS Patients and Healthy Controls: A Simultaneous tDCS rs-fMRI Study
by: Marco Muccio, et al.
Published: (2025-06-01)

A Meta-Analysis of Task-Based fMRI Studies on Alcohol Use Disorder
by: Maxime Roberge, et al.
Published: (2025-06-01)

Dyke–Davidoff–Masson syndrome: description of clinical case with diagnostics by EEG, MRI, MR-tractography, fMRI
by: I. S. Gumin, et al.
Published: (2021-04-01)

An fMRI study of crossmodal emotional congruency and the role of semantic content in the aesthetic appreciation of naturalistic art
by: Funda Yilmaz, et al.
Published: (2025-07-01)

Increased task-induced mental fatigue in problematic Internet Use: an fMRI study
by: Ákos Arató, et al.
Published: (2025-08-01)

The clinical relevance of healthy neurodevelopmental connectivity in childhood and adolescence: a meta-analysis of resting-state fMRI
by: Merida Galilea Tapia Medina, et al.
Published: (2025-06-01)

Resilience of Neural Networks Underlying the Stroop Effect in the Aftermath of Severe COVID-19: fMRI Pilot Study
by: Valérie Beaud, et al.
Published: (2025-06-01)

Single nucleotide variants rs6582147, rs10010305, rs2136810, rs17797829 as new molecular genetic markers of sudden cardiac death
by: A. A. Ivanova, et al.
Published: (2018-11-01)

Changes in Resting fMRI Networks in Patients with Severe Traumatic Brain Injury During Therapeutic Rhythmic Transcranial Magnetic Stimulation (Case Report)
by: A. S. Zigmantovich, et al.
Published: (2022-04-01)

Clinical utility of CSF Aβ38 in Japanese research and clinical cohorts
by: Tamao Tsukie, et al.
Published: (2025-04-01)

Congenital cerebral palsy: genetic cause and nosological integrity
by: P. I. Sokolov, et al.
Published: (2021-02-01)

Using fMRI-Based Multi-Scale Perception Models to Explore Cognitive Load and Attention Allocation in Education
by: Lu Chen, et al.
Published: (2025-01-01)

Association of single nucleotide polymorphisms rs7164665, rs71461059, rs74765750, rs6762529 with sudden cardiac death
by: A. A. Ivanova, et al.
Published: (2019-11-01)

Robust multi-task feature selection with counterfactual explanation for schizophrenia identification using functional brain networks
by: Xinyan Yuan, et al.
Published: (2025-07-01)

Association of T715P (RS6136), M62I (RS2228315), S290N (RS6131), V640L (RS6133) polymorphisms in the P-selectin gene and its ligand with acetylsalicylic acid resistance in patients with coronary artery disease after coronary artery bypass grafting
by: A. A. Kosinova, et al.
Published: (2019-11-01)

Epileptic syndromes in children with cerebral palsy
by: T. T. Batysheva, et al.
Published: (2016-08-01)

Influence of polymorphic loci rs1800629 (TNFa), rs6074022 (CD40), rs187238 (IL-18), rs10492972 (KIF1B), rs4149584 (TNFRSF1A) on clinical features of multiple sclerosis subject to sex belonging in Russian ethnic group
by: Ye. V. Khanokh, et al.
Published: (2011-04-01)

SINGLE-NUCLEOTIDE POLYMORPHISMS OF THE ESR1 [RS 2234693], IL-1 [RS1143627], RANKL [RS9594738] AND [RS9594759] GENES AS POSSIBLE RISK MARKERS FOR VARIOUS VARIANTS OF THE COURSE OF PERIODONTAL DISEASE IN PATIENTS BORN MACROSOMIC
by: O.V. Garmash
Published: (2020-03-01)

Navigating the complexities of bilateral facial nerve palsy: A case report
by: Caisha Nivenia Moses, et al.
Published: (2025-07-01)

Multi-Layer Modeling and Visualization of Functional Network Connectivity Shows High Performance for the Classification of Schizophrenia and Cognitive Performance via Resting fMRI
by: Duc My Vo, et al.
Published: (2025-03-01)

Modern rehabilitation methods of cerebral palsy in children
by: L. B. Kuranova, et al.
Published: (2021-06-01)

Acute Stroke Severity Assessment: The Impact of Lesion Size and Functional Connectivity
by: Karolin Weigel, et al.
Published: (2025-07-01)

The Impact of FSHR Polymorphisms (rs6165 and rs6166) on Ovarian Response to Stimulation in Infertile Women with Diminished Ovarian Reserve
by: Hoang TTT, et al.
Published: (2025-07-01)

Functional and Structural Differences of Brain in Patients With Vestibular Migraine: A Resting‐State Functional MRI and DTI Study
by: Ni Liu, et al.
Published: (2025-06-01)

Emerging Hypersexuality in a Patient With Progressive Supranuclear Palsy
by: Pei Ling Lim, et al.
Published: (2025-06-01)

Role of polymorphic loci <i>VDR</i> rs10735810, <i>MTHFR</i> rs1801131, <i>MTHFR</i> rs1801133, <i>MTR</i> rs1805087,<i> MTRR</i> rs1801394 AND <i>VEGFA</i> rs3025039 in missed abortion: A prospective cohort study
by: F. U. Ramazanova, et al.
Published: (2022-06-01)

7T Spin-echo BOLD fMRI enhances spatial specificity in the human motor cortex during finger movement tasks
by: SoHyun Han, et al.
Published: (2025-08-01)

Association of IRF5 (rs2004640), STAT4 (rs7574865), and TNFAIP3 (rs6920220, rs2230926) gene polymorphisms with primary Sjögren's syndrome and its complication, MALT-lymphoma
by: I. A. Guseva, et al.
Published: (2023-10-01)

Mapping the Olfactory Brain: A Systematic Review of Structural and Functional Magnetic Resonance Imaging Changes Following COVID-19 Smell Loss
by: Hanani Abdul Manan, et al.
Published: (2025-06-01)

Variability and repeatability of personalized rTMS targeting methods combining repeated fMRI scans and electric field simulations
by: He Wang, et al.
Published: (2025-08-01)

Dynamic Adjacency Matrix Learning and Multi-Order Random Walk Aggregation for Alzheimer’s Disease Diagnosis From Resting-State fMRI
by: Zhaoyang Guan, et al.
Published: (2025-01-01)