Neurology

Parkinson's Disease

Latest AI and machine learning research in parkinson's disease for healthcare professionals.

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Machine learning based multi-omics analysis reveals key molecular determinants of Parkinson's disease severity.

While single-omics analyses of Parkinson's Disease (PD) have demonstrated their ability in revealing the underlying molecular mechanisms, they often fail to provide a comprehensive view of the complete disease mechanisms. In this study, we leveraged multi-omics data from 64 heterogeneous, well-phenotyped PD patients, generated plasma metabolomics data and Olink proteomics data together with the gu...

Apr 30 2026 42069091

Neural Stem Cell-Derived Extracellular Vesicles: The Next Frontier in Neurological and Neurodegenerative Diseases.

The present manuscript provides a comprehensive overview of neural stem cell (NSC)-derived extracellular vesicles (NSC-EVs( as a cell-free approach to treating central nervous system (CNS) disorders. The study noted that NSCs are regenerative and neuroprotective, but direct transplantation is limited by short survival, immunological rejection, and tumorigenic risk. However, NSC-EVs-nano-sized vesi...

Apr 30 2026 42060081
Referenceless Proton Resonance Frequency Thermometry Using Deep Learning with Self-Attention.

Proton resonance frequency (PRF) MR thermometry provides temperature feedback for MR-guided focused ultrasound (FUS), but conventional baseline-refere...

Apr 30 2026 42060435
Machine learning to diagnose, classify and predict phenoconversion in isolated REM sleep behavior disorder.

Rapid eye movement (REM) sleep behaviour disorder (RBD), particularly its idiopathic/isolated form (iRBD), is a prodromal marker for α-synucleinopathi...

Apr 29 2026 42068794
A Structure-Based Platform for Predicting Chemical-Induced Parkinson's Disease.

Current methods for determining the neurotoxic potential of (agro)chemicals are not comprehensive enough, as is suggested by the increased incidence o...

Apr 29 2026 42053241
Support vector machine-driven Parkinson's disease identification: a 7-Tesla multidimensional structural MRI approach.

Parkinson's disease (PD) is a progressive neurodegenerative disorder diagnosed clinically by cardinal motor symptoms, with structural brain changes as...

Apr 29 2026 42056087
Modified graph neural network-oriented optimization model for the classification of PD.

Methods for categorizing Parkinson's Disease (PD) aim to automatically distinguish among healthy individuals as well as those who have the condition i...

Apr 29 2026 42056164
Effects of a Soft Robotic Exoskeleton for Gait Training on Clinical Outcomes in Patients With Parkinson Disease: Randomized Controlled Pilot Study.

BACKGROUND: Balance and gait disorders in Parkinson disease (PD) impair motor function and quality of life. OBJECTIVE: Evidence on soft exoskeleton ro...

Apr 28 2026 42048524
A Qualitative Exploration of Ethical Aspects of Using AI in Parkinson Disease: Patient Panel Study.

BACKGROUND: As Parkinson disease (PD) rates increase, so does interest in finding new technological solutions for PD management. Despite substantial e...

Apr 28 2026 42048575
Unveiling the causal pathway of Parkinson's disease dysphonia: A voice causal generative model (VCGM) approach.

BACKGROUND: Although artificial intelligence (AI) models have demonstrated high accuracy in diagnosing Parkinson's disease (PD) from speech signals, t...

Apr 27 2026 42068719
Cognitive trajectories in early Parkinson's disease: A multimodal MRI study of brain structure and cognitive decline.

Cognitive trajectories in Parkinson's disease (PD) exhibit substantial heterogeneity, ranging from long-term stability to rapid decline. The specific ...

Apr 27 2026 42055256
Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers.

Parkinson's disease (PD) is a progressive neurodegenerative disorder characterized by motor and non-motor symptoms. The lack of objective molecular bi...

Apr 27 2026 42055361
Frequency-based deep learning to identify subtle postural instability in early, untreated Parkinson's disease.

Despite evidence of early neurodegeneration, postural instability is commonly associated with later stages of Parkinson's disease (PD), mainly due to ...

Apr 27 2026 42045279
Rule-Based Synthesis of Microscopy Images by Diffusion Refinement.

Deep learning methods in medical imaging often suffer from the limited availability of high-quality annotated data, especially for rare conditions. Th...

Apr 27 2026 42045765
Functional cortical network alterations in Parkinson's disease with wearing-off revealed by resting-state fNIRS and graph theory.

Wearing-off (WO) is a common motor complication in Parkinson's disease (PD), characterized by the re-emergence of symptoms before the next dose of dop...

Apr 22 2026 42031095
AI-based mouse behavior analysis in pathology: A focus on movement disorders.

Quantifying behavior in animal models is essential for understanding neurological disorders, yet traditional scoring methods often fail to capture the...

Apr 22 2026 42031087
Engineering brain-penetrant PROTACs: Bridging molecular design and CNS delivery.

The drug development for central nervous system (CNS) disorders, particularly neurodegenerative diseases, such as Alzheimer's disease, Parkinson's dis...

Apr 22 2026 42031360
From Bio-Interface Materials to Neural Integration: The Next-Generation Brain-Machine Interfaces Powered by Hydrogels.

Brain-machine interfaces (BMIs), which serve as revolutionary tools for neural recording, modulation, and rehabilitation, are highly dependent on the ...

Apr 22 2026 42021568
Machine learning model based on plasma proteomics for the identification of Parkinson's disease.

Developing reliable biomarkers capable of differentiating Parkinson's disease from other neurological conditions is crucial for both patient care and ...

Apr 22 2026 42015416
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