Neurology

Latest AI and machine learning research in neurology for healthcare professionals.

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Comparative study of radiomics features between ASL and DSC perfusion-weighted imaging in distinguishing radiation-induced brain injury from glioma recurrence.

OBJECTIVE: To compare the radiomics features of pseudocontinuous arterial spin labeling (ASL) and dynamic susceptibility contrast (DSC) perfusion-weighted imaging in distinguishing radiation-induced brain injury (RIBI) from tumor recurrence (TR) in patients with diffuse gliomas. MATERIALS AND METHODS: A total of 131 patients with pathologically confirmed adult-type diffuse gliomas, presenting with...

Jun 29 2026 42371035
Graph Convolutional Neural Network based Depression Detection using Brain Functional Connectivity Measures.

The structural and functional connectivity of the brain network is a combination of complex connections and interconnections among neurons of differen...

Jun 29 2026 42371895
Comparative Outcomes of a Pediatric Walking Rehabilitation Robot Combined With Repetitive Transcranial Magnetic Stimulation in Children With Spastic Cerebral Palsy: Protocol for a Prospective Observational Study.

BACKGROUND: Cerebral palsy (CP) is a prevalent neurodevelopmental disorder in children, often leading to long-term motor impairments. Rehabilitation r...

Jun 29 2026 42372249
An improved catch fish optimization based deep learning model for Parkinson disease classification using EEG signal.

Accurate and objective identification of Parkinson's Disease (PD) from Electroencephalogram (EEG) signals is important because EEG responses are compl...

Jun 29 2026 42372473
Moving artificial intelligence from research to real-world clinical use in neurology.

Artificial intelligence (AI) applications in neurology have reached an inflection point. Despite US Food and Drug Administration approval of numerous ...

Jun 29 2026 42373953
Metaheuristic hyperparameter optimization of deep neural networks for demographic-aware autism spectrum disorder classification.

Autism Spectrum Disorder (ASD) classification from neuroimaging data poses significant challenges due to high data heterogeneity and the complexity of...

Jun 29 2026 42374059
Identification of biomarkers of cerebral infarction related to ferroptosis and ubiquitin-proteasome system based on transcriptomics and the experimental validation.

Cerebral infarction is a neurological disease with complex pathological mechanisms. This study aimed to explore the association between ferroptosis-re...

Jun 29 2026 42374118
Facial phenotypes in Alzheimer's disease: from neurobiology to artificial intelligence.

Facial analysis is increasingly being explored as a source of scalable behavioral signals relevant to Alzheimer's disease (AD) and AD-related cognitiv...

Jun 29 2026 42366401
Deep contrastive learning framework identifies cell-type-specific drug targets in Alzheimer's disease.

INTRODUCTION: Identifying disease-modifying drug targets is crucial for developing effective Alzheimer's disease (AD) treatments. METHODS: We present ...

Jun 29 2026 42382038
Cochlear aging after synaptopathic noise: age-noise interactions in hair cell loss and axonal degeneration.

Despite many studies of cochlear synaptic loss and/or recovery after acoustic injury, none has followed degeneration of auditory-nerve fiber (ANF) per...

Jun 27 2026 42378959
Abrupt Scene Onsets and Gradually Emerging Scene Information Produce Distinct EEG Decoding Dynamics.

Multivariate analyses of M/EEG data are typically performed on neural responses time-locked to discrete stimulus onsets. Such designs usually reveal h...

Jun 27 2026 42363666
Advances in 3D cell culture models for alzheimer's disease drug discovery.

INTRODUCTION: Alzheimer's Disease (AD) affects more than 57 million people, yet drug development faces high failure rates due to the limited translati...

Jun 27 2026 42363707
Orchestrator multi-agent clinical decision support system for secondary headache diagnosis in primary care.

OBJECTIVE: Secondary headaches require urgent recognition due to potentially devastating consequences if untreated. Despite established clinical "red ...

Jun 27 2026 42364078
Integrated machine learning, molecular docking, and molecular dynamics simulations for in silico identification of GSK3β inhibitors for Alzheimer's disease.

Glycogen Synthase Kinase-3 Beta is a multifunctional serine/threonine kinase, involved in regulating multiple cellular processes. Its dysregulation pl...

Jun 27 2026 42365084
Machine learning classification and regional differentiation of neuropathologically-confirmed Alzheimer's disease and comorbid Lewy body disease.

BACKGROUND: Alzheimer's disease (AD) and dementia with Lewy bodies (DLB) co-occur frequently, and growing evidence, including neuropathology, supports...

Jun 27 2026 42365183
A Robust Voice-Based Parkinson's Disease Diagnosis Model via Semantic RGB Feature Transformation and Hybrid Deep Learning.

Reliable diagnosis of Parkinson's disease (PD) in its early stages is of vital importance for supporting timely clinical decision-making and improving...

Jun 27 2026 42362424
The natural isoflavone puerarin mitigates cerebral ischemia-reperfusion injury by directly targeting CaMKⅡδ to block DLG4-Ser654 phosphorylation.

BACKGROUND: Synaptic collapse drives severe neurological deficits following cerebral ischemia-reperfusion (I/R) injury. Puerarin, a bioactive isoflavo...

Jun 26 2026 42372596
An EMI-suppressed, high-fidelity Janus bioelectrode with gradient impedance for accurate dual-biosignal-based motion recognition.

Accurate acquisition of bioelectrical signals like electromyography (EMG) and electrocardiography (ECG) is essential for wearable health monitoring an...

Jun 26 2026 42431768
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