Neurology

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

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Is chronic low back pain related to sleep disturbances? A self-organizing maps for unsupervised machine learning-based patient phenotyping.

BACKGROUND CONTEXT: Chronic low back pain (CLBP) is a multifactorial condition and a leading cause of disability worldwide. Among the various contributors to symptom persistence, sleep quality has emerged as a critical yet underexplored factor. Evidence suggests a bidirectional relationship between poor sleep and pain intensity, disability, and psychological distress in individuals with CLBP. PURP...

Jan 5 2026 41500389
Rapid Free-Breathing and Automated 2D Shimming of the Lung at 3T.

PURPOSE: To develop and validate a rapid, fully automated method for shimming of the lung. METHODS: For field mapping of the lung, a custom 2D RF spoi...

Jan 4 2026 41486104
Leveraging hemispheric asymmetry in structural MRI with an attention-guided 3D CNN for early prediction of Alzheimer's conversion.

Early identification of mild cognitive impairment (MCI) progressing to Alzheimer's disease (AD) is of paramount importance. Despite the notable advanc...

Jan 4 2026 41512495
Synergistic mitochondrial homeostasis regulation and cholinergic circuits reconstruction via a one-step synthesized multifunctional hydrogel facilitates spinal cord injury repair.

Neural Stem Cells (NSCs) possess significant potential to form new neural networks. However, following spinal cord injury (SCI), mitochondrial dysfunc...

Jan 2 2026 41551770
Machine learning for automated differentiation of parkinson's disease and its mimics using ¹²³I-mIBG scintigraphy: insights from a multicentre real-world cohort (ITA-mIBG study).

PURPOSE: To assess machine learning (ML) classifiers trained on harmonised multicentre ¹²³I-mIBG planar scintigraphy for differentiating Parkinson's d...

Jan 2 2026 41483307
Synergistic integration of clinical and multi-omics data for early MCI diagnosis using an attention-based graph fusion network.

BACKGROUND: Mild cognitive impairment (MCI), a precursor to Alzheimer's disease (AD), requires precise early diagnosis. Single-omics approaches often ...

Jan 2 2026 41485703
The role of artificial intelligence in estimating stroke events in Moyamoya patients: A systematic review and meta-analysis of diagnostic test accuracy.

INTRODUCTION: Moyamoya disease (MMD) and syndrome (MMS) are rare cerebrovascular arteriopathies marked by progressive internal carotid stenosis, fragi...

Jan 2 2026 41485586
Multi-omics integration identifies CACNG3 as a synaptic calcium channel regulator in Alzheimer's disease: Mechanistic insights and therapeutic implications.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decline, memory impairment, and impaired daily functio...

Jan 2 2026 41483619
Artificial intelligence in psychiatry: Current and emerging trends, clinical applications, and research gaps explored through a bibliometric analysis.

OBJECTIVE: The aim of this study is to analyze AI-based scientific publications in psychiatry using bibliometric methods to identify prominent themes,...

Jan 2 2026 41499904
Altered resting-state sensorimotor network in patients with obsessive-compulsive disorder: An EEG study.

BACKGROUND AND OBJECTIVE: Dysfunction in the cortical-striatal-thalamo-cortical circuit is considered a core pathological mechanism of obsessive-compu...

Jan 1 2026 41483883
An Artificial Intelligence-Based Prognostic Model for Prediction of Functional Glaucoma Progression From Clinical and Structural Data.

PURPOSE: Integration of various sources of information for prediction of disease progression is an unmet need in glaucoma diagnostics. We designed a d...

Jan 1 2026 41483865
Identification of phosphodiesterase 10 A modulators for neurodegenerative and psychiatric disorders: Combination of physics-based virtual screening and machine learning approaches.

Phosphodiesterase (PDE) is a crucial enzyme that regulates intracellular signal transduction by breaking down cyclic adenosine monophosphate (cAMP) an...

Jan 1 2026 41485299
Enlarged cavum septum pellucidum & increased incidence of schizophrenia: Narrative review for neurodevelopmental correlate.

Schizophrenia being a major psychiatric disorder comprises of dominant neurodevelopmental corroborations; still there are inadequate markers which rev...

Jan 1 2026 41499820
Long non-coding RNAs in human peripheral blood as biomarkers for age prediction.

Chronological age is a critical biological trait with substantial relevance in forensic investigations. Growing evidence highlights the role of long n...

Jan 1 2026 41512512
Longitudinal changes in subcortical functional connectivity during Alzheimer's disease progression.

Human cognition and behavior rely on the integration of large-scale neural networks that connect the cerebral cortex and subcortical structures. Emerg...

Jan 1 2026 41482494
Predicting Postoperative Discharge Status and Readmissions in Spinal Metastatic Disease Using Machine Learning Models.

Operative management of spinal metastatic disease is largely for symptom palliation rather than curative and revolves around the expectation that post...

Dec 31 2025 41475419
Identifying diagnostic neuroimaging biomarkers for adolescent major depressive disorder.

BACKGROUND: The increasing incidence of adolescent depression represents a serious public health concern. Despite clear diagnostic criteria, the wide ...

Dec 31 2025 41482270
Multi-Domain Dynamic Weighting Network for Motor Imagery Decoding.

In motor imagery (MI)-based brain-computer interfaces (BCIs), convolutional neural networks (CNNs) are widely employed to decode electroencephalogram ...

Dec 31 2025 41467724
Cerebral hemodynamics and functional connectivity in the stroop test in Parkinson's disease patients: A machine learning approach to fNIRS features.

BACKGROUND: Cognitive impairment is a core non-motor feature of Parkinson's disease (PD). This study aimed to: (1) assess PD patients' performance on ...

Dec 31 2025 41494495
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