Neurology

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

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Actigraphy Meets AI: A Digital Biomarker for Parkinson's Disease and Isolated REM Sleep Behaviour Disorder.

Isolated rapid eye movement (REM) sleep behaviour disorder (RBD) is an early stage of alpha-synucleinopathies, such as Parkinson's disease (PD). Actigraphy is a promising tool for assessing rest-activity patterns, however its diagnostic or predictive value in these disorders is understudied. This study evaluated AI-based models applied to actigraphy data to improve the detection of PD and RBD, add...

Jul 7 2026 42412000

Bridging the global Parkinson's divide: Technology as a structural solution for equitable and brain health-integrated care.

Parkinson's disease (PD) is the fastest-growing neurodegenerative disorder worldwide, with projections exceeding 25 million people by 2050. Its burden, however, is unevenly distributed. Many low- and middle-income countries face rapidly rising prevalence alongside profound shortages in neurological workforce, infrastructure, and access to specialised care and essential therapies. This global "Park...

Jul 7 2026 42412034
Quantitative Cerebrovascular Analysis for Improved Prediction of Post-Stroke Complications.

Endovascular thrombectomy (EVT) has transformed the treatment of acute ischemic stroke (AIS). However, a substantial proportion of AIS patients experi...

Jul 7 2026 42412265
Machine Learning-Driven Discovery of Indole/Oxoindole-Piperazine Scaffolds as Dual MAO-B/Sig-1R Ligands for Neurodegenerative Disorders.

The monoamine oxidase B (MAO-B) enzyme and Sigma-1 (Sig-1R) receptor are therapeutically relevant targets implicated in neurodegenerative and neuropsy...

Jul 7 2026 42412605
Exploring the Experiences of Moderators From an Asynchronous Online Dementia Support Forum: Qualitative Interview Study.

BACKGROUND: Asynchronous online forums provide flexible, accessible peer support for many people living with dementia and carers. Moderators are centr...

Jul 7 2026 42412909
Are T1-weighted and T2-weighted volumetric pipelines interchangeable methodologies for investigating amyotrophic lateral sclerosis pathology in vivo?

PURPOSE: To test the hypothesis that T1-w and T2-w volumetric pipelines are not interchangeable, particularly regarding their differential sensitivity...

Jul 7 2026 42413223
Atrazine Induces Alzheimer's Disease-Like Neurotoxicity by Targeting SDHB and Disrupting Synaptic Function: An Integrated Bioinformatic and In Vivo Study.

Atrazine (ATR) is a globally prevalent herbicide linked to increased risks of cognitive impairment and neurodegeneration, but its molecular mechanism ...

Jul 7 2026 42413810
Empowering clinical trial design with agentic intelligence and real-world data.

Clinical trial design (CTD) is a time-consuming process that requires substantial domain expertise. Large-scale real-world data (RWD), such as electro...

Jul 7 2026 42414290
Quantifying cortical lesions in multiple sclerosis MRI datasets using multi-contrast post-processing and deep learning.

BACKGROUND: Multiple sclerosis (MS) is a chronic neurological disease affecting both white and gray matter of the central nervous system. Despite the ...

Jul 7 2026 42414487
High-resolution mri guided whole mouse brain neuronal cell type atlas using deep learning.

Cell types represent groups of cells with shared anatomical and functional properties. Traditional brain cell type atlases rely on single-cell sequenc...

Jul 7 2026 42414549
Impact of Artificial Intelligence-Based Triage on Stroke Workflow Metrics: A Systematic Review and Meta-Analysis.

BACKGROUND: Artificial intelligence is an increasingly valuable tool in ischemic stroke management. This systematic review and meta-analysis evaluated...

Jul 7 2026 42414634
Comparative outcomes of proton and photon therapy in the management of malignant peripheral nerve sheath tumors.

BACKGROUND: Malignant Peripheral Nerve Sheath Tumors (MPNSTs) are aggressive sarcomas often arising in the spine, characterized by high metastatic pot...

Jul 7 2026 42414660
A predictive tool incorporating frailty scores for perioperative risk assessment in patients with spinal metastasis: a national retrospective cohort study.

BACKGROUND: Surgical treatment for spinal metastases is associated with high perioperative risk due to tumor burden, neurologic compromise, and limite...

Jul 7 2026 42414663
3D OCT-Based Retinal Biomarker Analysis for Automatic Regional-Wise Characterization of Neurodegenerative Diseases.

Neurodegenerative diseases (NDDs) such as Alzheimer's disease (AD), essential tremor (ET), multiple sclerosis (MS), and Parkinson's disease (PD) are c...

Jul 7 2026 42414714
Predicting neurological outcomes following spinal surgery: A machine learning approach using intraoperative neuromonitoring data.

BACKGROUND: Intraoperative neuromonitoring (IONM) reduces postoperative neurological complications, but its precise value for neurological outcomes re...

Jul 6 2026 42598081
Clinical applications of MRI-based artificial intelligence in spinal metastases: A systematic review.

OBJECTIVE: This review systematically evaluates the current research landscape, methodological characteristics, and translational challenges of artifi...

Jul 6 2026 42438599
Comparative evaluation of automated MRI-based brain volumetry software for estimating cognitive domains in early Alzheimer's disease.

BACKGROUND: Brain volumetry software is widely accepted for assessment in Alzheimer's disease. However, direct comparisons for software-specific predi...

Jul 6 2026 42410536
MINERVA: a public XAI-powered platform advancing multi-target discovery in Alzheimer's disease.

Alzheimer's disease (AD) is a multifactorial neurodegenerative disorder involving a complex interplay of interconnected pharmacological targets, a fea...

Jul 6 2026 42410640
QSAR-Based Strategies for Selective-HDAC6 Inhibitor Development: A Detailed Review.

INTRODUCTION: Histone deacetylase 6 (HDAC6) is a unique class IIb enzyme characterized by dual catalytic domains and predominant cytoplasmic localizat...

Jul 6 2026 42411215
Impact of the COVID-19 pandemic on ischemic stroke hospitalizations and in-hospital outcomes in the United States: A survey-weighted cohort with predictive modeling.

INTRODUCTION: Ischemic stroke remains a leading cause of death in the United States, with the COVID-19 pandemic exacerbating disparities. Prior studie...

Jul 6 2026 42413439
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