Neurology

Dementia

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

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Robust transcriptomic signatures of Alzheimer's disease progression: validated explainable AI approach.

The lack of validated stage-specific biomarkers hampers the understanding of Alzheimer's disease (AD) progression and clinical translation. Current transcriptomic methods often produce unstable results with limited stage discrimination. We aimed to develop an explainable machine learning pipeline to identify robust, interpretable gene signatures linked to distinct AD neuropathological stages. We a...

May 19 2026 42156857

Exploring and Targeting the Connection of Iron and Copper Homeostasis to Neurodegenerative Diseases.

Iron (Fe) and copper (Cu) are vital micronutrients that regulate many critical physiological processes in the human body, with their homeostasis in the central nervous system (CNS) being essential for proper neuronal function. Disruptions in their metabolism and regulatory pathways have been associated with the pathogenesis of various forms of neurodegenerative diseases (NDDs) such as Alzheimer's ...

May 18 2026 42164658
Digital Sleep-Wake Cycle Metrics and Dementia Prediction in Older Adults.

IMPORTANCE: Disruptions in the sleep-wake cycle have been reported in the preclinical period of dementia; whether they contribute to dementia predicti...

May 18 2026 42149581
Predicting categorical and continuous Alzheimer's disease outcomes from a single MRI scan.

Deep learning (DL) has shown success in predicting Alzheimer's disease (AD) diagnosis, yet continuous measures such as cognitive assessment remain cri...

May 18 2026 42151377
Explainable machine learning for predicting longitudinal dementia status: Establishing a leakage-free benchmark.

Dementia research often suffers from methodological pitfalls such as label-information and subject-information leakages. Leveraging the longitudinal O...

May 18 2026 42149898
Formulaic and novel language dissociate in Alzheimer's clinical syndrome: evidence for the Dual-Process Model.

INTRODUCTION: Spontaneous speech is commonly disrupted in persons with Alzheimer's disease (AD) and/or Alzheimer's clinical syndrome (ACS). Importantl...

May 17 2026 42143738
Generative-AI as a source of caregiving guidance for medical tourists: A content and readability analysis.

INTRODUCTION: Medical tourism (MT) caregiving companions are often expected to navigate unfamiliar healthcare systems, manage high-stress situations, ...

May 16 2026 42176525
Interpersonal Predictors of Grief Among Caregivers of Persons With Dementia.

OBJECTIVE: Family caregivers of persons with dementia experience grief as the care recipients' dementia advances. Here, we explore how various interpe...

May 16 2026 42236383
Aging beyond diagnosis: the MRI brain age gap across disorders.

The brain age gap (BAG), the difference between magnetic resonance imaging-predicted brain age and chronological age, is a proposed marker of neurobio...

May 16 2026 42142219
Plasma extracellular vesicle proteins biomarker for cerebral small vessel disease related cognitive impairment.

BACKGROUND: Cerebral small vessel disease (CSVD) is a major contributor to vascular dementia. Given the absence of effective treatments, the developme...

May 14 2026 42129839
Machine learning using PROFUND components for 30-day readmission prediction in multimorbid patients: a prospective multicentre study.

Early hospital readmission in multimorbid patients remains a major clinical challenge. Although risk stratification tools are widely used, predictive ...

May 14 2026 42129251
Continuous-time causal distribution learning with identifiability for brain dynamic effective connectivity inference.

Dynamic effective connectivity (dEC) analysis provides an approach for revealing the causal mechanism of information transmission in human brain. Howe...

May 13 2026 42134283
MusicAlzheimer: AI-Powered, Culturally Tailored Digital Music Therapy Prototype for Alzheimer Disease Care.

This research letter reports the development and preliminary user testing of MusicAlzheimer, an artificial intelligence-driven digital music therapy p...

May 13 2026 42127381
Modeling Alzheimer's disease with human multi-omics profiles: Promise to personalized medicine.

Alzheimer's disease (AD) presents considerable heterogeneity in disease risk and outcomes, posing a major challenge for effective therapeutic developm...

May 13 2026 42127889
AI for Relational Reconnection and Social Support in Alzheimer's Disease: A Conceptual Framework for Socially Embedded Systems.

Alzheimer's Disease (AD) has traditionally been approached through a biomedical lens, focusing on neurodegenerative markers such as amyloid-β plaques ...

May 12 2026 42121397
Age-adjusted neurofilament light chain cutoffs for diagnosing neurodegenerative dementia: a two-threshold machine learning approach.

Clinical implementation of neurofilament light chain (NfL), a biomarker of neurodegeneration, remains challenging due to absence of reliable cutoffs a...

May 12 2026 42118476
AI-powered evaluation of dementia severity based on clinical data and visual scoring systems (MTA, ERICA, GCA) from MRI.

Dementia, particularly Alzheimer's disease (AD), is a growing concern in aging populations, with mild cognitive impairment (MCI) frequently progressin...

May 11 2026 42115238
A deep hybrid CNN-BiLSTM-BiGRU architecture with explainability for mild cognitive impairment detection using EEG.

Accurate detection of Mild Cognitive Impairment (MCI) is critical for timely intervention and for slowing progression to Alzheimer's disease. Electroe...

May 11 2026 42108320
Early diagnosis of Alzheimer's disease through handwriting analysis and deep learning: A review.

Alzheimer's disease (AD) is one of the most prevalent neurodegenerative disorders worldwide, requiring early identification for timely intervention an...

May 9 2026 42104715
An LC-MS-guided AI enabled serum molecule-interpretable SERS platform for exploratory metabolomic analysis in Alzheimer's disease.

Label-free surface-enhanced Raman spectroscopy (SERS) offers a promising avenue for rapid metabolic phenotyping in complex biofluids, yet its translat...

May 8 2026 42218000
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