Lorena Gallego-Viñarás

ORCID: 0009-0001-0676-8390
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About
Contact & Profiles
Research Areas
  • Brain Tumor Detection and Classification
  • EEG and Brain-Computer Interfaces
  • Digital Imaging for Blood Diseases
  • Infrared Thermography in Medicine
  • Artificial Intelligence in Healthcare

Universidad Carlos III de Madrid
2024

Introduction: In preclinical Alzheimer's disease (AD), oxidative stress induces non-enzymatic protein damage-detected as cerebrospinal fluid (CSF) biomarkers-and disrupts sleep-related networks, altering sleep electroencephalographic patterns. Due to the invasiveness of CSF sampling, quantitative electroencephalography (qEEG) is proposed a non-invasive alternative for predicting oxidatively modified levels via Machine Learning (ML). Methods: Forty-two mild-to-moderate AD patients underwent...

10.1101/2025.03.28.645905 preprint EN cc-by bioRxiv (Cold Spring Harbor Laboratory) 2025-03-31

Alzheimer's disease (AD) and sleep disorders exhibit a close association, where disruptions in patterns often precede the onset of Mild Cognitive Impairment (MCI) early-stage AD. This study delves into potential utilizing sleep-related electroencephalography (EEG) signals acquired through polysomnography (PSG) for early detection Our primary focus is on exploring semi-supervised Deep Learning techniques classification EEG due to clinical scenario characterized by limited data availability....

10.48550/arxiv.2404.03549 preprint EN arXiv (Cornell University) 2024-04-04

Alzheimer's disease (AD) and sleep disorders exhibit a close association, where disruptions in patterns often precede the onset of Mild Cognitive Impairment (MCI) early-stage AD. This study delves into potential utilizing sleep-related electroencephalography (EEG) signals acquired through polysomnography (PSG) for early detection Our primary focus is on exploring semi-supervised Deep Learning techniques classification EEG due to clinical scenario characterized by limited data availability....

10.1109/jbhi.2024.3478380 article EN IEEE Journal of Biomedical and Health Informatics 2024-01-01
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