The first objective of this research project is to address the urgent need for accessible and cost-effective diagnostic tools for early dementia diagnosis. This will be achieved by leveraging clinical-grade EEG devices, machine learning (ML), and a multi-modal approach (integrating cognitive and motor function measurements) to identify characteristic features of cognitive impairment.<\/p>\n\n\n\n
<\/div>\n\n\n\n
Early diagnosis of dementia is crucial for effective treatment planning. Traditional diagnostic methods often face limitations:<\/strong><\/p>\n\n\n\n<\/div>\n\n\n
\n- Neuropsychological tests lack sensitivity and have high variability.<\/li>\n\n\n\n
- Medical procedures like cerebrospinal fluid (CSF) analysis, magnetic resonance imaging (MRI), and positron emission tomography (PET) scans are invasive, costly, and have limited availability.<\/li>\n\n\n\n
- Blood-based biomarkers have shown promise but are not yet in routine use.<\/li>\n\n\n\n
- EEG biomarkers provide cost-effective and objective measurements of neural activity; however, they have not yet been translated into clinical practice.<\/li>\n<\/ul>\n\n\n
<\/div>\n\n\n\n
Modern neurotechnology and state-of-the-art learning algorithms offer significant potential to enhance computer-aided diagnosis of dementia.<\/p>\n\n\n\n
<\/div>\n\n\n\n
The project will utilize EEG data from elderly people in the local community, collected in real-world settings.<\/p>\n\n\n\n
<\/div>\n\n\n\n
The outcome of this project will be the development of a novel diagnostic tool that integrates EEG-based features with machine learning to provide an accurate, non-invasive, and cost-effective method for early dementia assessment. This project aims to bridge the gap between promising EEG biomarkers and practical clinical application, ultimately contributing to better treatment planning and improved quality of life for individuals with dementia.<\/p>\n\n\n\n
<\/div>\n","protected":false},"excerpt":{"rendered":"
To measure real-time improvement in patients with dementia depending on lifestyle changes, transcranial stimulation or avoiding pollution.<\/p>\n","protected":false},"featured_media":0,"template":"","research_type":[7],"research_team":[15],"class_list":["post-12540","research","type-research","status-publish","hentry","research_type-research-topics","research_team-computational-neuroscience"],"yoast_head":"\n
Brain Signature of Dementia in Daily Life - Centre for Computational Personalized Medicine<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sano.science\/research\/brain-signature-of-dementia-improvement-in-daily-life\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Brain Signature of Dementia in Daily Life\" \/>\n<meta property=\"og:description\" content=\"To measure real-time improvement in patients with dementia depending on lifestyle changes, transcranial stimulation or avoiding pollution.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sano.science\/research\/brain-signature-of-dementia-improvement-in-daily-life\/\" \/>\n<meta property=\"og:site_name\" content=\"Centre for Computational Personalized Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sano.science\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-17T08:25:40+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sano.science\\\/research\\\/brain-signature-of-dementia-improvement-in-daily-life\\\/\",\"url\":\"https:\\\/\\\/sano.science\\\/research\\\/brain-signature-of-dementia-improvement-in-daily-life\\\/\",\"name\":\"Brain Signature of Dementia in Daily Life - 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This will be achieved by leveraging clinical-grade EEG devices, machine learning (ML), and a multi-modal approach (integrating cognitive and motor function measurements) to identify characteristic features of cognitive impairment.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">The first objective of this research project is to address the urgent need for accessible and cost-effective diagnostic tools for early dementia diagnosis. This will be achieved by leveraging clinical-grade EEG devices, machine learning (ML), and a multi-modal approach (integrating cognitive and motor function measurements) to identify characteristic features of cognitive impairment.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-UW12V7","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-wtFlMx","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\"><strong>Early diagnosis of dementia is crucial for effective treatment planning. 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class=\" eplus-wrapper\">Neuropsychological tests lack sensitivity and have high variability.<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Neuropsychological tests lack sensitivity and have high variability.<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-cyV28D","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">Medical procedures like cerebrospinal fluid (CSF) analysis, magnetic resonance imaging (MRI), and positron emission tomography (PET) scans are invasive, costly, and have limited availability.<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Medical procedures like cerebrospinal fluid (CSF) analysis, magnetic resonance imaging (MRI), and positron emission tomography (PET) scans are invasive, costly, and have limited availability.<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-mYK7KG","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">Blood-based biomarkers have shown promise but are not yet in routine use.<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Blood-based biomarkers have shown promise but are not yet in routine use.<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-giDbfE","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">EEG biomarkers provide cost-effective and objective measurements of neural activity; however, they have not yet been translated into clinical practice.<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">EEG biomarkers provide cost-effective and objective measurements of neural activity; however, they have not yet been translated into clinical practice.<\/li>\n"]}],"innerHTML":"<ul class=\" eplus-wrapper eplus-styles-uid-f1552f\">\n\n\n\n\n\n<\/ul>","innerContent":["\n<ul class=\" eplus-wrapper\">",null,"\n\n",null,"\n\n",null,"\n\n",null,"<\/ul>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-UW12V7","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-8FBtBN","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Modern neurotechnology and state-of-the-art learning algorithms offer significant potential to enhance computer-aided diagnosis of dementia.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Modern neurotechnology and state-of-the-art learning algorithms offer significant potential to enhance computer-aided diagnosis of dementia.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-UW12V7","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-LwPyNP","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">The project will utilize EEG data from elderly people in the local community, collected in real-world settings.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">The project will utilize EEG data from elderly people in the local community, collected in real-world settings.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-UW12V7","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-1fdrhU","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">The outcome of this project will be the development of a novel diagnostic tool that integrates EEG-based features with machine learning to provide an accurate, non-invasive, and cost-effective method for early dementia assessment. This project aims to bridge the gap between promising EEG biomarkers and practical clinical application, ultimately contributing to better treatment planning and improved quality of life for individuals with dementia.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">The outcome of this project will be the development of a novel diagnostic tool that integrates EEG-based features with machine learning to provide an accurate, non-invasive, and cost-effective method for early dementia assessment. This project aims to bridge the gap between promising EEG biomarkers and practical clinical application, ultimately contributing to better treatment planning and improved quality of life for individuals with dementia.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-Mnsufs","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]}],"meta_data":{"is_automatically_other_posts":true,"number_of_posts":"3","is_automatically_check_also_posts":true},"_links":{"self":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research\/12540","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research"}],"about":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/types\/research"}],"version-history":[{"count":7,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research\/12540\/revisions"}],"predecessor-version":[{"id":18237,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research\/12540\/revisions\/18237"}],"wp:attachment":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media?parent=12540"}],"wp:term":[{"taxonomy":"research_type","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research_type?post=12540"},{"taxonomy":"research_team","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/research_team?post=12540"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}