Evidence
Sci Rep. 2023 Jul 15;13(1):11448. doi: 10.1038/s41598-023-37128-7.
ABSTRACT
Sleep electroencephalogram (EEG) signals likely encode brain health information that may identify individuals at high risk for age-related brain diseases. Here, we evaluate the correlation of a previously proposed brain age biomarker, the “brain age index” (BAI), with cognitive test scores and use machine learning to develop and validate a series of new sleep EEG-based indices, termed “sleep cognitive indices” (SCIs), that are directly optimized to correlate with specific cognitive scores. Three overarching cognitive processes were examined: total, fluid (a measure of cognitive processes involved in reasoning-based problem solving and susceptible to aging and neuropathology), and crystallized cognition (a measure of cognitive processes involved in applying acquired knowledge toward problem-solving). We show that SCI decoded information about total cognition (Pearson’s r = 0.37) and fluid cognition (Pearson’s r = 0.56), while BAI correlated only with crystallized cognition (Pearson’s r = – 0.25). Overall, these sleep EEG-derived biomarkers may provide accessible and clinically meaningful indicators of neurocognitive health.
PMID:37454163 | DOI:10.1038/s41598-023-37128-7
Add to Google Keep
Estimated reading time: 3 minute(s)
Latest: Psychiatryai.com #RAISR4D
Cool Evidence: Engaging Young People and Students in Real-World Evidence ☀️
Real-Time Evidence Search [Psychiatry]
AI Research [Andisearch.com]
Decoding information about cognitive health from the brainwaves of sleep
🌐 90 Days
VR Related Evidence Matrix
- Personality traits and cognitive reserve-High openness benefits cognition in the presence of age-related brain changes
- Perivascular space diffusivity and brain microstructural measures are associated with circadian time and sleep quality
- Does the liver facilitate aging-related cognitive impairment: Conversation between liver and brain during exercise?
- EEG slowing during REM sleep in older adults with subjective cognitive impairment and mild cognitive impairment
- Association Between Sleep Efficiency Variability and Cognition Among Older Adults: Cross-Sectional Accelerometer Study
- Classification of Sleep Quality and Aging as a Function of Brain Complexity: A Multiband Non-Linear EEG Analysis
- Plasma brain-derived tau is an amyloid-associated neurodegeneration biomarker in Alzheimer's disease
- Using Electroencephalogram-Extracted Nonlinear Complexity and Wavelet-Extracted Power Rhythm Features during the Performance of Demanding Cognitive Tasks (Aristotle's Syllogisms) in Optimally Classifying Patients with Anorexia Nervosa
- Reduced Diffusivity Along Perivascular Spaces on Magnetic Resonance Imaging Associated with Younger Age of First Use and Cognitive Impairment in Recreational Marijuana Users
- The 'middle-aging' brain
- Chronic sleep fragmentation impairs brain interstitial clearance in young wildtype mice
- Abnormal EEG microstates in Alzheimer's disease: predictors of b-amyloid deposition degree and disease classification
- Sleep Physiology and Neurocognition Among Adolescents With Attention-Deficit/Hyperactivity Disorder
- Estimating the prevalence of Non-Verbal Learning Disability (NVLD) from the ABCD sample
- Brain reserve affects the expression of cognitive reserve networks
- Sleep problems as predictors of cognitive decline in essential tremor: A prospective longitudinal cohort study
- Resting-state fMRI network efficiency as a mediator in the relationship between the glymphatic system and cognitive function in obstructive sleep apnea hypopnea syndrome: Insights from a DTI-ALPS investigation
- Inferior Frontal Sulcal Hyperintensities on Brain MRI Are Associated with Amyloid Positivity beyond Age-Results from the Multicentre Observational DELCODE Study
- The association between sleep duration, bedtime, and cognitive ability in Chinese adults: Evidence from the China family panel studies
- The association between sleep duration, bedtime, and cognitive ability in Chinese adults: Evidence from the China family panel studies
- Insights into attention and memory difficulties in post-COVID syndrome using standardized neuropsychological tests and experimental cognitive tasks
- Metabolites and MRI-Derived Markers of AD/ADRD Risk in a Puerto Rican Cohort
- Further clarification of cognitive processes of prospective memory in schizophrenia by comparing eye-tracking and ecologically-valid measurements
- Atypical brain aging and its association with working memory performance in major depressive disorder
- Sleep and APOE-ε4 have a synergistic effect on plasma biomarkers and longitudinal cognitive decline in older adults
- Changes in essentialist beliefs about cognitive aging predicts changes in mental health: Evidence from a 10-year longitudinal study
- Proof-of-concept evidence for high-density EEG investigation of sleep slow wave traveling in First-Episode Psychosis
- Chronic phase advances reduces recognition memory and increases vascular cognitive dementia-like impairments in aged mice
- Elucidating the association of obstructive sleep apnea with brain structure and cognitive performance
- A tensor decomposition scheme for EEG-based diagnosis of mild cognitive impairment
- Postoperative Delirium and the Older Adult: Untangling the Confusion
- Multi-night acoustic stimulation is associated with better sleep, amyloid dynamics, and memory in older adults with cognitive impairment
- An explainable machine learning model for prediction of high-risk nonalcoholic steatohepatitis
- MRS study on the correlation between frontal GABA+/Glx ratio and abnormal cognitive function in medication-naive patients with narcolepsy
- The mediating role of neuroimaging-derived biological brain age in the association between risk factors for dementia and cognitive decline in middle-aged and older individuals without cognitive impairment: a cohort study
- Neurocognitive consequences of adolescent sleep disruptions and their relationship to psychosis vulnerability: a longitudinal cohort study
- Neurocognitive consequences of adolescent sleep disruptions and their relationship to psychosis vulnerability: a longitudinal cohort study
- Interindividual aperiodic resting-state EEG activity predicts cognitive-control styles
- Clinical Outcomes and Tau Pathology in Retired Football Players: Associations With Diagnosed and Witnessed Sleep Apnea
- Online continual decoding of streaming EEG signal with a balanced and informative memory buffer
- Cognitive disorders in advanced Parkinson's disease: challenges in the diagnosis of delirium
- Cognitive disorders in advanced Parkinson's disease: challenges in the diagnosis of delirium
- EEG Microstate Associated with Trait Nostalgia
- General and specific patterns of cortical gene expression as spatial correlates of complex cognitive functioning
- A Combined Kundalini Yoga and Cognitive Behavioral Therapy Program for Posttraumatic Stress Disorder: A Pilot Study
- A Combined Kundalini Yoga and Cognitive Behavioral Therapy Program for Posttraumatic Stress Disorder: A Pilot Study
- Assessment of Mild Cognitive Impairment Using CogEvo: A Computerized Cognitive Function Assessment Tool
- CSF biomarkers of immune activation and Alzheimer's disease for predicting cognitive impairment risk in the elderly
- Predictors of cognitive aging profiles over 15 years: A longitudinal population-based study
- Resveratrol prevents cognitive deficits induced by sleep deprivation via modulating sirtuin 1 associated pathways in the hippocampus
- Unsupervised multimodal modeling of cognitive and brain health trajectories for early dementia prediction
- In vivo microstructural heterogeneity of white matter and cognitive correlates in aging using tissue compositional analysis of diffusion magnetic resonance imaging
- In vivo microstructural heterogeneity of white matter and cognitive correlates in aging using tissue compositional analysis of diffusion magnetic resonance imaging
- Comorbid Word Reading and Mathematics Computation Difficulty at Start of First Grade
- Trajectories in depressive symptoms and midlife brain health
- Brain Age Is Associated with Cognitive Outcomes of Cholinesterase Inhibitor Treatment in Patients with Mild Cognitive Impairment
- Predicting cognitive function and dementia risk in patients with hypertension
- Older adults at greater risk for Alzheimer's disease show stronger associations between sleep apnea severity in REM sleep and verbal memory
- Older adults at greater risk for Alzheimer's disease show stronger associations between sleep apnea severity in REM sleep and verbal memory
- Examining Cognitive Disengagement Syndrome in Relation to Social Problem Solving in Young Adults
- Functional myelin in cognition and neurodevelopmental disorders
- Auditory encoding of natural speech at subcortical and cortical levels is not indicative of cognitive decline
- Sex differences in cognitive function trajectories and their determinants in older adults: Evidence from the Chinese longitudinal healthy longevity survey
- Investigating the effect of hypertension on vascular cognitive impairment by using the resting-state functional connectome
Evidence Blueprint
Decoding information about cognitive health from the brainwaves of sleep
☊ AI-Driven Related Evidence Nodes
(recent articles with at least 5 words in title)
More Evidence
Decoding information about cognitive health from the brainwaves of sleep
🌐 365 Days
VR Related Evidence Matrix
- Multivariate prediction of cognitive performance from the sleep electroencephalogram
- Personality traits and cognitive reserve-High openness benefits cognition in the presence of age-related brain changes
- A robust deep learning detector for sleep spindles and K-complexes: towards population norms
- Is short sleep bad for the brain? Brain structure and cognitive function in short sleepers
- Does the absence or presence of sleep spindles on EEG have prognostic value for cognitive outcome in children with infantile epileptic spasm syndrome? A systematic literature review
- Perivascular space diffusivity and brain microstructural measures are associated with circadian time and sleep quality
- Association of Cognitive Polygenic Index and Cognitive Performance with Age in Cognitively Healthy Adults
- Multi-channel recordings reveal age-related differences in the sleep of juvenile and adult zebra finches
- Brain age prediction using combined deep convolutional neural network and multi-layer perceptron algorithms
- Application of bidirectional long short-term memory network for prediction of cognitive age
- Does the liver facilitate aging-related cognitive impairment: Conversation between liver and brain during exercise?
- Effect of cognitive reserve on the association between slow wave sleep and cognition in community-dwelling older adults
- Shedding light on neurofilament involvement in cognitive decline in obstructive sleep apnea and its possible role as a biomarker
- EEG slowing during REM sleep in older adults with subjective cognitive impairment and mild cognitive impairment
- Association Between Sleep Efficiency Variability and Cognition Among Older Adults: Cross-Sectional Accelerometer Study
- Traces of EEG-fMRI coupling reveals neurovascular dynamics on sleep inertia
- Sleep Quality and Cognitive Decline Across the Adult Age Range: Findings from the Maastricht Aging Study (MAAS)
- Impact of Sleep Disorders and Disturbed Sleep on Brain Health: A Scientific Statement From the American Heart Association
- MRI or 18F-FDG PET for Brain Age Gap Estimation: Links to Cognition, Pathology, and Alzheimer Disease Progression
- Cognitive load associates prolonged P300 latency during target stimulus processing in individuals with mild cognitive impairment
- Classification of Sleep Quality and Aging as a Function of Brain Complexity: A Multiband Non-Linear EEG Analysis
- Does the brain sleep differently depending on intellectual abilities?
- Computational methods of EEG signals analysis for Alzheimer's disease classification
- Effects of age on the relationship between sleep quality and cognitive performance: Findings from the Human Connectome Project-Aging cohort
- New directions for studying the aging social-cognitive brain
- Interplay between stress, sleep, and BDNF in a high-risk sample of young adults
- Associations between body mass index, sleep-disordered breathing, brain structure, and behavior in healthy children
- Serum proinsulin levels as peripheral blood biomarkers in patients with cognitive impairment
- Cognitive status and sleep quality can explain the fear of falling and fall history in people with Parkinson's disease
- Plasma brain-derived tau is an amyloid-associated neurodegeneration biomarker in Alzheimer's disease
- Organ aging signatures in the plasma proteome track health and disease
- Using Electroencephalogram-Extracted Nonlinear Complexity and Wavelet-Extracted Power Rhythm Features during the Performance of Demanding Cognitive Tasks (Aristotle's Syllogisms) in Optimally Classifying Patients with Anorexia Nervosa
- Cognitive impairment experienced by Chinese breast cancer survivors
- Reduced Diffusivity Along Perivascular Spaces on Magnetic Resonance Imaging Associated with Younger Age of First Use and Cognitive Impairment in Recreational Marijuana Users
- Resting-state functional connectivity changes in older adults with sleep disturbance and the role of amyloid burden
- Electroencephalography Microstate Class D is a Brain Marker of Subjective Sleep Quality for College Students with High Habitual Sleep Efficiency
- Application of Noninvasive Brain Stimulation for Sleep Quality Enhancement and Cognitive Improvement
- Towards a multimodal neuroimaging-based risk score for Alzheimer's disease by combining clinical and large N>37000 population data
- The 'middle-aging' brain
- Lower mortality risk in APOE4 carriers with normal cognitive ageing
- Identifying oscillatory brain networks with hidden Gaussian graphical spectral models of MEEG
- Chronic sleep fragmentation impairs brain interstitial clearance in young wildtype mice
- Adversity specificity and life period exposure on cognitive aging
- Variable cardiac responses in rhesus macaque monkeys after discrete mediodorsal thalamus manipulations
- Abnormal EEG microstates in Alzheimer's disease: predictors of b-amyloid deposition degree and disease classification
- Age-associated cortical similarity networks correlate with cell type-specific transcriptional signatures
- Exploring the Neural Processes behind Narrative Engagement: An EEG Study
- Longitudinal Sleep Patterns and Cognitive Impairment in Older Adults
- Modulation of movement-related oscillatory signatures by cognitive interference in healthy aging
- Altered neutrophil-to-lymphocyte ratio in patients with non-affective first episode psychosis and its relationship with symptom severity and cognitive impairment
- Detecting schizophrenia with 3D structural brain MRI using deep learning
- In vivo marker of brainstem myelin is associated to quantitative sleep parameters in healthy young men
- Regional differences in the link between water exchange rate across the blood-brain barrier and cognitive performance in normal aging
- Multilingualism is associated with small task-specific advantages in cognitive performance of older adults
- Sleep Biomarkers for Predicting Cognitive Decline and Alzheimer's Disease: A Systematic Review of Longitudinal Studies
- The role of perfusion, grey matter volume and behavioural phenotypes in the data-driven classification of cognitive syndromes
- Neutrophil activation may trigger tau burden contributing to cognitive progression of chronic sleep disturbance in elderly individuals not living with dementia
- Brain Age Estimation on a Dementia Cohort Using FLAIR MRI Biomarkers
- Classification of attention deficit hyperactivity disorder using machine learning on an EEG dataset
- Sleep Physiology and Neurocognition Among Adolescents With Attention-Deficit/Hyperactivity Disorder
- Memory performance mediates subjective sleep quality associations with cerebrospinal fluid Alzheimer's disease biomarker levels and hippocampal volume among individuals with mild cognitive symptoms
- Longitudinal reduction in brain volume in patients with schizophrenia and its association with cognitive function
- APOE ɛ4, but not polygenic Alzheimer's disease risk, is related to longitudinal decrease in hippocampal brain activity in non-demented individuals
- Estimating the prevalence of Non-Verbal Learning Disability (NVLD) from the ABCD sample