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WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

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Page 1: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

WASSIM NASREDDINE MDAUBMC

EEG: New Applications in Psychiatry?

Page 2: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Introduction

EEG as a confirmatory test in epilepsy Child presenting with school difficulty

Acute confusional state

Psychogenic non-epileptic spells Example 1 Example 2

Page 3: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Outline

Digital Processing of EEG

EEG in ADHD

EEG in depression

EEG in Autism

Page 4: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG

Page 5: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG

Page 6: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Digital Processing: Matrix

Sampling (200/sec)

20

ch

an

nels

200 values/sec

Page 7: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

SR*time (sec)

Nb

of

Ch

Digital Processing: Matrix

Page 8: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Digital Processing

Spectral analysis

Coherence

Page 9: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Spectral Analysis

Fourier transform is a mathematical procedure that breaks a a function into the frequencies that compose it

FT

Page 10: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Spectral Analysis

MusicEEG

Page 11: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Spectral Analysis

Page 12: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Digital Processing: Spectral analysis

Page 13: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG: Artifacts

Page 14: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG: Artifacts

Page 15: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Digital Processing: Coherence

Page 16: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Coherence of two Random Signals

Page 17: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Coherence in EEG

Page 18: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Coherence in EEG

Page 19: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Coherence in EEG

Page 20: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Outline

Digital Processing of EEG

EEG in ADHD

EEG in depression

EEG in Autism

Page 21: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Neuropsychiatric EEG-Based Assessment Aid

Page 22: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Neuropsychiatric EEG-Based Assessment Aid

Page 23: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG in ADHD

A meta-analysis was performed on quantitative EEG studies that evaluated ADHD using the criteria of the DSM-IV

Nine eligible studies (N = 1498) were included Increased beta/theta power compared to

control Pooled effect size of 3.08 (95% confidence

interval 2.90 to 3.26) for ADHD versus controls (normal children, adolescents, and adults)

This effect size of 3.08 predicts a sensitivity and specificity of 94%

J Clin Neurophysiol. 2006;23(5):440-455.

Page 24: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

EEG in ADHD

Do we really need NEBA to diagnose ADHD? Pathophysiology

Page 25: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Outline

Digital Processing of EEG

EEG in ADHD

EEG in depression

EEG in Autism

Page 26: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

PSG in Depression

Latency to REM = 24.50 Minutes

(i) impaired sleep continuity (prolonged sleep latency, increased number of intermittent awakenings, early morning awakenings),(ii) disinhibition of REM sleep: shortened REM latency or sleep onset REM periods (SOREMPs, REM latency 0–20 min) prolonged first REM period, elevated REM density (measure of the frequency of rapid eye movements) particularly duringthe first REM period,(iii) changes of non-REM sleep (decrease of SWS, and sleep stage 2,).(IV) decreased delta power throughout the night

Page 27: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

REM and Antidepressants

Journal of Psychiatric Research 44 (2010) 242–252

Page 28: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Quantitative EEG Cordance in Depression

1) Absolute and relative power2) z-transformed to measure deviation from the mean valuesfor that recording3) z scores were summed to yield a cordance value for each electrode in each frequency band

Am J Psychiatry 2006; 163:1426–1432

Page 29: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Quantitative EEG and Response to Treatment

A decrease in prefrontal cordance during the placebolead-in period were associated with lowerfinal Hamilton depression scale scores insubjects randomly assigned to medication.Prefrontal changes explained 19% ofthe variance in final Hamilton depressionscale scores.

Am J Psychiatry 2006; 163:1426–1432

Page 30: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Outline

Digital Processing of EEG

EEG in ADHD

EEG in depression

EEG in Autism

Page 31: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Autism and Coherence

In one study carried out in 20 children with autistic disorder and gender, age, and IQ-matched controls, the autism group had increased theta power in the right posterior region, decreased frontal delta power, increased midline beta power, decreased intrahemispheric delta and theta coherence, decreased delta and theta coherence frontally, and decreased delta, theta, and beta coherence posteriorly

In another study of 18 adults with autistic disorder and 18 controls, those with autistic disorder were found to have increased power in the 3 to 6 Hz and 13 to 17 Hz bands and less 9 to 10 Hz power as well as elevated theta coherence in the left frontal temporal regions and between frontal and all other regions.

1- Clin Neurophysiol. 2008;119(5): 1002-1009.2- Biol Psychiatry. 2007;62(3):270-273.

Page 32: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Autism and Coherence

Autism Res 2014, 7: 334–343

In Nineteen children with high-functioning ASD: displayed reduced coherence at the alpha frequency between the left and right temporal-parietal lobes in all conditions and reduced coherence at the alpha frequency between left and right frontal lobes during baseline. No group differences in intrahemispheric coherence at the alpha frequency emerged at the chosen statistical threshold. Results suggest decreased interhemispheric connectivity in frontal and temporal-parietal regions in children with ASD compared to controls.

Page 33: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Multivariate Approaches To Coherence analysis

The simplistic coherence pairwise measurements do not represent the true and quite complicated picture of connectivity anomalies in autism

Different forms of multivariate connectivity analysis with increasing levels of sophistication (including one based on principle components analysis, sLORETA source coherence, and Granger causality)

This multivariate analysis resembled structural connectivity (MRI-DTI)

Frontiers in Human Neuroscience 2014;8: 1-12

Page 34: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Multivariate Approaches To Coherence analysis

Frontiers in Human Neuroscience 2014;8: 1-12

Page 35: WASSIM NASREDDINE MD AUBMC EEG: New Applications in Psychiatry?

Conclusions

Signal analysis applied to EEG in psychiatric diseases is a promising new technology

Limitations Clinical applications Best signal analysis technique

What are we measuring? What is the best mathematical construct?

Physiologic basis of the EEG EPSP and IPSP