Mutual information analysis of the EEG in patients with Alzheimer's disease

Objective: Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series est...

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Published inClinical neurophysiology Vol. 112; no. 5; pp. 827 - 835
Main Authors Jeong, Jaeseung, Gore, John C, Peterson, Bradley S
Format Journal Article Conference Proceeding
LanguageEnglish
Published Shannon Elsevier Ireland Ltd 01.05.2001
Elsevier Science
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Abstract Objective: Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes. Methods: We recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients. Results: The local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls. Conclusions: These results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.
AbstractList Objective: Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes. Methods: We recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients. Results: The local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls. Conclusions: These results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.
Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes.OBJECTIVEMutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes.We recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients.METHODSWe recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients.The local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls.RESULTSThe local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls.These results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.CONCLUSIONSThese results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.
Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used to quantify the information transmitted from one time series to another, while auto mutual information (AMI) in a time series estimates how much on average the value of the time series can be predicted from values of the time series at preceding points. The aim of this study is to assess information transmission between different cortical areas in Alzheimer's disease (AD) patients by estimating the average CMI between EEG electrodes. We recorded the EEG from 16 scale electrodes in 15 AD patients and 15 age-matched normal controls, and estimated the local, distant, and interhemispheric CMIs of the EEG in both groups. The rate of decrease (with increasing delay) of the AMI of the EEG was also measured to evaluate the complexity of the EEG in AD patients. The local CMI in AD subjects was lower than that in normal controls, especially over frontal and antero-temporal regions. A prominent decrease in information transmission between distant electrodes in the right hemisphere and between corresponding interhemispheric electrodes was detected in the AD patients. In addition, the AMIs throughout the cerebrums of the AD patients decreased significantly more slowly with delay than did the AMIs of normal controls. These results are consistent with previous findings that suggest the association of EEG abnormalities in AD patients with functional impairment of information transmission in long cortico-cortical connections.
Author Gore, John C
Peterson, Bradley S
Jeong, Jaeseung
Author_xml – sequence: 1
  givenname: Jaeseung
  surname: Jeong
  fullname: Jeong, Jaeseung
  email: jsjeong@complex.korea.ac.kr
  organization: Department of Diagnostic Radiology and Child Study Center, Yale School of Medicine, Yale University, New Haven, CT 06520-8042, USA
– sequence: 2
  givenname: John C
  surname: Gore
  fullname: Gore, John C
  organization: Department of Diagnostic Radiology and Applied Physics, Yale School of Medicine, Yale University, New Haven, CT 06520-8042, USA
– sequence: 3
  givenname: Bradley S
  surname: Peterson
  fullname: Peterson, Bradley S
  organization: Department of Diagnostic Radiology and Child Study Center, Yale School of Medicine, Yale University, New Haven, CT 06520-8042, USA
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IngestDate Fri Jul 11 07:24:14 EDT 2025
Wed Feb 19 01:25:35 EST 2025
Fri Oct 20 05:46:47 EDT 2023
Tue Jul 01 03:12:29 EDT 2025
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Fri Feb 23 02:11:12 EST 2024
Tue Aug 26 16:31:38 EDT 2025
IsPeerReviewed true
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Issue 5
Keywords Functional connectivity
Information transmission
Alzheimer's disease
EEG
Mutual information
Complexity
Human
Nervous system diseases
Cerebral cortex
Corticocortical connection
Alzheimer disease
Electrophysiology
Electroencephalography
Cerebral disorder
Electrodiagnosis
Linearity
Central nervous system disease
Information processing
Nonlinearity
Degenerative disease
Signal analysis
Language English
License https://www.elsevier.com/tdm/userlicense/1.0
CC BY 4.0
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PublicationTitle Clinical neurophysiology
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Publisher Elsevier Ireland Ltd
Elsevier Science
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Snippet Objective: Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information...
Mutual information provides a measure of both the linear and nonlinear statistical dependencies between two time series. Cross-mutual information (CMI) is used...
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SubjectTerms Aged
Alzheimer Disease - physiopathology
Alzheimer's disease
Biological and medical sciences
Brain - physiology
Brain - physiopathology
Brain Mapping
Complexity
EEG
Electrodiagnosis. Electric activity recording
Electroencephalography - methods
Female
Functional connectivity
Humans
Information transmission
Investigative techniques, diagnostic techniques (general aspects)
Male
Medical sciences
Mutual information
Nerve Net - physiology
Nerve Net - physiopathology
Nervous system
Predictive Value of Tests
Probability
Reference Values
Reproducibility of Results
Title Mutual information analysis of the EEG in patients with Alzheimer's disease
URI https://www.clinicalkey.com/#!/content/1-s2.0-S1388245701005132
https://dx.doi.org/10.1016/S1388-2457(01)00513-2
https://www.ncbi.nlm.nih.gov/pubmed/11336898
https://www.proquest.com/docview/70821901
Volume 112
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