Title: Coherence and Comodulation: Phase Synchrony and Magnitude Synchrony David A' Kaiser, Ph'D' StermanKa
1Coherence and Comodulation Phase Synchrony and
Magnitude SynchronyDavid A. Kaiser,
Ph.D.Sterman-Kaiser Imaging Laboratory, Inc.
- ISNR 16th Annual Conference - San Antonio, Texas
- August 28-September 1, 2008
- Saturday Aug 30 910-930am
2Anatomy is destiny FreudAnatomy is merely a
suggestion Anatomy
Functional connectivity and neuroplasticity
3Neural recruitment into larger functional groups
- Neurons fire around 80 times a second
intrinsically (and up to 800 times a second
during seizure). - To process information of relevance to the
organism, autorhythmicity is greatly suppressed
and firing synchronized across neurons by means
of inhibitory and excitatory influences.
(Hopfield, 1999 Goldensohn Purpura, 1963
Mountcastle, 1957 Casanova Tillquist, 2008)
4When autorhythmicity is suppressed in 2,000,000
cortical minicolumns (6 cm2), it can be detected
by scalp electrodes.
Mountcastle, 1957 1978 Cooper et al., 1965
5Voltage rhythms correspond well with mental and
physical behaviors
6High information STATE Low
information
Certain rhythms are generated by inhibitory
networks
7Generation of spindles (7-14 Hz)
- Length of inhibitory potential sets the frequency
(which is mediated by GABA type A receptors) .
The potential determines the time until another
burst of spikes is generated by the TC neuron
(Franks, 2008)
8The more neurons recruited into a rhythm, the
higher the spectral magnitude
- Spectral magnitude proportion of neurons in the
functional group (rhythm)
9Time delay between brain areas recruited into the
same function (rhythm) is indicated by phase
10Detecting networks through timing and number
- Network organizes around event
11Synchrony between sites as indicated by phase
and magnitude relationships
12Phase and Magnitude consistency
Cross-spectral analysis Coherence is a phase
consistency function Comodulation is a
magnitude consistency function
between signals at a frequency across time Coh
average normalized cross-spectrum
amplitude Comod average normalized
cross-product amplitude
Coh ranges from 0.0 to 1.0 Comod ranges
from -1.0 to 1.0
Comodulation
13Shared information between EEG signals
- Magnitude
- Mean consistency (comodulation)
- Mean difference (asymmetry, unity)
- Phase
- Mean consistency (coherence)
- Mean difference (phase lag)
14Functional Connectivity from 5 to 35 years of age
15Four possible connectivity parameters
16Normalizing with Fisher z-transform (1921)
17Similarity of Coh and Comod
- Kaiser, 2008 (n43 children, 58 adults)
18(Kaiser, 2008)n 101
- Sowell ER, Peterson BS, Thompson PM, Welcome SE,
Henkenius AL, Toga AW (2003). Mapping cortical
change across the human life span. Nature
Neuroscience, 6, 309-15. - We used magnetic resonance imaging and cortical
matching algorithms to map gray matter density
(GMD) in 176 normal individuals ranging in age
from 7 to 87 years. We found a significant,
nonlinear decline in GMD with age, which was most
rapid between 7 and about 60 years, over dorsal
frontal and parietal association cortices on both
the lateral and interhemispheric surfaces. Age
effects were inverted in the left posterior
temporal region, where GMD gain continued up to
age 30 and then rapidly declined. The trajectory
of maturational and aging effects varied
considerably over the cortex. Visual, auditory
and limbic cortices, which are known to myelinate
early, showed a more linear pattern of aging than
the frontal and parietal neocortices, which
continue myelination into adulthood. Our findings
also indicate that the posterior temporal
cortices, primarily in the left hemisphere, which
typically support language functions, have a more
protracted course of maturation than any other
cortical region.
Left posterior temporal lobe has longest
maturation (Sowell et al., 2003)
19Effect of age on connectivity
- Coherence increase with age (5-35 y, n101)
- Comodulation increases with age
Data are site-age correlations. (pink is
significant)
20Functional connectivity in childhood(5-20 years
of age)
- Structural changes
- Functional changes
21Functional connectivity in adulthood (20-35
years of age)
- Structural changes
- Functional changes
22College students show frontal plasticity compared
to older adults
Coherence
Comodulation
23Role of myelin in cerebral connectivity
- Without myelin sheath, 2 mph With
sheath, 260 mph
Biggest 5 micron diameter pipes are posterior
but big pipes continue frontally throughout life
Corpus callosum cross-section
24Functional connectivity in adulthood (20-35
years of age)
- Red areas are last to myelinate
- Functional changes
25(No Transcript)
26Global connectivity (alpha graphed)
27Scalp coherence may reflect RTN involvement in
cortical rhythms and comodulation the more
loosely organized corticocortical networks
Does phase and magnitude capture different
aspects of neurophysiology?
28Spectral parameters c.1994
- Absolute power
- Power asymmetry (A-B)
- Power ratio (A/B)
- Relative power
- Spectral entropy
- Spectral Correlation Coefficient (SCC)
- Coherence
- Phase lag
- Bicoherence
- Spectral Correlation
29Same spectral parameters, organized
Bicoherence
30Periodicity Table
(Kaiser, in press)
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32Chemistry between periodicity types