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4D Functional Imaging in Freely Moving Animals
4D Functional Imaging in Freely Moving Animals
Randall L. Barbour SUNY Downstate Medical Center
OSA Biomedical Optics Meeting
Fort Lauderdale, FL,
March 20, 2005
09/07/2005 R.L. Barbour
Cell Free Preparation
Cell Culture
Organotypic Culture
Perfused Organ
Anesthetized Animal
Restrained Animal
Freely Moving Animal
Degree ofControl
Higher
Lower
PhenomenologicalComplexity
Maximal
Minimal
Levels of Analysis in Biological Investigation
09/07/2005 R.L. Barbour
Why Freely Moving Animals?
• Only preparation capable of expressing the full behavioral repertoire of a species.– Aggression– Mating– Fear– Perceptual – Locomotor– Manipulative
• Current imaging tools require investigation on restrained/anesthetized animals.– PET/SPECT– MR-fMRI– MEG
09/07/2005 R.L. Barbour
Why Optical Methods?
• Inexpensive, compact instrumentation
• High intrinsic sensitivity
• Deep tissue penetration
• Fast data collection
• Easily overlaid on other sensing technologies
• Opportunity for dynamic studies
09/07/2005 R.L. Barbour
Objectives of current study
1. Determine feasibility of continuous functional imaging in freely moving animals while simultaneously recording behavioral, neural and hemodynamic responses.
2. Identify the temporal and spatial dependence of the vascular response as gated to EEG (theta) rhythms.
09/07/2005 R.L. Barbour
Detector channels
Power supplies
Laser controllers
Source fiber terminal
Optical switch
FRONT
BACK
Lasers / optics
Timing
Photo of 9s x 32d imager
09/07/2005 R.L. Barbour
Schematic of System Setup
DYNOT compact system
Laptop computer
Opticaltether
Arena w/ animal
Head stage w/Tracking LED
Electro-physiology
recording system
Environmentalchamber
synchronization
Electricaltether
Computer
Videocam
Computerw/ frame grabber
Figure 12. Schematic of Optical Imaging-EEG-Behavior Monitoring System.
09/07/2005 R.L. Barbour
Dual mode optical-EEG measuring head
Optical array: 4 source x 16 detector
Dual wavelength: 760, 830 nm
Framing rate: 17 Hz
EEG: 12, 0.1mm diameter electrodesOptical Fibers
1.8 mm dia.
Tracking LED’s
Electrode leads
Connecting Clips
Male part
Female part
09/07/2005 R.L. Barbour
Dual mode optical-EEG measuring head
Optical fiber extension element
EEG Electrodes
Grounding wires
Male Part
Female Part
09/07/2005 R.L. Barbour
Rat Brain Anatomy with Optical-EEG Overlay
Transmitting/receiving Fiber
Left Cortical Hemisphere
Right Cortical Hemisphere
Hippocampus
Cerebellum
Olfactory bulbs
Receiving Fiber
EEG Electrodes
09/07/2005 R.L. Barbour
Rat with attached helmet and tether
09/07/2005 R.L. Barbour
Movie of freely moving rat with attached tether
09/07/2005 R.L. Barbour
Hippocampal EEG Rhythms
Theta
Am
plitu
deA
mpl
itude
Time
Time
Large Irregular Activity
09/07/2005 R.L. Barbour
Data Analysis-Integration
Tim
e
Theta
Non-Theta
Theta
Non-Theta
Optical Image Time Series
EEG Time Series
09/07/2005 R.L. Barbour
FEM Mesh for Rat Brain Model
S-D Geometry(3D View) FEM Mesh
(3D View)
7-compartment model of rat head anatomy obtained from CT scan. 2488 FEM nodes. From Bluestone et al. 2004.
09/07/2005 R.L. Barbour
Approach• Capture simultaneous: EEG, behavior and dual
wavelength tomographic time-series.
• Compute volumetric images
• Determine temporal/spatial dependence of Hb on EEG/behavior states.
09/07/2005 R.L. Barbour
• Time dependence of spatially integrated findings.
• Spatial dependence of temporally integrated findings.
RESULTS
09/07/2005 R.L. Barbour
Exp. 1: EEG-Gated Hb Spatial Mean Time Series
Red – Non-Theta Green – Theta (animal moving)
Hboxy
Hbdeoxy
Hbtot
HbO2 Sat
09/07/2005 R.L. Barbour
Exp 1: Time Averaged-Whole Brain EEG-Gated Hemoglobin Response
Hemoglobin
State
EEG
classification
Mean
(M)
Standard deviation
(M)
Number of time frames
t-statistic
(df)
p-value
Hboxy
Non-Theta -6.18e-9 1.46e-8 7976
-25.27
(935.92)
2.39e-104
Theta 1.06e-8 1.86e-8 828
Hbdeoxy
Non-Theta 1.93e-9 9.38e-9 7976
16.80
(1056.43)
2.57e-56
Theta -3.25e-9 8.34e-9 828
Hbtot
Non-Theta -4.25e-9 1.55e-8 7976
-15.98
(929.08)
5.93e-51
Theta 7.37e-9 2.03e-8 828
HbO2 Sat
Non-Theta 0.68787 0.00029 7976
-29.37
(1026.08)
4.29e-138
Theta 0.68817 0.00028 828
09/07/2005 R.L. Barbour
Stationarity of EEG-Gated Hb Response
0 20 40 60 80
10-5
100
P-V
alu
e
Window Size: 1 min; Moving time steps: 30 sec
0 20 40 60 80-1
0
1
2x 10
-8
0 20 40 60 80-1
0
1
2x 10
-8
0 20 40 60 80-1
0
1
2x 10
-8
0 20 40 60 80
0.688
Sliding Window
HboxyHbredHbtotHbsatP-value
HbOxy
HbDeoxy
HbTotal
HbSat
.. ……
09/07/2005 R.L. Barbour
Time Lag of Hb Response
0 10 20 30 40 50 60 70 80 900
1
2x 10
-8
Hbo
xy
Temporal and spatial averaged EEG gated Hb levels
0 10 20 30 40 50 60 70 80 90-1
-0.5
0x 10
-8
Hbr
ed
0 10 20 30 40 50 60 70 80 900
0.5
1x 10
-8
Hbt
ot
0 10 20 30 40 50 60 70 80 900.6879
0.688
0.6881
0.6882
Hbs
at
Percentage of initial response-period removed
Non-ThetaTheta
Figure 8. Hb response as a function of removal of fraction of initial period.
09/07/2005 R.L. Barbour
Spatially Integrated findings of vascular response to theta rhythm
–Increased Hboxy
–Decreased Hbdeoxy
–Increase Hbtot
–Increased HbO2Sat
–i.e., BOLD effect
09/07/2005 R.L. Barbour
EEG-Gated Hb Response
Rat 1 Session 1 (Sec 1 - 4) Rat 1 Session 2 (Sec 1 - 4)
Rat 2 Session 1 (Sec 1 - 4) Rat 2 Session 2 (Sec 1 - 4)
BA
C D
Hb
Oxy
Hb
Deo
xyH
bT
ot
Hb
Sat
Hb
Oxy
Hb
Deo
xyH
bT
ot
Hb
Sat
09/07/2005 R.L. Barbour
Time Dependence of Gated Response
Hb
Sat
HbT
otH
bDeo
xyH
bOxy
Four sessions combined (0-1 sec) Four Sessions Combined (Sec 1 - 4)
09/07/2005 R.L. Barbour
Spatial dependence
• Spatial response is reproducible across trials.
• Positive, negative and mixed BOLD effects are mainly spatially distinct.
09/07/2005 R.L. Barbour
Autoregulatory dependent hemoglobin states
Hemoglobin State
State1
State2
State3
State 4
State 5
State 6
Hboxy
- - - + + +
Hbdeoxy
- + + + - -
Hbtot
- - + + + -
Balanced Uncomp. oxygen debt
Comp. oxygen debt
Balanced Uncomp. oxygen excess
Comp. oxygen excess
09/07/2005 R.L. Barbour
Hboxy+
Hbdeoxy+
Hbtot+
Spatial Mean Time Series for Autoregulatory State 4 (Balanced)
Pixel No
2000 4000 6000 8000 10000 12000 14000 16000 180000
500
1000
1500
2000
2500
2000 4000 6000 8000 10000 12000 14000 16000 18000
2
4
6
8
10
12
14
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
2
4
6
8
10
12
14
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
2
4
6
8
10
12
14
x 10-7
09/07/2005 R.L. Barbour
2000 4000 6000 8000 10000 12000 14000 16000 180000
500
1000
1500
2000
2000 4000 6000 8000 10000 12000 14000 16000 18000
0
2
4
6
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
0
2
4
6
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
0
2
4
6
x 10-7
Time Point
Hboxy+
Hbdeoxy-
Hbtot+
Spatial Mean Time Series for Autoregulatory State 5 (Uncompensated oxygen excess)
Pixel No
09/07/2005 R.L. Barbour
Hboxy+
Hbdeoxy-
Hbtot-
Spatial Mean Time Series for Autoregulatory State 6 (Compensated oxygen excess)
Pixel No
2000 4000 6000 8000 10000 12000 14000 16000 180000
500
1000
1500
2000
2000 4000 6000 8000 10000 12000 14000 16000 18000
-4
-2
0
2
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
-4
-2
0
2
x 10-7
2000 4000 6000 8000 10000 12000 14000 16000 18000
-4
-2
0
2
x 10-7
Time Point
09/07/2005 R.L. Barbour
Nose
12
3
4 5
6
Spatial dependence of autoregulatory response
09/07/2005 R.L. Barbour
Temporal Averaged Gated Maps of Hb States
condition I II III IV V VI ∑
Nodes (Theta) 188 1451 382 147 161 159 2488
Nodes (Non-theta)
159 110 53 801 1270 95 2488
Theta
Images
Non-
theta
Images
Diff. Images Blue: Non-theta
Red: Theta
09/07/2005 R.L. Barbour
P-values for Theta vs. Non-theta for Autoregulatory dependent
hemoglobin states
Hemoglobin State
State1
State2
State3
State 4
State 5
State 6
Hboxy <10-90 0 0 <10-90 0 0
Hbdeoxy <10-18 0 0 <10-90 0 0
Hbtot <10-58 0 0 <10-90 0 0Balanced Uncomp.
oxygen debtComp.
oxygen debtBalanced Uncomp.
oxygen excess
Comp. oxygen excess
09/07/2005 R.L. Barbour
Time-integrated Hb states: Theta
12
3
4 5
6
Composite
09/07/2005 R.L. Barbour
Time-integrated Hb states: Non-Theta
12
3
45
6
Composite
09/07/2005 R.L. Barbour
Conclusions
• Real-time recording of hemodynamic, EEG and behavorial responses is technically feasible in freely moving animals.
• Hemodynamic response to theta rhythms are reproducible and spatially distinct.
• Method provides for assessment of temporal-spatial dynamics of autoregulatory response to neural activation.
09/07/2005 R.L. Barbour
Future Considerations
• Imaging under defined behavioral paradigms to ascertain localizability of EEG dependent hemodynamic responses.
• Influence of pharmacoactive agents on measured responses.
• Technological improvements: >S-D pairs, wavelengths, etc.
• Development of human compatible system.