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Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex Jason N. D. Kerr, Christiaan P. J. de Kock, David S. Greenberg, Randy M. Bruno, Bert Sakmann, and Fritjof Helmchen Take Home Points: 4. Population coding: Each feature many neurons. Each neuron several features. Sparse spiking, no precise patterns. ally organized probalistic spiking patterns. ion Not related direction sensitivity (unlike af May facilitate integration of multiple whisker

Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

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Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex. Jason N. D. Kerr, Christiaan P. J. de Kock, David S. Greenberg, Randy M. Bruno, Bert Sakmann, and Fritjof Helmchen. Take Home Points:. 1. Sparse spiking, no precise patterns. - PowerPoint PPT Presentation

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Page 1: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Spatial Organization of Neuronal Population Responses inLayer 2/3 of Rat Barrel Cortex

Jason N. D. Kerr, Christiaan P. J. de Kock, David S. Greenberg, Randy M. Bruno, Bert Sakmann, and Fritjof Helmchen

Take Home Points:

4. Population coding: Each feature many neurons. Each neuron several features.

1. Sparse spiking, no precise patterns.

2. Spatially organized probalistic spiking patterns.

3. Position Not related direction sensitivity (unlike afferents)

May facilitate integration of multiple whiskers.

Page 2: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Mutual Information

How much information two things share.

~ a more sophisticated correlation.

A measure of how knowledge about one thing reduces your uncertainty about another thing.

:

. . . . ?

Page 3: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Rationale:

Large single cell variability.

Sparse and short-lived patterns

BUT could have an unambiguous pattern, but requires many neurons.(Think sample size)

Methodologically:

Development of spatial maps of neural activity. – normally impossible with extracellular recording.

Page 4: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Rat Barrel CortexRat Barrel Cortex Rodent somatosensory cortex.Rodent somatosensory cortex. Single whisker Single whisker discrete structures ( discrete structures (whisker barrelswhisker barrels) )

separated by regions called septa. separated by regions called septa. Same geometric order as whiskers.Same geometric order as whiskers.

Model system for cortical columns.Model system for cortical columns. Organized into layers. Layer IV (L4): individual neurons -- Organized into layers. Layer IV (L4): individual neurons --

consistent trial-to-trial, strong directional tuning.consistent trial-to-trial, strong directional tuning. However, L2/L3 layer does not.However, L2/L3 layer does not.

1: Woolsey and Van der Loos, 1970

Page 5: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

MethodsCalcium Indictors

Two-PhotonMicroscopy

Location of all cells Single-cell and single-spike resolution.

Skull exposed, optical imaging while stimulating whisker.

Patch-clamp recordings – visually targeted.

Random whisker deflected for 500ms. Interstim ~3-6 sec

Cortex sectioned and area of WB determined.

….. Then a significant variety of analysis.

Page 6: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Layout & Identification

Deflection transients similar to spontaneous ones.

Electrical and microscopy produced similar results.

Page 7: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Question: Spatial organization?

Conclusion: (1) Depends on distance from BCC(2) Highly variable

(3) For both onset & offset

(4) Highly significant topology.(5) Offset ~ onset, but smaller.

(6) Spontaneous: all similar.

Stimulatedwhisker

Septa nearwhisker.

Nearbywhiskers

Page 8: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Little individual direction tuning.

Tuning amount varied by individual.

Tuning corrected forSpiking rate.

No spatial organization for directional tuning.

Page 9: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Question: Sparse/Dense responses?

(1) Varies trial-to-trial

(2) Varies greatly between cells.

(3) Onset-Offset active cells may vary.

Conclusions:

Page 10: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Fraction active by location: Stimulus – different.Spontaneous – similar.

Assuming independence does not match the data.

Correlated Activity

Subsets activated not consistent trial-to-trial.

Page 11: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Distance between neurons means little.Distance from BCC significant meaning.

For both spontaneous and stimulus.

Correlations present in spontaneous, but increased with stimulus.

“During sensory stimulation, neighboring neurons may be bound together by common inputs.”

Question: Is effect of distance to BCC on correlation a result of pairs in the BCC being packed closely?

Conclusion: No. < 40µmpair distance

Page 12: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Classification accuracy improves with population size considered.

Stimulus detection always > false positive.

% small errors increased with size.% large errors decreased with size.

Page 13: Spatial Organization of Neuronal Population Responses in Layer 2/3 of Rat Barrel Cortex

Summary

Spatially organized – but probalistically

Correlated spiking, but variant

No discrete subpopulations observed.