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Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz LC. Laboratory of Neurobiology, Rockefeller University, New York, New York 10021. We assessed the pathways by which excitatory and inhibitory neurotransmitters elicit postsynaptic changes in [Ca2+]i in brain slices of developing rat and cat neocortex, using fura 2. Glutamate, NMDA, and quisqualate transiently elevated [Ca2%]i in all neurons. While the quisqualate response relied exclusively on voltage-gated Ca2+ channels, almost all of the NMDA-induced Ca2+ influx was via the NMDA ionophore itself, rather than through voltage-gated Ca2+ channels. Glutamate itself altered [Ca2+]i almost exclusively via the NMDA receptor. Furthermore, synaptically induced Ca2+ entry relied almost completely on NMDA receptor activation, even with low-frequency stimulation. The inhibitory neurotransmitter GABA also increased [Ca2+]i, probably via voltage-sensitive Ca2+ channels, whereas the neuromodulator acetylcholine caused Ca2+ release from intracellular stores via a muscarinic receptor. Low concentrations of these agonists produced nonperiodic [Ca2+]i oscillations, which were temporally correlated in neighbouring cells. Optical recording with Ca2(+)-

Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

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Page 1: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Neuron. 1991 Mar;6(3):333-44.

Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters.

Yuste R, Katz LC.

Laboratory of Neurobiology, Rockefeller University, New York, New York 10021.

We assessed the pathways by which excitatory and inhibitory neurotransmitters elicit postsynaptic changes in [Ca2+]i in brain slices of developing rat and cat neocortex, using fura 2. Glutamate, NMDA, and quisqualate transiently elevated [Ca2%]i in all neurons. While the quisqualate response relied exclusively on voltage-gated Ca2+ channels, almost all of the NMDA-induced Ca2+ influx was via the NMDA ionophore itself, rather than through voltage-gated Ca2+ channels. Glutamate itself altered [Ca2+]i almost exclusively via the NMDA receptor. Furthermore, synaptically induced Ca2+ entry relied almost completely on NMDA receptor activation, even with low-frequency stimulation. The inhibitory neurotransmitter GABA also increased [Ca2+]i, probably via voltage-sensitive Ca2+ channels, whereas the neuromodulator acetylcholine caused Ca2+ release from intracellular stores via a muscarinic receptor. Low concentrations of these agonists produced nonperiodic [Ca2+]i oscillations, which were temporally correlated in neighbouring cells. Optical recording with Ca2(+)-sensitive indicators may thus permit the visualization of functional networks in developing cortical circuits.

Page 2: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz
Page 3: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Calcium imaging of cortical microcircuits

Page 4: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Single-cell resolution imaging of Ca2+

influx due to action potentials

• L5 pyramid loaded with 50µM fura• imaged by photodiode array at 1.6 kHz (0.6ms/frame)

Page 5: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Whole-cell filled

AM filled

Page 6: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Trains of action potentials

Page 7: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

50 Hz 40 Hz

Page 8: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Cortical circuits in vitro are spontaneously active:spontaneous activity as a tool, let the circuit speak

QuickTime™ and aCinepak decompressor

are needed to see this picture.

Page 9: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

V

IV

II/III

Automatic identification of cells

Page 10: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Detection of calcium transients

Page 11: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

100

300

500

700

Cel

l num

ber

01234567

*

*

* *** *

% c

ells

act

ive

/ fra

me

p < 0.05

a

Spontaneous synchronizations of a small % of neuronsLow temporal resolution- 1sec/frame

Page 12: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Spontaneous coactivations have specific spatial patterns

Page 13: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

9 mV5 s

-70 mV, 0 pA

500 ms9 mV

1.3 s9 mV9 mV

500 ms

1 2 3 4

1 2 3 4

Synchronizations correspond to UP states

Page 14: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

UP states can last several seconds

Page 15: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Stereotyped dynamics of circuit coactivations

Page 16: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Cortical motifs and songs: repeated sequences of activityIntermediate temporal resolution- 50 msec/frame

Page 17: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Shuffling tests

Page 18: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz
Page 19: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Photodiode array: 0.6 msec/frame

Page 20: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Local synchronizations

Page 21: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Sequential activations of cells

Page 22: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz
Page 23: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Pacemakers

Page 24: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Pacemakers are more regular

Page 25: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Repeated network activity measured in a single cell10 KHz resolution

i iii iv

Page 26: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

10 pA

200 ms

Repeated motifs of spontaneous activity in slices

Page 27: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Millisecond precision

Page 28: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Correlation between intracellular and optical repetitions

Page 29: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Repetitions in vivo

Ilan Lampl/David Ferster

Page 30: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

What is role of thalamic stimulation on cortical dynamics?

L4

L2/3

L5

Adapted from Brecht et al 2003

Page 31: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Thalamic Stimulation

4-8 stimuli40 Hz200 s50 – 100 A

ThalamusThalamus

““Barrel” CortexBarrel” Cortex

Stimulation ElectrodeStimulation Electrode

Imaging Layer 4 response to thalamic stimulation

Page 32: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

20 mV

1 s

Thalamic stimulation generates cortical UP states

UP states• Prolonged depolarizations • ~ 10 mV depolarized from rest• Preferential state for action potential

generation• Coincident with multiple nearby neurons

Vm -70 mV

Page 33: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

500 ms

20 mV

Spontaneous

Spontaneous activity also generates cortical UP states

Page 34: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Triggered

Triggered Core

SpontaneousX 5 X 4

Spontaneous Core

Overlap

Overlap Core

Spontaneous activity and thalamic stimulation engage the same neurons !!!

Page 35: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Triggered Spontaneous Overlap

5mV

20mV

500 ms1 s

Amplitude Duration No. APs

Similar Spontaneous and Evoked Intracellular UP states

# of APs

Amplitude

DurationCorrelation of UPstates within cells

Page 36: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Triggered Spontaneous Core

1

2

3

Fra

me

Nu

mb

erIdentical Network Dynamics during Spontaneous

and Evoked Network Events- 100 msec/frame

Tim

e

Page 37: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

10 mV

500 ms

5 mV

100 ms

Millisecond Precision in the Repetition of Synaptic inputs during spontaneous and thalamic UP states

Page 38: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Novel types of spontaneous network dynamicsData:

• Reverberating activity is prevalent at all temporal scales• Spatiotemporal patterns are real: statistics, two techniques, spatial profile, UP states, they can be triggered• Sparse dynamics: small number of cells • Single neurons can participate in many patterns• Repetitions never exact• Thalamic stimulation triggers internal states

Speculation:

• Spatially organized ensembles: related to circuit features?• Preferred states: attractors or metastable states?• Precisely repeated dynamics: Abeles’ synfire chains?• Cortex as a giant CPG?

Page 39: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Spinal Central Pattern Generator Cortical Microcircuit

Cortex as a giant CPG

Page 40: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Buqing Mao-postdoc

Rosa Cossart-postdoc

Dimitry Aronov-undergraduate student

Yuji Ikegaya-visiting professor

Gloster Aaron-postdoc

Jason McLean-postdoc

Brendon Watson-MD PhD student

National Eye Institute- HHMI

Page 41: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz
Page 42: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Synfire chains hypothesis- Moshe Abeles

Synchronous firing

Nonlinear gain paradoxically reduces jitter

Faithful propagation

Faithful repetition

Precise Firing Sequences

Page 43: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Two theories of brain function:

Feed forward: SherringtonHubel &WieselReceptive fieldsSpeed of processing

Feedback: Brown

Lorente/HebbLlinásRecurrent connectivitySpontaneous activity

Page 44: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Pyramidal neurons in layer 5

Page 45: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

1

2

3

Fra

me

Nu

mb

er

TriggeredNaive Core

An Already Existing Network Mediates the Observed Dynamics

Tim

e

Page 46: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

10 mV

500 ms

An Already Existing Network Mediates the Observed Dynamics

Page 47: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

40 %

30 %

<10 %Thalamus

Even in L4, the vast majority of excitatory synapses arise

locally within cortex

(20 % long corticocortical excitatory connections)

Page 48: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz
Page 49: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Circuit attractors

Attractors

Input

Inputs

Adapted from Wilson, 1999

Memories

Page 50: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Example of an emergent computation

Page 51: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Synfire chains

Page 52: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Evidence for synfire chainsAbeles PFSSpatial navigation in hippocampusBirdsong sequencesCPGs

Arguments against Statistics Nonlinear null hypotheses Mechanism unknown

Page 53: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

-52 mV

-72 mV

-72 mV

-72 mV

-52 mV

UP states promote precise firing patterns in response to thalamic input

50 mV

25 ms

Train of StimuliDuring DOWN state

Single Thalamic StimulationDuring DOWN state

Train of StimuliDuring UP state

1st Spike<2 ms jitter

2nd Spike<5 ms jitter

1st Spike40 ms jitter

Page 54: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Searching for repeats of activity in

a single neuronal recording

Examine the covariance, h(), between segments: (AxB), (AxC),...(BxC), (BxD),......

Page 55: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Two competing world views:How is perception shaped?

Feed Forward Feedback

Empiricism Nativism

Page 56: Neuron. 1991 Mar;6(3):333-44. Control of postsynaptic Ca2+ influx in developing neocortex by excitatory and inhibitory neurotransmitters. Yuste R, Katz

Synchronizations correspond to maximum organization