19
Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Embed Size (px)

DESCRIPTION

Summary Working memory storage and decision-making computations: shared microcircuit mechanisms in a local cortical (e.g. prefrontal, parietal, premotor) area. Coherent fast oscillation may be a common signature of the engagement of strongly recurrent network dynamics. Detection of threshold-crossing: a mode of communication between brain areas, for gating information flow or selecting a motor action. Reward-gated Hebbian plasticity in a decision network: a cellular basis of flexible sensori-motor mapping.

Citation preview

Page 1: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Wang TINS 2001Wang et al PNAS 2004 Wang Neuron 2002

400ms

Page 2: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Lorente de Nó’s reverberatory circuit

Levitt et al 1993Kritzer and Goldman-Rakic 1995Pucak et al 1996

Page 3: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Summary

• Working memory storage and decision-making computations: shared microcircuit mechanisms in a local cortical (e.g. prefrontal, parietal, premotor) area. Coherent fast oscillation may be a common signature of the engagement of strongly recurrent network dynamics.

• Detection of threshold-crossing: a mode of communication between brain areas, for gating information flow or selecting a motor action.

• Reward-gated Hebbian plasticity in a decision network: a cellular basis of flexible sensori-motor mapping.

Page 4: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Probabilistic decision-making in a visual motion two-alternative forced choice task

Page 5: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

W Newsome

Page 6: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Roitman and Shadlen 2002

Page 7: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

• 2-population excitatory and inhibitory neurons (integrate-and-fire or conductance-based Hodgkin-Huxley neurons)

• Biologically realistic synaptic kinetics (AMPA, NMDA and GABAA)

• Structured network connectivity

Brunel & Wang JCNS2001

Wang Neuron 2002

Page 8: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Dynamical stability and NMDA/AMPA

ratio at the recurrent synapses

C D RWang J Neurosci 1999

Compte, Brunel, Goldman-Rakic,Wang Cereb Cortex 2000

Brunel and Wang J Neurophysiol 2003

Page 9: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

• 2-population excitatory and inhibitory neurons (integrate-and-fire or conductance-based neurons)

• Biologically realistic synaptic kinetics (AMPA, NMDA and GABAA)

• Structured network connectivity

Brunel & Wang JCNS2001

Wang Neuron 2002

Page 10: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

MT output

Page 11: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Reaction Time Simulations

Page 12: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Model

Data

Page 13: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Data by J Roitman, J Ditterich and M Shadlen

Reaction time decreases with increasing coherence Weber's Law

Page 14: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Scale-invariance of the reaction time distributions

c’=51.2%c’=0%

Page 15: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Integrate-and-Decide (diffusion) ModelJ Schall (Nature Rev Neurosci 2001)

But how is threshold-crossing readout by downstream neurons?

Page 16: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Flexible sensori-motor association

(with Stefano Fusi)

Page 17: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Flexible Sensori-motor Association

(Asaad, Rainer and Miller Neuron 1998, Wise and Murray TINS 2000)

Page 18: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Locus and biophysical basis of reward-gated synaptic plasticity?

Page 19: Wang TINS 2001 Wang et al PNAS 2004 Wang Neuron 2002 400ms

Summary

• Working memory storage and decision-making computations: shared microcircuit mechanisms in a local cortical (e.g. prefrontal, parietal, premotor) area. Coherent fast oscillation may be a common signature of the engagement of strongly recurrent network dynamics.

• Detection of threshold-crossing: a mode of communication between brain areas, for gating information flow or selecting a motor action.

• Reward-gated Hebbian plasticity in a decision network: a cellular basis of flexible sensori-motor mapping.