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Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center for Theoretical Biological Physics University of California, San Diego [email protected] Leif Gibb, Gabriel Mindlin, Misha Rabinovich, Sachin Talathi

Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

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Page 1: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Dynamics and Timing in Birdsong

Henry D. I. Abarbanel

Department of Physics

and

Marine Physical Laboratory (Scripps Institution of Oceanography)

Center for Theoretical Biological Physics

University of California, San Diego

[email protected]

Leif Gibb, Gabriel Mindlin, Misha Rabinovich, Sachin Talathi

Conversations with Michael Brainard, Allison Doupe, David Perkel

Page 2: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Green:

Pre-motor Pathway

NIf (?)HVcRA

Respiration/Syrinx

Song Production

Auditory Feedback

Red:

Anterior Forebrain Pathway (AFP)

HVcArea DLM

lMANArea X

HVc

Control and Song MaintenanceFrom Brainard and Doupe, 2002

Songbox

Page 3: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

(Brainard and Doupe 2002)

Tutor sings during sensory period. Bird memorizes template Bird sings own song; learns

memorized song matching template-- sensorimotor period.

Song “matches” template and reaches crystallization

Page 4: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Auditory Feedback

Deafen Juvenile—song develops “incorrectly”

Lesion lMAN in juvenile---song mismatches template; crystallization occurs early.

Deafen adult—song slowly degrades

Lesion lMAN in adult--song stable

Deafen adult and lesion lMAN—song stable

Lesion HVc or RA—no song produced -------------------------

lMAN (and AFP) important in maintaining song when auditory feedback works—not deaf

Page 5: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

When bird sings, HVc-->RA fires sparse bursts of spikes: one burst of 4.5 ± 2 spikes in 6.1 ± 2 ms in each motif. RA neurons fire 13 times more often, suggests one-to-many HVcRA connections

HVc acts as driver of song instructions. RA acts as “junction box” distributing commands to motor processes.

Song is group of motifs—about 1 sec each—composed of groups of syllables—about 100-300 ms.

Zebra Finch bout (song) is about 2-3 motifs

(Hahnloser, Kozhevnikov, and Fee 2002)

Page 6: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Auditory Feedback

Time difference in signal from HVcRA and HVcAFPRA is measured to be 50 ±10 ms.

AFP nuclei act as a population

Dynamics of AFP—X, DLM, lMAN is important

Kimpo, Theunissen, Doupe, 2003

Page 7: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

We will discuss three topics:

plasticity at HVcRA connections. The alteration of these connections during song learning sets up

wiring in song “junction box” (RA).

This suggests a critical timing of about 40-50 ms.

dynamics of AFP and timing of signals from HVcAFPRA: origin of “40 ms”

RADLM connection to stabilize synaptic plasticity at HVcRA junction

We won’t be discussing:

connectivity of HVcRA in producing song syllables

Page 8: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

A full theory, which we do not have, would connect HVc sparse bursts with auditory feedback and command signals from brain.

It would trace HVc signals to RA, directly and through AFP, and explain evaluation of produced song through auditory feedback to HVc.

At best we have the beginning of a quantitative picture of the timing issues in the neural part of this loop.

Page 9: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

HVc

Area X

DLM

lMAN

RA

Motor Instructions Auditory Feedback

Motor Signaling

AFP

Excitation

Inhibition

Page 10: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

HVcRA Plasticity

Page 11: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

In adult zebra finch HVc signals arrive at dendritic location with about 1:1 NMDA to AMPA receptors.

In adult zebra finch lMAN signals arrive at RA dendritic locations with 10:1 NMDA to AMPA.

RA projection neurons (PNs) oscillate at 15-30 Hz “at rest”—i.e. no song. When singing begins, global inhibition in RA puts these PNs into small subthreshold variations. These are then driven by high frequency (500-600 Hz) HVc signals

We model “whole” RA with oscillations, etc.

Stark and Perkel, 1999

Page 12: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

RA RAPN

From HVcFrom lMAN

RAIN

RAPN

To DLMIN

Excitation

InhibitionAt “rest” (no song) RA PN

oscillates at 15-30 Hz; RA IN is silent

Page 13: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

We present bursts of NHVc spikes with fixed interspike intervals (ISIs) to RA neurons and ΔT later present NlMAN spikes. We determine VRA(t) from HH equations. Then using a calcium flux equation we determine from which, using a phenomenological connection between elevation over equilibrium intracellular Ca, we determine Δg for AMPA receptors.

2[ ]( )Ca t

2[ ]( )Ca t

The idea, following the observations of Yang, Tang, and Zucker, 1999 is that long term changes in Δg, LTP and LTD, can be induced by postsynaptic Ca changes alone. The mechanisms leading from Ca elevation to changes in Δg are not fully known.

NHVc NlMANΔT

Time

Page 14: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

_ _

_ _

_ _

_ _

( )( ) ( ) ( )

( ) ( )

( ) ( ( )) ( , ( ))( ( ))

( ) ( , ( ))(

RAM ion currents HVc NMDA HVc AMPA

lMAN NMDA lMAN AMPA

HVc NMDA NH RA N HVc REV NMDA RA

HVc AMPA AH A HVc REV AMPA R

dV tC I t I t I t

dtI t I t

I t g B V t S t V t E V t

I t g S t V t E V

_ _

_ _

( ))

( ) ( ( )) ( , ( ))( ( ))

( ) ( , ( ))( ( ))

A

lMAN NMDA Nl RA N lMAN REV NMDA RA

lMAN AMPA Al A lMAN REV AMPA RA

t

I t g B V t S t V t E V t

I t g S t V t E V t

Page 15: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

0

1 0

0

2+ 0.062 /

( , ( )) ( ( )) ( , ( ))

( ( ( )))

( ) is a "step function". 0, when V<0; 1, when V>0.

Magnesium block of NMDA receptors:

1 B(V)=

(1+0.288[Mg ] )

i pre pre i pre

i i pre

V mV

dS t V t S V t S t V t

dt S S V t

S V

e

Page 16: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

0_ _

_ _

_ _

_ _

( ) ( )( ) ( )

( ) ( )

( ) ( ( )) ( , ( ))( ( ))

( ) ( , ( ))( ( ))

HVc NMDA HVc AMPAC

lMAN NMDA lMAN AMPA

HVc NMDA NC RA N HVc REV NMDA RA

HVc AMPA AC A HVc REV AMPA RA

lMA

dCa t C Ca tC t C t

dt

C t C t

C t g B V t S t V t E V t

C t g S t V t E V t

C

_ _

_ _

( ) ( ( )) ( , ( ))( ( ))

( ) ( , ( ))( ( ))

N NMDA NC RA N lMAN REV NMDA RA

lMAN AMPA AC A lMAN REV AMPA RA

t g B V t S t V t E V t

C t g S t V t E V t

Page 17: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Mg2+

NMDA Receptor

AMPA Receptor

Voltage Gated Calcium Channel

[Ca2+](t) = Ca(t)

Vpost(t)

Vpre(t) action potential leads to release of neurotransmitter--glutamate

Postsynaptic Membrane

Presynaptic Membrane

RA Neuron PN

From HVc or lMAN

Page 18: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

0

0

0

0

( ) "puts" phosphates on AMPA driven by ( ) -

( ) "deletes" phosphates from AMPA drive n by ( ) -

( ) ( )( ( ) )(1 ( )) ( )

( ) ( )( ( ) )(1 ( ))

L

P P LP P

D

D

P t Ca t C

D t Ca t C

dP t P t xf Ca t C P t f x

dt x

dD t D tf Ca t C D t

dt

( )

( ) ( ( ) ( ) ( ) ( ) )

M

D MD

xf x

x

d g tP t D t D t P t

dt

Phenomenological Connection between Ca elevation and Δg

Page 19: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Spike Timing Induction Protocol

Time

pret ; 0 herepost pret t

Action potential arrives at presynaptic terminal

Action potential induced in postsynaptic neuron

Page 20: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 21: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 22: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

We present bursts of NHVc spikes with fixed interspike intervals (ISIs) to RA neurons and ΔT later present NlMAN spikes. Using a simple voltage equation for RA membrane voltage, we determine VRA(t). Then using a calcium flux equation we determine from which, using a phenomenological connection between elevation over equilibrium intracellular Ca, we determine Δg for AMPA receptors.

2[ ]( )Ca t

2[ ]( )Ca t

NHVc NlMANΔT

Time

Page 23: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Crystallization of song gRA=0

Stable??

Lesion lMAN gRA=0

T

Page 24: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Dynamics of the Anterior Forebrain Pathway

Page 25: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Auditory Feedback

AFP:

HVc

XDLMlMANX

RA

Page 26: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

HVc

Area X

DLM

lMAN

RA

Motor Instructions Auditory Feedback

Motor Signaling

AFPExcitation

Inhibition

Page 27: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Signal from HVc activates SN which inhibits AF allowing DLM to fire.

With no input SN cells are at rest;

AF cells fire periodically at 15-30 Hz.

Page 28: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 29: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Timing for signals to traverse the AFP depends on distribution of inhibition and excitation. In a coarse grained sense, the ratio RIE = gI/gE determines time delay

Page 30: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Burst of spikes arrives from HVc at X at t = 4000 ms

RIE = 4

48 msT

Page 31: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Burst of spikes arrives from HVc at X at t = 4000 ms

Page 32: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 33: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

IE I ER = g /g

Page 34: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

HVc

Area X

DLM

lMAN

RA

Motor Instructions Auditory Feedback

Motor Signaling

Now connect in RADLM link

Page 35: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

With RADLM connection in we present N = 1,2 , … bursts from HVc to RA and to Area X. Each burst is 5 spikes with ISI = 2 ms.

Before spiking we have the HVcRA AMPA strength set at the initial condition gRA(0), then we compute gRA(1) = gRA(0)+ΔgRA(0), gRA(2) = gRA(1)+ΔgRA(1), .…, gRA(N) = gRA(N-1)+ΔgRA(N-1) .

This is a nonlinear map gRA(N) gRA(N+1). The results for large N depend on RIE and gRA(0), as ever with such maps.

Page 36: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 37: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 38: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 39: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center
Page 40: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center

Auditory Feedback

Can we change AFP time delay with neuromodulators??

Can we block GABA or decrease inhibition in AFP? or excitation?

Dopamine is known to modulate excitation in Area X.

Tests of properties of RA—DLM connection.

Plasticity not yet found at HVcRA PNs !!!

Where is tutor template?

How does auditory feedback work?

What are the dynamics of HVc? WLC???

Page 41: Dynamics and Timing in Birdsong Henry D. I. Abarbanel Department of Physics and Marine Physical Laboratory (Scripps Institution of Oceanography) Center