Biomedical Engineering Reference
In-Depth Information
the average of the gating variable is constant), and a fluctuating component due to
the stochastic nature of the spike trains in our model, i.e., s syn (
t
)=
s syn +
d s syn (
t
)
.
The unitary synaptic current, Equation (15.38), now becomes
I syn (
t
)=
g syn s syn (
V
(
t
)
V syn )+
g syn d s syn (
t
)(
V
(
t
)
V syn ) .
(15.44)
The main complication due to the driving force is that now the fluctuating compo-
nent of the synaptic current (second term in the right-hand side of Equation (15.44))
becomes voltage dependent. This multiplicative dependence of the fluctuations on
the membrane potential renders a rigorous treatment of the fluctuations in the current
difficult. To avoid this complication, we replace the voltage by its average V in the
driving force for the fluctuating component of the synaptic current, so that
V
I syn (
t
)
g syn s syn (
V
(
t
)
V syn )+
g syn d s syn (
t
)(
V syn ) .
(15.45)
can be dealt with easily
by noting that g syn s syn can be absorbed in the leak conductance, and g syn s syn V syn can
be absorbed in the resting membrane potential V L .
The resulting effect on neuronal properties is an increase in the total effective leak
conductance of the cell
The deterministic part of the current g syn s syn (
V
(
t
)
V syn )
g L
g L +
g syn s syn ,
(15.46)
which is equivalent to a decrease of the membrane time constant from t m =
C m /
g L ,
to t ef f
a t m . Thus, the synaptic input makes the neuron
leakier by a factor equal to the relative increase in conductance due to synaptic input
(a t m =
=
C m / (
g L +
g syn s syn )=
t m /
m
1
+
s syn g syn /
g L ).
The resting (or steady-state) membrane potential is also
re-normalized
g L V L +
g syn s syn V syn
V L
,
(15.47)
+
g L
g syn s syn
and becomes a weighted average of the different reversal potentials of the vari-
ous synaptic currents, where each current contributes proportionally to the relative
amount of conductance it carries.
Voltage-dependence of NMDA channels . For NMDA channels to open, bind-
ing of neurotransmitter released by the pre-synaptic spike is not enough. The post-
synaptic cell must also be sufficiently depolarized to remove their blockade by mag-
nesium. It is conventional to model this using a voltage-dependent maximal conduc-
tance [66]:
g NMDA
1
g NMDA (
V
)=
))
g NMDA
)) ,
(15.48)
(
1
+([
Mg 2 + ] /
g
)
exp
(
b V
(
t
J
(
V
(
t
Mg 2 + ]=
with
062. To be able to incorporate this ef-
fect into the framework described in the previous sections, we linearize the voltage
dependence of the NMDA current around the average voltage V , obtaining
[
1mM,g
=
3
.
57 and
b
=
0
.
V
V
V
V
(
t
)
V E
V
(
t
)
V E
J
(
)
b
(
V E
)(
1
J
(
))
V
+(
V
(
t
)
)
V
V
J
(
V
(
t
))
J
(
)
J 2
(
)
V
2
+
O
((
V
(
t
)
)
)+ ...
(15.49)
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