Supplemental Table 1:
Molecular numbers and concentrations in the initial condition
ID |
Group |
Molecular Name |
# |
Total # |
Conc. (mM) |
Total Conc. |
Notes |
A1 |
mGluR |
Glu |
0 |
300 |
0 |
250 |
Glutamate released at the synaptic cleft should be removed within
milliseconds because individual EPSC responses can be seen with
high-frequency stimuli (100 Hz), for instance, in Takechi et al. (1998) Nature 396:757-760.
Thus, we estimated that the decaying time constant of Glu is 5 msec. The
initial number of Glu that access mGluRs localized at the edge of PSD was set
to 300, because concentration in neurotransmitter at the edge of spine is
less than that at the center of spine (Franks et al. (2003) J Neurosci 23:3186-3195). This amount of Glu is sufficient
to activate most of the mGluRs. # in the Supplemental Tables indicates the
initial number of the molecules in its present state, and the total # indicates
the total number of the molecules in any state. |
A2 |
mGluR |
mGluR |
10 |
18 |
8.3333 |
15 |
Metabotropic glutamate receptor type 1. Although the characteristic
of this receptor was examined in two first cloning papers (Masu et al. (1991) Nature 349:760-765;
Houamed et al. (1991) Science
252:1318-1321), we cannot estimate [mGluR] because the receptors were overexpressed
by functional expression in Xenopus
oocytes. In Bhalla and Iyengar (1999) Scinece 283:381-387, they estimated 0.3
mM mGluR in a cell, and we took this value. Since
the volume of the cytosol in the spine is 0.1 mm3 in
our model, the number of mGluRs was estimated to be 18. The number is similar to those of AMPARs and VGCCs in a hippocampal
dendritic spine (Matsuzaki et al.
(2001) Nat Neurosci 4:1086-1092; Sabatini and Svoboda (2000) Nature
408:589-593). We modeled that mGluRs localize at the PSD, which has 1/50-fold
volume of the cytosol. We obtained 8.3333 mM mGluR in the PSD. |
A3 |
mGluR |
mGluR-Glu |
0 |
18 |
0 |
15 |
mGluRs activated by Glu binding. |
A4 |
mGluR |
Gq-GDP |
52 |
60 |
43.333 |
50 |
Trimeric G-protein Gq family. In Bhalla and Iyengar (1999) Science
283:381-387, they estimated 1.0 mM Gq in a cell. Since the
cytosolic volume in the spine is 0.1 mm3,
the number of Gq was estimated to be 60. We
obtained 50 mM
Gq in the PSD because the cytosol has 50-fold volume of the PSD. |
A5 |
mGluR |
mGluR-Gq |
8 |
18 |
6.6667 |
15 |
mGluRs binding to Gq without Glu. It is not clear whether mGluRs and Gq
form complex before ligand stimulation (small Kd), or ligand stimulation on mGluRs leads to the
binding of mGluRs and Gq (large Kd).
In this model, we assumed half of the mGluRs bind Gq before glutamate
release. |
A6 |
mGluR |
Glu-mGluR-Gq |
0 |
18 |
0 |
15 |
Intermediated state for Gq activation of Glu-mGluR-Gq complex. |
A7 |
mGluR |
Ga-GTP |
0 |
60 |
0 |
50 |
Activated Gqa subunit. Gq-GTP binds PLCb to enhance IP3
productivity of PLCb. |
A8 |
mGluR |
Gbc |
0 |
60 |
0 |
50 |
G-protein bg complex. In this simulation, there are no
proteins activated by Gbg. |
A9 |
mGluR |
Ga-GDP |
0 |
60 |
0 |
50 |
Inactivated Gqa subunit. Ga-GDP rapidly
binds Gbg to form a trimer. |
B1 |
PLC |
PIP2 |
5000 |
5000 |
4166.7 |
4166.7 |
Phosphatidylinositol-4,5-bisphosphate. Molecular biology of the cell
4th edition says that 5000000 lipid molecules exist in a 1 mm2
area of the plasma membrane. Since PIP2 is a minor lipid (less
than 1%), the number of PIP2 in the PSD was estimated to be 5000. |
B2 |
PLC |
PLC-PIP2 |
42 |
50 |
35 |
41.667 |
PLCb subtype 4. We modeled PLCb to bind PIP2
before PLC activation by Ca2+, because PIP2
concentration is high enough to bind almost all PLC in saturation. Bhalla and
Iyengar (1999) Science 283:381-387 estimated 0.8 mM PLCb in a cell. Since
the cytosolic volume in the spine is 0.1 mm3,
the number of Gq was estimated to be 50. We
obtained 42 mM
PLCb in
the PSD because the cytosol has 50-fold volume of the PSD. |
B3 |
PLC |
PLC-PIP2-Ca |
7.5 |
50 |
6.25 |
41.667 |
Without Gq, PLCb activity is very low. |
B4 |
PLC |
PLC-PIP2-Gq |
0 |
50 |
0 |
41.667 |
This state has no enzyme activity. PLCb4 requires Ca2+
for activation. |
B5 |
PLC |
PLC-PIP2-Ca-Gq |
0 |
50 |
0 |
41.667 |
Fully activated form of PLCb4. PLCb hydrolyzes PIP2
into DAG and IP3. PLCb4 activation is dependent
on Gq, whereas some other PLCb subtypes are not. |
B6 |
PLC |
PLC-Ca |
0.5 |
50 |
0 |
41.667 |
The intermediate states of PLCb that do not
bind PIP2. We assumed that PLCb in the basal
states bind PIP2. |
B7 |
PLC |
PLC-Ca-Gq |
0 |
50 |
0 |
41.667 |
|
B8 |
PLC |
DAG |
0 |
0 |
0 |
0 |
Diacylglycerol activates no enzyme in the model because we do not
implement DAG-dependent enzymes such as protein kinase C. |
B9 |
PLC |
IP3_PSD |
0.12 |
12 |
0.1 |
10 |
IP3 is produced by PLCb in the PSD and diffuses
to the cytosol. |
C1 |
IP3deg |
IP3_spine |
6 |
600 |
0.1 |
10 |
We set the basal [IP3] to 0.1 mM in this
simulation. [IP3] measurement in living cells is difficult. The
only report is Luzzi et al. (1998)
J Biol Chem 273:28657-28662. They estimated 0.04 mM IP3
in Xenopus Oocytes by using capillary
electrophoresis. |
C2 |
IP3deg |
IP3_3-kinase |
52 |
54 |
0.86667 |
0.9 |
IP3 3-kinase, which phosphorylates IP3 to IP4.
In Takazawa et al. (1989) Biochem J 261:483-488, 0.020 mg of protein was
purified from 700 g of bovine brain tissue. The yield was 4.4% and the
molecular weight was 35000. Thus, 0.020 mg x (100%/4.4%) / (35000 g/mol) /
0.7 liter = 0.019 mM while assuming the specific gravity of the
tissue 1 kg/liter. This enzyme is highly localized in Purkinje
dendritic spines (Yamada et al.
(1993) Brain Res 606:335-340; Go et al.
(1993) Neurosci Lett 158:135-138). Therefore, we increased [IP3K] to 0.9 mM. |
C3 |
IP3deg |
IP3K-2Ca |
2 |
54 |
0.033333 |
0.9 |
Ca2+-bound state of IP3K. |
C4 |
IP3deg |
IP3K-2Ca-IP3 |
0 |
54 |
0 |
0.9 |
Ca2+- and IP3-bound state of IP3K. |
C5 |
IP3deg |
IP3_5-phos |
58.8 |
60 |
0.98 |
1 |
IP3 5-phosphatase, which dephosphorylates IP3
to IP2. From Verjans et al.
(1992) Eur J Biochem 204:1083-1087, 0.806 mg of IP5P was obtained from 2 kg
of brain tissue. The yield was 15% and the molecular weight was 43,000. Thus,
0.806 mg x (100%/15%) / (43000 g/mol) / 2 liter brain = 0.06 mM, while
assuming the specific gravity of the tissue 1 kg/liter. A study using antibodies
showed that the enzyme was highly expressed in the Purkinje neurons (De Smedt
et al. (1996) JBC 271:10419-10424).
Thus, we increased it to 1 mM. |
C6 |
IP3deg |
IP5P-IP3 |
1.2 |
60 |
0.02 |
1 |
Intermediate binding state of IP3 5-phosphatase and IP3. |
D1 |
IP3R |
IP3Rec |
14.22 |
16 |
0.237 |
0.26667 |
IP3R type 1 is highly expressed in Purkinje cells. We
counted 16 immunogold spots in the figure of the PF spine slice in Otsu et al. (1990) Cell Struct Function 15:163-173.
Since the slice has 1/4 thickness of a spine and IP3Rs are
homotetramers, the number of IP3Rs in a PF spine was estimated to
be 16 (= 16 /(1/4) /4). |
D2 |
IP3R |
IP3R-IP3 |
0.06 |
16 |
0.1 |
0.26667 |
IP3-bound state of IP3Rs. In our IP3R
kinetics model, IP3 binding to IP3Rs allows activation
of the IP3Rs by Ca2+. |
D3 |
IP3R |
IP3R_open |
0.01 |
16 |
0.00016667 |
0.26667 |
Open state of IP3Rs. |
D4 |
IP3R |
IP3R-Ca |
1.5 |
16 |
0.025 |
0.26667 |
Inactivation state of IP3Rs, bound to one Ca2+
ion. |
D5 |
IP3R |
IP3R-2Ca |
0.18 |
16 |
0.003 |
0.26667 |
Inactivation state of IP3Rs, bound to two Ca2+
ions. |
D6 |
IP3R |
IP3R-3Ca |
0.03 |
16 |
0.0005 |
0.26667 |
Inactivation state of IP3Rs, bound to three Ca2+
ions. |
D7 |
IP3R |
IP3R-4Ca |
0 |
16 |
0 |
0.26667 |
Inactivation state of IP3Rs, bound to four Ca2+
ions. |
E1 |
CaReg |
CaSpine |
3.6 |
3.6 |
0.06 |
0.06 |
Free cytosolic Ca2+ concentration, [Ca2+]i.
The basal [Ca2+]i is set to 0.06 mM. |
E2 |
CaReg |
Ca2+PSD |
0.072 |
0.072 |
0.06 |
0.06 |
Ca2+ concentration in the postsynaptic density. This
concentration is used only for Ca2+-dependent PLCb activation. It has
a slight effect on IP3 productivity of PLCb in the PSD. |
E3 |
CaReg |
SERCA |
148 |
155 |
2.4667 |
2.5833 |
Sacro- and endoplasmic reticulum Ca2+-ATPase. SERCA is a
dominant protein in the ER, constituting 80% of the ER membrane protein
(Stryer Biochemistry 5th edition). SERCA type 2 is dominant in the
Purkinje cells (Takei et al. (1992)
J Neurosci 12:489-505). We assumed the number of SERCA so that [Ca2+]ER
is 150 mM at the basal state. |
E4 |
CaReg |
SERCA-2Ca |
7 |
155 |
0.11667 |
2.5833 |
Ca2+-bound state of SERCA. |
E5 |
CaReg |
PMCA |
68 |
108 |
1.1333 |
1.8 |
Plasma membrane Ca2+-ATPase. Type 2 of PMCA is abundant in
Purkinje cells (de Talamoni et al.
(1993) PNAS 90:11949-11953). PMCA has higher affinity and lower capacity than
Na+/Ca2+ exchangers. At the basal [Ca2+]i,
PMCA pumps out much more Ca2+ ions than Na+/Ca2+.
We chose [PMCA] so that [Ca2+]i is 0.06 mM at the basal
state. |
E6 |
CaReg |
PMCA-Ca |
40 |
108 |
0.66667 |
1.8 |
Ca2+-bound state of PMCA. |
E7 |
CaReg |
NCX |
32 |
32 |
0.53333 |
0.53333 |
Na+/Ca2+ exchangers. They use Na+
electrochemical gradient across the plasma membrane as their energy source. Note
that we do not model membrane potential. NCXs play a major role in pumping
out intracellular Ca2+ at micromolar levels of [Ca2+]i |
E8 |
CaReg |
NCX-2Ca |
0 |
32 |
0 |
0.53333 |
Ca2+-bound state of Na+/Ca2+
exchangers. |
E9 |
CaReg |
CaStore |
1800 |
30000 |
150 |
2500 |
Free Ca2+ concentration in the ER, [Ca2+]ER,
was previously assumed to be more than 1 mM in 1990s (for example, Fiala et al. (1996) J Neurosci 16:3760-3774;
Bezprozvanny and Ehrich (1994) J Gen Physiol 104:821-856). Recent studies
using low-affinity Ca2+ indicators implied [Ca2+]ER
at submicromolar levels (e.g. Park et
al. (2000) EMBO J 19:5729-5739). Thus, we used 150 mM [Ca2+]ER
in the simulation. |
E10 |
CaReg |
calreticulin |
9.6x105 |
1.032x106 |
80000 |
86000 |
A well-known Ca2+ buffer in the ER. We took the Ca2+
biding ratio in the ER to be 5. Bound Ca2+ is 5 times free Ca2+
in the ER at the basal [Ca2+]ER. |
E11 |
CaReg |
calreticulin-Ca |
72,000 |
1.032x106 |
6000 |
86000 |
Ca2+-bound state of calreticulin. |
E12 |
CaReg |
Ca_ext |
1.2x107 |
1.2x107 |
2000 |
2000 |
Extracellular Ca2+ concentration. |
F1 |
CaBuf |
MgGreen |
14940 |
15000 |
249 |
250 |
Magnesium Green 1. This low-affinity Ca2+ indicator was
used at 250-500 mM in Wang et
al. (2000) Nat Neurosci 3:1266-1273. To compare our simulation results
with the Ca2+ imaging directly, we included 250 mM MgGreen in our
model. |
F2 |
CaBuf |
MgGreen* |
60 |
15000 |
1 |
250 |
Ca2+-bound form of MgGreen. MgGreen* (Ca2+-bound
form) has twice the fluorescence of MgGreen (Ca2+-nonbound form).
Thus, Fmax/Fmin = 2. |
F3 |
CaBuf |
parvalbumin |
1380 |
3000 |
23 |
50 |
Parvalbumin is highly expressed in GABAergic neurons, including
Purkinje cells (de Talamoni et al.
(1993) PNAS 90:11949-11953). Considering the high binding ratio at the basal
[Ca2+]i (Fierro and Llano (1996) J Physiol
496:617-625), the concentration in parvalbumin should be tens of micromolars. |
F4 |
CaBuf |
PV-Ca |
1620 |
3000 |
27 |
50 |
Ca2+-bound state of parvalbumin. |
F5 |
CaBuf |
Calbindin-D28k |
5850 |
6000 |
97.5 |
100 |
Calbindin-D28k is highly expressed in Purkinje cells. Ca2+
decay in mutant mice with no calbindin-D28k gene was faster than in
wild-type mice (Airaksinen et al. (1997)
PNAS 94:1488-1493). Although Maeda et
al. (Neuron 24:989-1002 (1999)) studied the effect of Ca2+
buffers in cerebellar Purkinje cells and estimated 360 mM [CB], they neglected
effects of other high-affinity buffers and Ca2+ pumps dependent on
[Ca2+]i. [CB] was estimated to be 100 mM in our
simulation. |
F6 |
CaBuf |
CB-2Ca |
150 |
6000 |
2.5 |
100 |
Ca2+-bound state of calbindin-D28k. |
F7 |
CaBuf |
LowAffBuf |
5997 |
6000 |
99.95 |
100 |
Purkinje cells contain low-affinity buffers at high concentrations (Maeda
et al. (1999) Neuron 24:989-1002).
We fitted the binding ratio in our model to the binding ratio in their Fig. 6
by using two buffers. Low-affinity buffer 1 (LAB) is non-cooperative, and
Hill coefficient is 1. |
F8 |
CaBuf |
LAB-Ca |
3 |
6000 |
0.05 |
100 |
Ca2+-bound state of low-affinity buffer 1. |
F9 |
CaBuf |
LowAffBuf2 |
6000 |
6000 |
100 |
100 |
Purkinje cells contain low-affinity buffers at high concentration (Maeda
et al. (1999) Neuron 24:989-1002). We
fitted the biding ratio curve in their Fig. 6 by using two buffers. Low-affinity
buffer 2 (LAB2) is cooperative, and the Hill coefficient is 2. |
F10 |
CaBuf |
LAB2-2Ca |
0 |
6000 |
0 |
100 |
Ca2+-bound state of low-affinity buffer 2. |