Supplemental Tables: Parameter Tables

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.