Parameters

Emergent Properties of Networks of Biological Signaling Pathways Constants and Database of References Simulation Parameters
Source: Science Vol. 283: 381-387 (1999)

Michaelis-Menten equation and relationship to rate consts.

Genesis formulation:
S + E <--k2---k1--> SE ---k3---> P + E
Where S is substrate, E is enzyme, SE is enzyme complex, and P is product.

Vmax = max velocity = k3.
Derivation:
Substrate is saturating, so all of E is in SE form.
So Vmax.[Etot] = [SE].k3 == [Etot].k3

Km = (k3 + k2)/k1 (by definition)

Standard assumption in models (unless explicit information is available about rate consts)

k2 = k3 * 4
This is not entirely arbitrary. In many enzymes k2 >> k3. If k2 is small compared to k3 then a huge proportion of the enzyme will be in the complex form, assuming Km is fixed. In such cases it may be better to explicitly model the entire reaction rather than use the enzyme object. The factor of 4 keeps the amount of enz complex fairly small while avoiding extreme rate consts which might cause numerical difficulties.

Standard bimolecular reaction

 A + B <--kb---kf--> C
Where A and B are reactants and C is the product. Note that this is completely reversible. The equilibrium dissociation constt is:

Kd = kb/kf
(by definition)
So if B is limiting, and half of B is bound, then at equil
[A][Bhalf].kf = [Chalf == Bhalf].kb => [A] = kb/kf = Kd so Kd is that conc of A at which half of B is in the bound form.
And, obviously, the association or binding constt is:
Ka = kf/kb = 1/Kd

Proportion of protein to cell wt: 15% (Lehninger pg 19)

Proportion of lipid to cell wt: 2%

On average, about 50% of membrane wt is protein (up to 75% in some organelles) (Alberts et al. First ed. p 264). So maybe 2% of cell mass is membrane protein.

Volume of 'cell' in model:

1e-15 m^3 = 10 uM cube = 1e-12 liters = 1e-6 ul

- Scale factor from uM to #/cell (used extensively in model)

1 uM = 6e5 #/cell
Derivation:
Vol of cell = 1e-12 liters
so 1uM = 1e-18 moles = 6.023e5 molecules/cell

Conversion from umol/min/mg to #/sec/#:
1 min = 60 sec
1 mg = (1e-3/Mwt) * 1e6 umol
so 1 umol/min/mg = Mwt/(60 * 1e3) #/sec/# = Mwt/6e4 #/sec/#

Example Calculation of kf and kb from Kd and tau for A + B <====> C
Assume tau is 1/second
Assume Kd is 1 uM.
Then kb is approx 1/sec too.

Kd = kb/kf

so kf = kb/Kd = 1/sec * 1/(1 uM)

1 uM = 6e5 #/cell

so kf = 1/sec * 1/(6e5 #) = 1.667e-6 . 1/sec . 1/#

(The numbers would subsequently be refined using simulations to match the experiments).

 

Reaction Units

Reaction rate units are in number of reactant molecules and seconds, i.e. 1/sec for zeroth order, 1/(#.sec) for first order, and so on. This formulation is independent of volume terms and is therefore appropriate when considering interactions between compartments with different volumes.

Enzyme units

Enzyme Km is in microMolar and Vmax in 1/sec.

Concentration units

Concentrations are in microMolar. In the case of membrane-bound molecules the volume calculations assume normal cellular ratios of membrane to cytosol.

 


Simulation parameters: EGFR


Reaction A: EGFR and SoS 
References
Figure  Reac #  kf  kb 
0.000007  0.25 
0.002  0.00033 
0.0016667 
4.1667E-08  0.0168 
8.333E-07  0.1 
0.001 
10  4.1667E-08  0.0168 
Enzymes A: EGF and EGFR 
References
Figure  Enz #  Km  Vmax 
0.833333333  0.2 
0.50505  0.02 
2.564166667  10 

 

Concs A: EGFR 
References
Figure  Name  Conc 
EGFR  0.16667 
SHC  0.5 
Grb2 
SoS  0.1 

A: EGFR:

  1. S. H. Ryu, K. S. Cho, K.-Y Lee, P.-G. Suh, S. G. Rhee, J. Biol. Chem. 262, 12511 (1987)
  2. S. Okada, K. Yamauchi, J. E. Pessin, J. Biol. Chem. 270, 20737 (1995)
  3. K. K. Teng et al., J. Biol. Chem. 270, 20677 (1995)
  4. S. B. Waters et al., J. Biol. Chem. 271, 18224 (1996)
  5. K. Helin and L. Beguinot, J. Biol. Chem. 266, 8363 (1991)
  6. Grb2/Sos interaction: Y. M. Chook, G. D. Gish, C. M. Kay, E. F. Pai, T. Pawson, J. Biol. Chem. 271, 30472 (1996).

Simulation parameters: Ras activation

Reaction B: Ras activation 
References
Figure  Reac #  kf  kb 
0.1 
0.0001 
0.00001 
12  0.0001 
Enzymes B: Ras activation 
References
Figure  Enz #  Km  Vmax 
7.5 
3.333333333 
3.333333333 
0.50505  0.02 
10  0.50505  0.02 
11  0.50505  0.02 
13  1.0104  10 

 

Concs B: Ras 
References
Figure  Name  Conc 
inact_GEF  0.1 
GAP  0.002 
GDP_Ras  0.2 

B: Ras:

  1. CaM activation of Ras: C. L. Farnsworth et al., Nature 376, 524 (1995)
  2. PKC activation of Ras: S. Orita et al., J. Biol. Chem. 268, 25542 (1993)
  3. PKC activation of Ras: W. Kolch et al., Nature 364, 249 (1993)
  4. E. Gulbins et al., Mol. Cell Biol. 14, 906 (1994)
  5. bg activation: M. S. Boguski and F. McCormick, Nature 366, 643 (1993),
  6. H. Daub, F. Ullrich Weiss, C. Wallasch, A. Ullrich, Nature 379, 557 (1996)
  7. EGF activation: T. Sasaoka, W. J. Langlois, J. W. Leitner, B. Draznin, J. M. Olefsky, J. Biol. Chem. 269, 32621 (1994)
  8. PKA inactivation: P. L. Hordijk, I. Verlaan, K. Jalink, E. J. van Corven, W. H. Moolenaar, J. Biol. Chem. 269, 3534 (1994)
  9. B. M. T. Burgering, G. J. Pronk, P. C. van Weeren, P. Chardin, J. L. Bos, EMBO J. 12, 4211 (1993)

Simulation parameters: Adenylyl Cyclases 1/8 and 2

Reaction C: Adenylyl Cyclases 1/8 and 2 
References
Figure  Reac #  kf  kb 
0.00021 
0.000083333 
0.00083333 
0.1 
10  0.0013888 
13  0.1 
16  0.0012 
Enzymes C: Adenylyl Cyclases 1/8 and 2 
References
Figure  Enz #  Km  Vmax 
20  18 
20  18 
20  18 
33.33333333 
20.115 
11  60  54 
12  7.5 
14  19.84166667  10 
15  19.84166667  20 
17  40  1.667 
18  40  10 

 

Concs C: Adenylyl Cyclases 1/8 and 2 
References
Figure  Name  Conc 
ATP  5000 
AC1  0.02 
AC2  0.015 
cAMP_PDE  0.45 
PDE1 

C: AC 1/8, AC2:

J. P. Pieroni, O. Jacobowitz, J. Chen, R. Iyengar, Curr. Opin. Neurobiol. 3, 345 (1993)

O. Jacobowitz, J. Chen, R. T. Premont, R. Iyengar, J. Biol. Chem. 268, 3829 (1993)

W.-J. Tang, J. Krupinski, A. G. Gilman, J. Biol. Chem. 266, 8595 (1991)

M. Yoshimura and D. M. F. Cooper, J. Biol. Chem. 268, 4604 (1993)

K. D. Lustig, B. R. Conklin, P. Herzmark, R. Taussig, H. R. Bourne, J. Biol. Chem. 268, 13900 (1993)

PKA stimulation of PDE: C. Sette, E. Vicini, M. Conti, J. Biol. Chem. 269, 18271 (1994).


Simulation parameters: mGluR and Gq

Reaction D: mGluR and Gq 
References
Figure  Reac #  kf  kb 
500  1000 
0.000028  0.1 
0.000028  10 
0.000001 
0.00000001  0.0001 
0.01 
0.0133 
0.00001 
0.0001 

 

Concs D: mGluR and Gq 
References
Figure  Name  Conc 
G_GDP 
mGluR  0.3 

D: mGluR/Gq Gq:

S. P. Fay, R. G. Posner, W. N. Swann, L. A. Sklar, Biochem. 30, 5066 (1991)

I.-H. Pang and P. Sternweis, J. Biol. Chem. 265, 18707 (1990)

mGluR: M. Martin, J. M. Sanz, A. Cubero, FEBS Lett 316, 191 (1993)

K. Nakamura, T. Nukada, T. Haga, H. Sugiyama, J. Physiol. Lond. 474, 35 (1994)

combined: Berstein et al., J. Biol. Chem. 267, 8081 (1992).


Simulation parameters: PLA2 and AA

Reaction E: PLA2 and AA 
References
Figure  Reac #  kf  kb 
0.000000002  0.5 
1.6667E-06  0.1 
0.00000002  0.1 
0.000000005 
10  0.17 
11  0.00001  0.1 
13  0.4 
Enzymes E: PLA2 
References
Figure  Enz #  Km  Vmax 
20  11.04 
20  5.4 
20  36 
20  60 
25.64166667  20 
E 12  20  120 

 

Concs E: PLA2 
References
Figure  Name  Conc 
PIP2*  2.5 
PLA2_cyt  0.4 
APC  30 

E: PLA2:

MAPK activation: R. A. Nemenoff et al., J. Biol. Chem. 268, 1960 (1993)

J. Wijkander and R.Sundler, Eur. J. Biochem. 202, 873 (1991)

C. C. Leslie and J. Y. Channon, Biochim. Biophys. Acta 1045, 261 (1990)

L.-L. Lin et al., Cell 72, 269 (1993)

C. C. Leslie, J. Biol. Chem. 266, 11366 (1991).


Simulation parameters: PLC-gamma

Reaction F: PLC-gamma 
References
Figure  Reac #  kf  kb 
0.0003  10 
0.05 
0.00002  10 
Enzymes F: PLC-gamma 
References
Figure  Enz #  Km  Vmax 
97  14 
0.333333333  0.2 
19.79166667  57 

 

Concs F: PLC_gamma 
References
Figure  Name  Conc 
PLC_g  0.82 
PIP2  10 

F: PLCg:

M. I. Wahl, G. A. Jones, S. Nishibe, S. G. Rhee, G. Carpenter, J. Biol. Chem. 267, 10447 (1992)

S. Nishibe et al., Science 250, 1253 (1990)

C.-Y. J. Hsu, D. R. Hurwitz, M. Mervic, A. Zilberstein, J. Biol. Chem. 266, 603 (1991)

S. H. Ryu, K. S. Cho, K.-Y. Lee, P.-G Suh, S. G. Rhee, J. Biol. Chem. 262, 12511 (1987).


Simulation parameters: PLC-beta

Reaction G: PLC-beta 
References
Figure  Reac #  kf  kb 
0.000005 
0.0000042 
0.00005 
0.000042 
0.0133 
0.15 
2.5 
Enzymes G: PLC-beta 
References
Figure  Enz #  Km  Vmax 
48 
19.84166667  10 

 

Concs G: PLC_beta 
References
Figure  Name  Conc 
PIP2  10 
PLC  0.8 

G: PLCb:

S. H. Ryu, K. S. Cho, K.-Y. Lee, P.-G Suh, S. G. Rhee, J. Biol. Chem. 262, 12511 (1987)

A. V. Smrcka, J. R. Hepler, K. O. Brown, P. C. Sternweis, Science 251, 804 (1991)

P. C. Sternweis, A. V. Smrcka, S. Gutowski, Phil. Trans. R. Soc. Lond. B. 336:1276, 35-41 (1992).


Simulation parameters: MAPK cascade

Reaction H: MAPK cascade 
References
Figure  Reac #  kf  kb 
0.00004  0.5 
Enzymes H: MAPK cascade 
References
Figure  Enz #  Km  Vmax 
66.66666667 
25.64166667  10 
15.6565 
15.6565 
0.159091667  0.105 
0.159091667  0.105 
15.6565 
15.6565 
10  0.046296667  0.15 
11  0.046296667  0.15 
12  0.066666667 
13  0.066666667 

 

Concs H: MAPK cascade 
References
Figure  Name  Conc 
MKP1  0.0032 
PP2A  0.224 
craf_1  0.2 
MAPKK  0.18 
MAPK  0.36 

H: MAPK:

Ras activation by PKC: W. Kolch et al., Nature 364, 249 (1993)

MAPKK activation by Ras: J. M. Kyriakis et al., Nature 358, 417 (1992)

MAPKK activation by Ras: T. Force et al., Proc. Natl. Acat. Sci. U.S.A. 91, 1270 (1994)

MAPK: R. Seger et al., J. Biol. Chem. 267, 14373 (1992)

MAPK: T. A. J. Haystead, P. Dent, J. Wu, C. M. M. Haystead, T. W. Sturgill, FEBS Lett. 306, 17 (1992)

MAPK: J. S. Sanghera, H. B. Paddon, S. A. Bader, S. L. Pelech, J. Biol. Chem. 265, 52 (1990)

Combined: C.-Y. F. Huang, J. E. Ferrell, Jr., Proc. Natl. Acad. Sci. U.S.A. 93, 10078 (1996).


Simulation parameters: CaMKII

Reaction I: CaMKII 
References
Figure  Reac #  kf  kb 
0.000083333 
0.001667  0.1 
0.003 
Enzymes I: CaMKII 
References
Figure  Enz #  Km  Vmax 
1.62  0.5 
1.62  0.5 
2.5  0.5 
2.5  0.5 
5.1  0.35 
5.1  0.35 
10  1.62 
11  1.62 
12  2.5 
13  2.5 
14  5.099  0.35 
15  5.099  0.35 
16 5.099  0.35 

 

Concs I: CaMKII 
References
Figure  Name  Conc 
CaMKII  70 

I: CaMKII:

P. I. Hanson, T. Meyer, L. Stryer, H. Schulman, Neuron 12, 943 (1994)

P. I. Hanson and H. Schulman, Ann. Rev. Biochem. 61, 559 (1992)

P. I. Hanson and H. Schulman, J. Biol. Chem. 267, 17216 (1992)

S. G. Miller and M. B. Kennedy, Cell 44, 861 (1986)

J. E. Lisman, Trends Neurosci. 17, 406 (1994)

J. E. Lisman and M. A. Goldring, Proc. Natl. Acad. Sci. U.S.A. 85, 5320 (1988).


Simulation parameters: PKA

Reaction J: PKA 
References
Figure  Reac #  kf  kb 
0.00009  33 
0.00009  33 
0.000125  110 
0.000125  32.5 
60  0.00003 
60  0.00003 
0.0001 

 

Concs J: PKA 
References
Figure  Name  Conc 
R2C2  0.5 
PKA_inhibitor  0.25 

J: PKA:

S. O. Doskeland and D. Ogreid, J. Biol. Chem. 259, 2291 (1984)

S. O. Doskeland and D. Ogreid, Int. J. Biochem. 13, 1 (1981)

P. Hasler, J. J. Moore, G. M. Kammer, FASEB J. 6, 2735 (1992)

S. B. Smith, H. D. White, J. B. Siegel, E. G. Krebs, , Proc. Natl. Acad. Sci. U.S.A. 78, 1591 (1981).


Simulation parameters: PKC

Reaction K: PKC 
References
Figure  Reac #  kf  kb 
50 
2E-10  0.1 
1.2705  3.5026 
0.000000002  0.1 
0.1 
0.2 
0.000001  0.5 
1.3333E-08  8.6348 
0.000000001  0.1 
10  0.00000003 

 

Concs K: PKC 
References
Figure  Name  Conc 
PKC_inactive 

K: PKC:

Review: Y. Nishizuka, Nature 334, 661 (1988)

J. D. Schaechter and L. I. Benowitz, J. Neurosci. 13, 4361 (1993)

T. Shinomura, Y. Asaoka, M. Oka, K. Yoshida, Y. Nishizuka, Proc. Natl. Acad. Sci. U.S.A. 88, 5149 (1991)

U. Kikkawa, Y. Takai, R. Minakuchi, S. Inohara, Y. Nishizuka, J. Biol. Chem. 257, 13341 (1982).


Simulation parameters: Calcium regulation

Reaction L: Calcium regulation 
References
Figure  Reac #  kf  kb 
25 
0.00000001  144 
1.2E-11 
1E-20 
Enzymes L: Ca pump 
References
Figure  Enz #  Km  Vmax 
0.2  72 

 

Concs L: Ca regulation 
References
Figure  Name  Conc 
Ca  0.08 
Ca_stores  6.3328 
Stores_Leak  0.001 
Ca_transp  0.0083838 
IP3R  0.016643 
Ca_pump  0.00083333 
Ca_ext  4000 
Extracell_Leak  0.00083333 
Cap_channel  0.00083333 

Channel Permeabilities

Permeability 
References
Figure  Channel  Permeability 
0.004 
0.005 
19.2 

L: Ca:

R. N. McBurney and I. R. Neering Trends Neurosci. 10, 164 (1987)

T. Meyer and L. Stryer, Proc. Natl. Acad. Sci. U.S.A. 85, 5051 (1988)

D. A. Lauffenburger and J. J. Linderman, Receptors: models for binding, trafficking and signaling. (Oxford University Press, New York, 1993).


Simulation parameters: CaM

Reaction M: CaM 
References
Figure  Reac #  kf  kb 
2E-10  72 
0.000006  10 
0.000000775  10 
0.0000005 
0.005 
Enzymes M: CaM 
References
Figure  Enz #  Km  Vmax 
10.012  0.67 
28.62666667  0.58 
28.595  0.35 

 

Concs M: CaM 
References
Figure  Name  Conc 
CaM  20 
neurogranin  10 

M: CaM:

W. Drabikowski, H. Brzeska, S. Yu. Venyaminov, J. Biol. Chem. 257, 11584 (1982)

T. Meyer, P. I. Hanson, L. Stryer, H. Schulman, Science 256, 1199 (1992)

S. Forsen, H. J. Vogel, T. Drakenberg, Calcium and cell function VI, 113 (1986)

P. Stemmer and C. B. Klee, Biochemistry 33, 6859 (1994)

J. R. Slemmon and M. R. Martzen, J. Neurochem. 64, 92 (1995)

K.-P. Huang, F. L. Huang, H.-C. Chen, Arch. Biochem. Biophys. 305, 570 (1993).


Simulation parameters: CaN/PP2B (Calcineurin)

Reaction N: CaN/PP2B (Calcineurin) 
References
Figure  Reac #  kf  kb 
2.78E-08 
1E-11 
0.001 
0.00000373 
0.0000004 

 

Concs N: Calcineurin/PP2B 
References
Figure  Name  Conc 
Calcineurin 

N: Calcineurin (CaN, PP2B):

P. Stemmer and C. B. Klee, Biochem. 33, 6859 (1994)

M. C. Mumby and G. Walter, Physiol. Rev. 73, 673 (1993)

B. A. Perrino et al., J. Biol. Chem. 267, 15965 (1992)

K. Seki, H.-C. Chen, K.-P. Huang, Arch. Biochem. Biophys. 316, 673 (1995).


Simulation parameters: PP1

Reaction O: PP1 
References
Figure  Reac #  kf  kb 
0.0008333  0.1 
Enzymes O: PP1 
References
Figure  Enz #  Km  Vmax 
7.828333333 
4.970833333  0.34 
4.970833333  0.34 
7.828333333 
7.5 
4.97  0.034 

 

Concs O: PP1 
References
Figure  Name  Conc 
PP1_active  1.8 
PP2A  0.12 
I1  1.8 

O: PP1:

J. Lisman, Trends Neurosci. 17, 406 (1994)

P. Cohen, Ann. Rev. Bioch. 58, 453 (1989)

P. Stralfors, Eur. J. Biochem. 149, 295 (1985)

Y. Saitoh, H. Yamamoto, K. Fukunaga, Y. Matsukado, E. Miyamoto, J. Neuroch. 49, 1286 (1987)

J. G. Foulkes, S. J. Strada, P. J. F. Henderson, P. Cohen, Eur. J. Biochem. 132, 309 (1983).

 

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