# Size of variable arrays: sizeAlgebraic = 18 sizeStates = 16 sizeConstants = 76 from math import * from numpy import * def createLegends(): legend_states = [""] * sizeStates legend_rates = [""] * sizeStates legend_algebraic = [""] * sizeAlgebraic legend_voi = "" legend_constants = [""] * sizeConstants legend_voi = "time in component environment (minute)" legend_states[0] = "N in component N (nanomolar)" legend_constants[0] = "KdN in component N (nanomolar)" legend_constants[1] = "vsN in component N (flux)" legend_constants[2] = "vdN in component N (flux)" legend_constants[3] = "kc in component model_parameters (first_order_rate_constant)" legend_constants[4] = "KIF in component model_parameters (nanomolar)" legend_states[1] = "F in component F (nanomolar)" legend_constants[5] = "epsilon in component model_parameters (dimensionless)" legend_constants[6] = "j in component model_parameters (dimensionless)" legend_states[2] = "Na in component Na (nanomolar)" legend_algebraic[0] = "Vtr in component Na (flux)" legend_constants[7] = "KdNa in component Na (nanomolar)" legend_constants[8] = "VdNa in component Na (flux)" legend_constants[9] = "kt1 in component Na (first_order_rate_constant)" legend_constants[10] = "kt2 in component Na (first_order_rate_constant)" legend_states[3] = "Nan in component Nan (nanomolar)" legend_constants[11] = "KdNan in component Nan (nanomolar)" legend_constants[12] = "VdNan in component Nan (flux)" legend_states[4] = "MF in component MF (nanomolar)" legend_constants[13] = "KdMF in component MF (nanomolar)" legend_constants[14] = "KIG1 in component MF (nanomolar)" legend_algebraic[1] = "vsFK in component MF (flux)" legend_constants[15] = "vsF in component MF (flux)" legend_constants[16] = "vmF in component MF (flux)" legend_constants[17] = "KA in component MF (nanomolar)" legend_states[5] = "K in component K (nanomolar)" legend_constants[18] = "p in component model_parameters (dimensionless)" legend_constants[19] = "KdF in component F (nanomolar)" legend_constants[20] = "vdF in component F (flux)" legend_constants[21] = "ksF in component F (first_order_rate_constant)" legend_algebraic[7] = "V1 in component Wnt_parameters (flux)" legend_constants[22] = "theta in component model_parameters (dimensionless)" legend_states[6] = "B in component B (nanomolar)" legend_constants[23] = "kd1 in component B (first_order_rate_constant)" legend_constants[24] = "vsB in component B (flux)" legend_algebraic[13] = "VK in component Wnt_parameters (flux)" legend_algebraic[17] = "VP in component Wnt_parameters (flux)" legend_algebraic[8] = "V2 in component Wnt_parameters (flux)" legend_constants[25] = "Kt in component Wnt_parameters (nanomolar)" legend_algebraic[2] = "AK in component Wnt_parameters (nanomolar)" legend_states[7] = "Bp in component Bp (nanomolar)" legend_constants[26] = "kd2 in component Bp (first_order_rate_constant)" legend_states[8] = "BN in component BN (nanomolar)" legend_states[9] = "MAx in component MAx (nanomolar)" legend_constants[27] = "v0 in component MAx (flux)" legend_constants[28] = "vMB in component MAx (flux)" legend_constants[29] = "vmd in component MAx (flux)" legend_constants[30] = "KaB in component MAx (nanomolar)" legend_constants[31] = "KaXa in component MAx (nanomolar)" legend_constants[32] = "Kmd in component MAx (nanomolar)" legend_constants[33] = "n in component MAx (dimensionless)" legend_constants[34] = "m in component MAx (dimensionless)" legend_constants[35] = "vMXa in component MAx (flux)" legend_states[10] = "Xa in component Xa (nanomolar)" legend_states[11] = "A in component A (nanomolar)" legend_constants[36] = "ksAx in component A (first_order_rate_constant)" legend_constants[37] = "vdAx in component A (flux)" legend_constants[38] = "KdAx in component A (nanomolar)" legend_constants[39] = "d1 in component Wnt_parameters (first_order_rate_constant)" legend_constants[40] = "a1 in component Wnt_parameters (second_order_rate_constant)" legend_constants[41] = "K1 in component Wnt_parameters (nanomolar)" legend_constants[42] = "K2 in component Wnt_parameters (nanomolar)" legend_constants[43] = "D in component Wnt_parameters (nanomolar)" legend_constants[44] = "KID in component Wnt_parameters (nanomolar)" legend_constants[45] = "kt3 in component Wnt_parameters (first_order_rate_constant)" legend_constants[46] = "kt4 in component Wnt_parameters (first_order_rate_constant)" legend_constants[47] = "VMK in component Wnt_parameters (flux)" legend_constants[48] = "VMP in component Wnt_parameters (flux)" legend_states[12] = "Rasa in component Rasa (nanomolar)" legend_algebraic[9] = "VaRas in component FGF_parameters (flux)" legend_algebraic[14] = "VdRas in component FGF_parameters (flux)" legend_constants[49] = "eta in component model_parameters (dimensionless)" legend_states[13] = "ERKa in component ERKa (nanomolar)" legend_algebraic[10] = "VaErk in component FGF_parameters (flux)" legend_algebraic[15] = "VdErk in component FGF_parameters (flux)" legend_algebraic[11] = "VaX in component FGF_parameters (flux)" legend_algebraic[16] = "VdX in component FGF_parameters (flux)" legend_states[14] = "MDusp in component MDusp (nanomolar)" legend_algebraic[6] = "VsMDusp in component FGF_parameters (flux)" legend_algebraic[12] = "VdMDusp in component FGF_parameters (flux)" legend_states[15] = "Dusp in component Dusp (nanomolar)" legend_constants[50] = "ksDusp in component Dusp (first_order_rate_constant)" legend_constants[51] = "vdDusp in component Dusp (flux)" legend_constants[52] = "KdDusp in component Dusp (nanomolar)" legend_algebraic[3] = "Rasi in component FGF_parameters (nanomolar)" legend_algebraic[4] = "ERKi in component FGF_parameters (nanomolar)" legend_algebraic[5] = "Xi in component FGF_parameters (nanomolar)" legend_constants[53] = "Rast in component FGF_parameters (nanomolar)" legend_constants[54] = "ERKt in component FGF_parameters (nanomolar)" legend_constants[55] = "Xt in component FGF_parameters (nanomolar)" legend_constants[56] = "kcDusp in component FGF_parameters (first_order_rate_constant)" legend_constants[57] = "VMaRas in component FGF_parameters (flux)" legend_constants[58] = "VMdRas in component FGF_parameters (flux)" legend_constants[59] = "VMaErk in component FGF_parameters (flux)" legend_constants[60] = "VMaX in component FGF_parameters (flux)" legend_constants[61] = "VMdX in component FGF_parameters (flux)" legend_constants[62] = "VMsMDusp in component FGF_parameters (flux)" legend_constants[63] = "VMdMDusp in component FGF_parameters (flux)" legend_constants[64] = "Fgf in component FGF_parameters (nanomolar)" legend_constants[65] = "KaFgf in component FGF_parameters (nanomolar)" legend_constants[66] = "KaRas in component FGF_parameters (nanomolar)" legend_constants[67] = "KdRas in component FGF_parameters (nanomolar)" legend_constants[68] = "KdErk in component FGF_parameters (nanomolar)" legend_constants[69] = "KaErk in component FGF_parameters (nanomolar)" legend_constants[70] = "KaX in component FGF_parameters (nanomolar)" legend_constants[71] = "KdX in component FGF_parameters (nanomolar)" legend_constants[72] = "KaMDusp in component FGF_parameters (nanomolar)" legend_constants[73] = "KdMDusp in component FGF_parameters (nanomolar)" legend_constants[74] = "q in component FGF_parameters (dimensionless)" legend_constants[75] = "r in component FGF_parameters (dimensionless)" legend_rates[0] = "d/dt N in component N (nanomolar)" legend_rates[2] = "d/dt Na in component Na (nanomolar)" legend_rates[3] = "d/dt Nan in component Nan (nanomolar)" legend_rates[4] = "d/dt MF in component MF (nanomolar)" legend_rates[1] = "d/dt F in component F (nanomolar)" legend_rates[5] = "d/dt K in component K (nanomolar)" legend_rates[6] = "d/dt B in component B (nanomolar)" legend_rates[7] = "d/dt Bp in component Bp (nanomolar)" legend_rates[8] = "d/dt BN in component BN (nanomolar)" legend_rates[9] = "d/dt MAx in component MAx (nanomolar)" legend_rates[11] = "d/dt A in component A (nanomolar)" legend_rates[12] = "d/dt Rasa in component Rasa (nanomolar)" legend_rates[13] = "d/dt ERKa in component ERKa (nanomolar)" legend_rates[10] = "d/dt Xa in component Xa (nanomolar)" legend_rates[14] = "d/dt MDusp in component MDusp (nanomolar)" legend_rates[15] = "d/dt Dusp in component Dusp (nanomolar)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0.5 constants[0] = 1.4 constants[1] = 0.23 constants[2] = 2.82 constants[3] = 3.45 constants[4] = 0.5 states[1] = 0.001 constants[5] = 0.3 constants[6] = 2.0 states[2] = 0.2 constants[7] = 0.001 constants[8] = 0.01 constants[9] = 0.1 constants[10] = 0.1 states[3] = 0.0 constants[11] = 0.001 constants[12] = 0.1 states[4] = 0.1 constants[13] = 0.768 constants[14] = 2.5 constants[15] = 3.0 constants[16] = 1.92 constants[17] = 0.05 states[5] = 3.0 constants[18] = 2.0 constants[19] = 0.37 constants[20] = 0.39 constants[21] = 0.3 constants[22] = 1.5 states[6] = 0.1 constants[23] = 0.0 constants[24] = 0.087 constants[25] = 3.0 states[7] = 0.1 constants[26] = 7.062 states[8] = 0.001 states[9] = 0.1 constants[27] = 0.06 constants[28] = 1.64 constants[29] = 0.8 constants[30] = 0.7 constants[31] = 0.05 constants[32] = 0.48 constants[33] = 2.0 constants[34] = 2.0 constants[35] = 0.5 states[10] = 0.1 states[11] = 0.1 constants[36] = 0.02 constants[37] = 0.6 constants[38] = 0.63 constants[39] = 0.1 constants[40] = 1.8 constants[41] = 0.28 constants[42] = 0.03 constants[43] = 2.0 constants[44] = 0.5 constants[45] = 0.7 constants[46] = 1.5 constants[47] = 5.08 constants[48] = 1.0 states[12] = 0.5 constants[49] = 0.3 states[13] = 0.2 states[14] = 0.1 states[15] = 0.1 constants[50] = 0.5 constants[51] = 2.0 constants[52] = 0.5 constants[53] = 2.0 constants[54] = 2.0 constants[55] = 2.0 constants[56] = 1.35 constants[57] = 4.968 constants[58] = 0.41 constants[59] = 3.30 constants[60] = 1.6 constants[61] = 0.5 constants[62] = 0.9 constants[63] = 0.5 constants[64] = 1.0 constants[65] = 0.5 constants[66] = 0.103 constants[67] = 0.1 constants[68] = 0.05 constants[69] = 0.05 constants[70] = 0.05 constants[71] = 0.05 constants[72] = 0.5 constants[73] = 0.5 constants[74] = 2.0 constants[75] = 2.0 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = constants[5]*(constants[1]-(constants[2]*(states[0]/(constants[0]+states[0]))+constants[3]*states[0]*((power(constants[4], constants[6]))/(power(constants[4], constants[6])+power(states[1], constants[6]))))) rates[1] = constants[5]*(constants[21]*states[4]-constants[20]*(states[1]/(constants[19]+states[1]))) rates[9] = constants[22]*((constants[27]+constants[28]*((power(states[8], constants[33]))/(power(constants[30], constants[33])+power(states[8], constants[33])))+constants[35]*((power(states[10], constants[34]))/(power(constants[31], constants[34])+power(states[10], constants[34]))))-constants[29]*(states[9]/(constants[32]+states[9]))) rates[15] = constants[49]*(constants[50]*states[14]-constants[51]*(states[15]/(constants[52]+states[15]))) algebraic[0] = constants[9]*states[2]-constants[10]*states[3] rates[2] = constants[5]*(constants[3]*states[0]*((power(constants[4], constants[6]))/(power(constants[4], constants[6])+power(states[1], constants[6])))-(constants[8]*(states[2]/(constants[7]+states[2]))+algebraic[0])) rates[3] = constants[5]*(algebraic[0]-constants[12]*(states[3]/(constants[11]+states[3]))) algebraic[1] = constants[15]*(constants[14]/(constants[14]+states[5])) rates[4] = constants[5]*(algebraic[1]*((power(states[3], constants[18]))/(power(constants[17], constants[18])+power(states[3], constants[18])))-constants[16]*(states[4]/(constants[13]+states[4]))) algebraic[2] = constants[25]-states[5] algebraic[7] = constants[39]*algebraic[2]-constants[40]*states[11]*states[5] rates[5] = constants[22]*algebraic[7] algebraic[8] = constants[46]*states[8]-constants[45]*states[6] rates[8] = -(constants[22]*algebraic[8]) rates[11] = constants[22]*((constants[36]*states[9]+algebraic[7])-constants[37]*(states[11]/(constants[38]+states[11]))) algebraic[6] = constants[62]*((power(states[10], constants[74]))/(power(constants[72], constants[74])+power(states[10], constants[74]))) algebraic[12] = constants[63]*(states[14]/(constants[73]+states[14])) rates[14] = constants[49]*(algebraic[6]-algebraic[12]) algebraic[3] = constants[53]-states[12] algebraic[9] = constants[57]*((power(constants[64], constants[75]))/(power(constants[65], constants[75])+power(constants[64], constants[75])))*(algebraic[3]/(constants[66]+algebraic[3])) algebraic[14] = constants[58]*(states[12]/(constants[67]+states[12])) rates[12] = constants[49]*(algebraic[9]-algebraic[14]) algebraic[4] = constants[54]-states[13] algebraic[10] = constants[59]*(states[12]/constants[53])*(algebraic[4]/(constants[69]+algebraic[4])) algebraic[15] = constants[56]*states[15]*(states[13]/(constants[68]+states[13])) rates[13] = constants[49]*(algebraic[10]-algebraic[15]) algebraic[5] = constants[55]-states[10] algebraic[11] = constants[60]*(states[13]/constants[54])*(algebraic[5]/(constants[70]+algebraic[5])) algebraic[16] = constants[61]*(states[10]/(constants[71]+states[10])) rates[10] = constants[49]*(algebraic[11]-algebraic[16]) algebraic[13] = constants[47]*(constants[44]/(constants[44]+constants[43]))*(states[6]/(constants[41]+states[6])) algebraic[17] = constants[48]*(states[7]/(constants[42]+states[7])) rates[6] = constants[22]*((constants[24]+algebraic[17]+algebraic[8])-(algebraic[13]*(algebraic[2]/constants[25])+constants[23]*states[6])) rates[7] = constants[22]*(algebraic[13]*(algebraic[2]/constants[25])-(algebraic[17]+constants[26]*states[7])) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = constants[9]*states[2]-constants[10]*states[3] algebraic[1] = constants[15]*(constants[14]/(constants[14]+states[5])) algebraic[2] = constants[25]-states[5] algebraic[7] = constants[39]*algebraic[2]-constants[40]*states[11]*states[5] algebraic[8] = constants[46]*states[8]-constants[45]*states[6] algebraic[6] = constants[62]*((power(states[10], constants[74]))/(power(constants[72], constants[74])+power(states[10], constants[74]))) algebraic[12] = constants[63]*(states[14]/(constants[73]+states[14])) algebraic[3] = constants[53]-states[12] algebraic[9] = constants[57]*((power(constants[64], constants[75]))/(power(constants[65], constants[75])+power(constants[64], constants[75])))*(algebraic[3]/(constants[66]+algebraic[3])) algebraic[14] = constants[58]*(states[12]/(constants[67]+states[12])) algebraic[4] = constants[54]-states[13] algebraic[10] = constants[59]*(states[12]/constants[53])*(algebraic[4]/(constants[69]+algebraic[4])) algebraic[15] = constants[56]*states[15]*(states[13]/(constants[68]+states[13])) algebraic[5] = constants[55]-states[10] algebraic[11] = constants[60]*(states[13]/constants[54])*(algebraic[5]/(constants[70]+algebraic[5])) algebraic[16] = constants[61]*(states[10]/(constants[71]+states[10])) algebraic[13] = constants[47]*(constants[44]/(constants[44]+constants[43]))*(states[6]/(constants[41]+states[6])) algebraic[17] = constants[48]*(states[7]/(constants[42]+states[7])) return algebraic def solve_model(): """Solve model with ODE solver""" from scipy.integrate import ode # Initialise constants and state variables (init_states, constants) = initConsts() # Set timespan to solve over voi = linspace(0, 10, 500) # Construct ODE object to solve r = ode(computeRates) r.set_integrator('vode', method='bdf', atol=1e-06, rtol=1e-06, max_step=1) r.set_initial_value(init_states, voi[0]) r.set_f_params(constants) # Solve model states = array([[0.0] * len(voi)] * sizeStates) states[:,0] = init_states for (i,t) in enumerate(voi[1:]): if r.successful(): r.integrate(t) states[:,i+1] = r.y else: break # Compute algebraic variables algebraic = computeAlgebraic(constants, states, voi) return (voi, states, algebraic) def plot_model(voi, states, algebraic): """Plot variables against variable of integration""" import pylab (legend_states, legend_algebraic, legend_voi, legend_constants) = createLegends() pylab.figure(1) pylab.plot(voi,vstack((states,algebraic)).T) pylab.xlabel(legend_voi) pylab.legend(legend_states + legend_algebraic, loc='best') pylab.show() if __name__ == "__main__": (voi, states, algebraic) = solve_model() plot_model(voi, states, algebraic)