# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 9 sizeConstants = 40 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 (hour)" legend_states[0] = "pRB in component pRB (CONC)" legend_constants[0] = "k1 in component model_parameters (dimensionless)" legend_states[1] = "E2F1 in component E2F1 (CONC)" legend_constants[1] = "km1 in component model_parameters (dimensionless)" legend_constants[2] = "j11 in component model_parameters (dimensionless)" legend_constants[3] = "j61 in component model_parameters (dimensionless)" legend_constants[4] = "k16 in component model_parameters (dimensionless)" legend_states[2] = "CycDa in component CycDa (CONC)" legend_constants[5] = "k61 in component model_parameters (dimensionless)" legend_states[3] = "pRBp in component pRBp (CONC)" legend_constants[6] = "phi_pRB in component model_parameters (dimensionless)" legend_constants[7] = "kp in component model_parameters (dimensionless)" legend_constants[8] = "k2 in component model_parameters (dimensionless)" legend_constants[9] = "a in component model_parameters (dimensionless)" legend_constants[10] = "km2 in component model_parameters (dimensionless)" legend_constants[11] = "j12 in component model_parameters (dimensionless)" legend_constants[12] = "j62 in component model_parameters (dimensionless)" legend_constants[13] = "phi_E2F1 in component model_parameters (dimensionless)" legend_constants[14] = "k34 in component model_parameters (dimensionless)" legend_states[4] = "CycDi in component CycDi (CONC)" legend_constants[15] = "km4 in component model_parameters (dimensionless)" legend_constants[16] = "k43 in component model_parameters (dimensionless)" legend_constants[17] = "phi_CycDa in component model_parameters (dimensionless)" legend_constants[18] = "k3 in component model_parameters (dimensionless)" legend_states[5] = "AP1 in component AP1 (CONC)" legend_constants[19] = "k23 in component model_parameters (dimensionless)" legend_constants[20] = "j13 in component model_parameters (dimensionless)" legend_constants[21] = "j63 in component model_parameters (dimensionless)" legend_constants[22] = "phi_CycDi in component model_parameters (dimensionless)" legend_constants[23] = "Fm in component model_parameters (dimensionless)" legend_constants[24] = "k25 in component model_parameters (dimensionless)" legend_constants[25] = "j15 in component model_parameters (dimensionless)" legend_constants[26] = "j65 in component model_parameters (dimensionless)" legend_constants[27] = "phi_AP1 in component model_parameters (dimensionless)" legend_constants[28] = "k67 in component model_parameters (dimensionless)" legend_states[6] = "CycEa in component CycEa (CONC)" legend_constants[29] = "k76 in component model_parameters (dimensionless)" legend_states[7] = "pRBpp in component pRBpp (CONC)" legend_constants[30] = "phi_pRBp in component model_parameters (dimensionless)" legend_constants[31] = "phi_pRBpp in component model_parameters (dimensionless)" legend_states[8] = "CycEi in component CycEi (CONC)" legend_constants[32] = "k28 in component model_parameters (dimensionless)" legend_constants[33] = "j18 in component model_parameters (dimensionless)" legend_constants[34] = "j68 in component model_parameters (dimensionless)" legend_constants[35] = "k98 in component model_parameters (dimensionless)" legend_constants[36] = "k89 in component model_parameters (dimensionless)" legend_constants[37] = "km9 in component model_parameters (dimensionless)" legend_constants[38] = "phi_CycEi in component model_parameters (dimensionless)" legend_constants[39] = "phi_CycEa in component model_parameters (dimensionless)" legend_rates[0] = "d/dt pRB in component pRB (CONC)" legend_rates[1] = "d/dt E2F1 in component E2F1 (CONC)" legend_rates[2] = "d/dt CycDa in component CycDa (CONC)" legend_rates[4] = "d/dt CycDi in component CycDi (CONC)" legend_rates[5] = "d/dt AP1 in component AP1 (CONC)" legend_rates[3] = "d/dt pRBp in component pRBp (CONC)" legend_rates[7] = "d/dt pRBpp in component pRBpp (CONC)" legend_rates[8] = "d/dt CycEi in component CycEi (CONC)" legend_rates[6] = "d/dt CycEa in component CycEa (CONC)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0 constants[0] = 1 states[1] = 0 constants[1] = 0.5 constants[2] = 0.5 constants[3] = 5 constants[4] = 0.4 states[2] = 0 constants[5] = 0.3 states[3] = 0 constants[6] = 0.005 constants[7] = 0.05 constants[8] = 1.6 constants[9] = 0.04 constants[10] = 4 constants[11] = 5 constants[12] = 8 constants[13] = 0.1 constants[14] = 0.04 states[4] = 0 constants[15] = 0.3 constants[16] = 0.01 constants[17] = 0.03 constants[18] = 0.05 states[5] = 0 constants[19] = 0.3 constants[20] = 0.002 constants[21] = 2 constants[22] = 0.023 constants[23] = 0 constants[24] = 0.9 constants[25] = 0.001 constants[26] = 6 constants[27] = 0.01 constants[28] = 0.7 states[6] = 0 constants[29] = 0.1 states[7] = 0 constants[30] = 0.06 constants[31] = 0.04 states[8] = 0 constants[32] = 0.06 constants[33] = 0.6 constants[34] = 7 constants[35] = 0.01 constants[36] = 0.07 constants[37] = 0.005 constants[38] = 0.06 constants[39] = 0.05 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = ((constants[0]*(states[1]/(constants[1]+states[1]))*(constants[2]/(constants[2]*states[0]))*(constants[3]/(constants[3]*states[3]))-constants[4]*states[0]*states[2])+constants[5]*states[3])-constants[6]*states[0] rates[1] = (constants[7]+constants[8]*((power(constants[9], 2.00000)+power(states[1], 2.00000))/(power(constants[10], 2.00000)+power(states[1], 2.00000)))*(constants[11]/(constants[11]+states[3]))*(constants[12]/(constants[12]+states[3])))-constants[13]*states[1] rates[2] = ((constants[14]*states[4]*states[2])/(constants[15]+states[2])-constants[14]*states[2])-constants[17]*states[2] rates[4] = ((constants[18]*states[5]+constants[19]*states[1]*(constants[20]/(constants[20]+states[0]))*(constants[21]/(constants[21]+states[3]))+constants[16]*states[2])-constants[14]*states[4]*(states[2]/(constants[15]+states[2])))-constants[22]*states[4] rates[5] = (constants[23]+constants[24]*states[1]*(constants[25]/(constants[25]+states[0]))*(constants[26]/(constants[26]+states[3])))-constants[27]*states[5] rates[3] = (((constants[4]*states[0]*states[2]-constants[5]*states[3])-constants[28]*states[3]*states[6])+constants[29]*states[7])-constants[30]*states[3] rates[7] = (constants[28]*states[3]*states[6]-constants[29]*states[7])-constants[31]*states[7] rates[8] = ((constants[32]*states[1]*(constants[33]/(constants[33]+states[0]))*(constants[34]/(constants[34]+states[3]))+constants[35]*states[6])-constants[36]*states[8]*(states[6]/(constants[37]+states[6])))-constants[38]*states[8] rates[6] = (constants[36]*states[8]*(states[6]/(constants[37]+states[6]))-constants[35]*states[6])-constants[39]*states[6] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) 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)