# Size of variable arrays: sizeAlgebraic = 2 sizeStates = 34 sizeConstants = 55 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] = "v_c in component v_c (nanomolar)" legend_algebraic[0] = "dv_c_dt in component dv_c_dt (flux)" legend_constants[0] = "k_growth in component rate_constants (first_order_rate_constant)" legend_states[1] = "v_n in component v_n (nanomolar)" legend_algebraic[1] = "k_volume in component k_volume (dimensionless)" legend_states[2] = "mcln2_c in component mcln2_c (nanomolar)" legend_constants[1] = "k_50 in component rate_constants (first_order_rate_constant)" legend_constants[2] = "k_10 in component rate_constants (first_order_rate_constant)" legend_states[3] = "mcln2_n in component mcln2_n (nanomolar)" legend_states[4] = "mclb5_c in component mclb5_c (nanomolar)" legend_constants[3] = "k_51 in component rate_constants (first_order_rate_constant)" legend_constants[4] = "k_11 in component rate_constants (first_order_rate_constant)" legend_states[5] = "mclb5_n in component mclb5_n (nanomolar)" legend_constants[5] = "k_1 in component rate_constants (first_order_rate_constant)" legend_states[6] = "sbf_n in component sbf_n (nanomolar)" legend_constants[6] = "k_2 in component rate_constants (first_order_rate_constant)" legend_constants[7] = "k_39 in component rate_constants (first_order_rate_constant)" legend_constants[8] = "k_34 in component rate_constants (second_order_rate_constant)" legend_constants[9] = "k_35 in component rate_constants (first_order_rate_constant)" legend_states[7] = "sbfwhi5p_n in component sbfwhi5p_n (nanomolar)" legend_states[8] = "whi5_n in component whi5_n (nanomolar)" legend_states[9] = "sbfwhi5_n in component sbfwhi5_n (nanomolar)" legend_states[10] = "cln3_c in component cln3_c (nanomolar)" legend_constants[10] = "k_6 in component rate_constants (flux)" legend_constants[11] = "k_43 in component rate_constants (first_order_rate_constant)" legend_constants[12] = "k_15 in component rate_constants (first_order_rate_constant)" legend_states[11] = "cln2_c in component cln2_c (nanomolar)" legend_constants[13] = "k_3 in component rate_constants (first_order_rate_constant)" legend_constants[14] = "k_26 in component rate_constants (second_order_rate_constant)" legend_constants[15] = "k_27 in component rate_constants (first_order_rate_constant)" legend_constants[16] = "k_12 in component rate_constants (first_order_rate_constant)" legend_states[12] = "cdk1_c in component cdk1_c (nanomolar)" legend_states[13] = "cdk1cln2_c in component cdk1cln2_c (nanomolar)" legend_states[14] = "clb5_c in component clb5_c (nanomolar)" legend_constants[17] = "k_4 in component rate_constants (first_order_rate_constant)" legend_constants[18] = "k_28 in component rate_constants (second_order_rate_constant)" legend_constants[19] = "k_29 in component rate_constants (first_order_rate_constant)" legend_constants[20] = "k_13 in component rate_constants (first_order_rate_constant)" legend_states[15] = "cdk1clb5_c in component cdk1clb5_c (nanomolar)" legend_constants[21] = "k_7 in component rate_constants (flux)" legend_constants[22] = "k_44 in component rate_constants (first_order_rate_constant)" legend_constants[23] = "k_49 in component rate_constants (first_order_rate_constant)" legend_constants[24] = "k_16 in component rate_constants (first_order_rate_constant)" legend_states[16] = "cdk1_n in component cdk1_n (nanomolar)" legend_states[17] = "cln3_n in component cln3_n (nanomolar)" legend_constants[25] = "k_24 in component rate_constants (second_order_rate_constant)" legend_constants[26] = "k_25 in component rate_constants (first_order_rate_constant)" legend_constants[27] = "k_20 in component rate_constants (first_order_rate_constant)" legend_states[18] = "cdk1cln3_n in component cdk1cln3_n (nanomolar)" legend_constants[28] = "k_21 in component rate_constants (first_order_rate_constant)" legend_constants[29] = "k_46 in component rate_constants (first_order_rate_constant)" legend_constants[30] = "k_53 in component rate_constants (first_order_rate_constant)" legend_states[19] = "cdk1cln2_n in component cdk1cln2_n (nanomolar)" legend_constants[31] = "k_33 in component rate_constants (first_order_rate_constant)" legend_constants[32] = "k_32 in component rate_constants (second_order_rate_constant)" legend_constants[33] = "k_48 in component rate_constants (first_order_rate_constant)" legend_states[20] = "cdk1clb5sic1_c in component cdk1clb5sic1_c (nanomolar)" legend_states[21] = "sic1_c in component sic1_c (nanomolar)" legend_states[22] = "cdk1clb5_n in component cdk1clb5_n (nanomolar)" legend_constants[34] = "k_41 in component rate_constants (first_order_rate_constant)" legend_states[23] = "cdk1clb5sic1p_n in component cdk1clb5sic1p_n (nanomolar)" legend_constants[35] = "k_31 in component rate_constants (first_order_rate_constant)" legend_constants[36] = "k_30 in component rate_constants (second_order_rate_constant)" legend_constants[37] = "k_40 in component rate_constants (first_order_rate_constant)" legend_states[24] = "cdk1cln3far1_n in component cdk1cln3far1_n (nanomolar)" legend_states[25] = "far1_n in component far1_n (nanomolar)" legend_states[26] = "cdk1cln3far1p_n in component cdk1cln3far1p_n (nanomolar)" legend_constants[38] = "k_36 in component rate_constants (second_order_rate_constant)" legend_constants[39] = "k_37 in component rate_constants (second_order_rate_constant)" legend_states[27] = "cdk1clb5sic1_n in component cdk1clb5sic1_n (nanomolar)" legend_constants[40] = "k_47 in component rate_constants (first_order_rate_constant)" legend_constants[41] = "k_38 in component rate_constants (second_order_rate_constant)" legend_constants[42] = "k_9 in component rate_constants (flux)" legend_constants[43] = "k_18 in component rate_constants (first_order_rate_constant)" legend_states[28] = "whi5_c in component whi5_c (nanomolar)" legend_constants[44] = "k_8 in component rate_constants (flux)" legend_constants[45] = "k_45 in component rate_constants (first_order_rate_constant)" legend_constants[46] = "k_17 in component rate_constants (first_order_rate_constant)" legend_states[29] = "far1_c in component far1_c (nanomolar)" legend_constants[47] = "k_5 in component rate_constants (flux)" legend_constants[48] = "k_42 in component rate_constants (first_order_rate_constant)" legend_constants[49] = "k_14 in component rate_constants (first_order_rate_constant)" legend_states[30] = "whi5p_c in component whi5p_c (nanomolar)" legend_constants[50] = "k_52 in component rate_constants (first_order_rate_constant)" legend_states[31] = "whi5p_n in component whi5p_n (nanomolar)" legend_states[32] = "sic1P_n in component sic1P_n (nanomolar)" legend_states[33] = "far1P_n in component far1P_n (nanomolar)" legend_constants[51] = "k_22 in component rate_constants (first_order_rate_constant)" legend_constants[52] = "k_19 in component rate_constants (first_order_rate_constant)" legend_constants[53] = "k_23 in component rate_constants (first_order_rate_constant)" legend_rates[0] = "d/dt v_c in component v_c (nanomolar)" legend_rates[1] = "d/dt v_n in component v_n (nanomolar)" legend_rates[2] = "d/dt mcln2_c in component mcln2_c (nanomolar)" legend_rates[4] = "d/dt mclb5_c in component mclb5_c (nanomolar)" legend_rates[3] = "d/dt mcln2_n in component mcln2_n (nanomolar)" legend_rates[5] = "d/dt mclb5_n in component mclb5_n (nanomolar)" legend_rates[6] = "d/dt sbf_n in component sbf_n (nanomolar)" legend_rates[10] = "d/dt cln3_c in component cln3_c (nanomolar)" legend_rates[11] = "d/dt cln2_c in component cln2_c (nanomolar)" legend_rates[14] = "d/dt clb5_c in component clb5_c (nanomolar)" legend_rates[12] = "d/dt cdk1_c in component cdk1_c (nanomolar)" legend_rates[17] = "d/dt cln3_n in component cln3_n (nanomolar)" legend_rates[16] = "d/dt cdk1_n in component cdk1_n (nanomolar)" legend_rates[13] = "d/dt cdk1cln2_c in component cdk1cln2_c (nanomolar)" legend_rates[15] = "d/dt cdk1clb5_c in component cdk1clb5_c (nanomolar)" legend_rates[19] = "d/dt cdk1cln2_n in component cdk1cln2_n (nanomolar)" legend_rates[22] = "d/dt cdk1clb5_n in component cdk1clb5_n (nanomolar)" legend_rates[18] = "d/dt cdk1cln3_n in component cdk1cln3_n (nanomolar)" legend_rates[9] = "d/dt sbfwhi5_n in component sbfwhi5_n (nanomolar)" legend_rates[7] = "d/dt sbfwhi5p_n in component sbfwhi5p_n (nanomolar)" legend_rates[24] = "d/dt cdk1cln3far1_n in component cdk1cln3far1_n (nanomolar)" legend_rates[27] = "d/dt cdk1clb5sic1_n in component cdk1clb5sic1_n (nanomolar)" legend_rates[23] = "d/dt cdk1clb5sic1p_n in component cdk1clb5sic1p_n (nanomolar)" legend_rates[26] = "d/dt cdk1cln3far1p_n in component cdk1cln3far1p_n (nanomolar)" legend_rates[20] = "d/dt cdk1clb5sic1_c in component cdk1clb5sic1_c (nanomolar)" legend_rates[21] = "d/dt sic1_c in component sic1_c (nanomolar)" legend_rates[28] = "d/dt whi5_c in component whi5_c (nanomolar)" legend_rates[29] = "d/dt far1_c in component far1_c (nanomolar)" legend_rates[30] = "d/dt whi5p_c in component whi5p_c (nanomolar)" legend_rates[32] = "d/dt sic1P_n in component sic1P_n (nanomolar)" legend_rates[33] = "d/dt far1P_n in component far1P_n (nanomolar)" legend_rates[8] = "d/dt whi5_n in component whi5_n (nanomolar)" legend_rates[25] = "d/dt far1_n in component far1_n (nanomolar)" legend_rates[31] = "d/dt whi5p_n in component whi5p_n (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] = 0.0051 states[1] = 0.5 states[2] = 0 constants[1] = 0.6 constants[2] = 0.12 states[3] = 0 states[4] = 0 constants[3] = 0.6 constants[4] = 0.12 states[5] = 0 constants[5] = 0.03523 states[6] = 0 constants[6] = 0.03523 constants[7] = 1 constants[8] = 8.46 constants[9] = 0.0005 states[7] = 0 states[8] = 0 states[9] = 0.025544 states[10] = 0.000485 constants[10] = 0.00001 constants[11] = 0.005 constants[12] = 0.01 states[11] = 0 constants[13] = 0.32 constants[14] = 2.82 constants[15] = 0.55 constants[16] = 0.1 states[12] = 0.333333 states[13] = 0 states[14] = 0 constants[17] = 0.32 constants[18] = 2.82 constants[19] = 0.55 constants[20] = 0.35 states[15] = 0 constants[21] = 0.01 constants[22] = 0.005 constants[23] = 0.001 constants[24] = 0.03 states[16] = 0.0074127 states[17] = 0 constants[25] = 2.82 constants[26] = 0.55 constants[27] = 0.01 states[18] = 0 constants[28] = 0 constants[29] = 0.1 constants[30] = 0.001 states[19] = 0 constants[31] = 0.55 constants[32] = 84.6 constants[33] = 0.012 states[20] = 0 states[21] = 0.039234 states[22] = 0 constants[34] = 1 states[23] = 0 constants[35] = 0.55 constants[36] = 42300 constants[37] = 1 states[24] = 0 states[25] = 0 states[26] = 0 constants[38] = 4363.6 constants[39] = 4363.6 states[27] = 0 constants[40] = 1 constants[41] = 4363.6 constants[42] = 0.00005 constants[43] = 0.0008 states[28] = 0.073564 constants[44] = 0.00004 constants[45] = 0.005 constants[46] = 0.01 states[29] = 0.0037926 constants[47] = 0.000042 constants[48] = 0.005 constants[49] = 0.01 states[30] = 0 constants[50] = 0.005 states[31] = 0 states[32] = 0 states[33] = 0 constants[51] = 0.01 constants[52] = 0.01 constants[53] = 0.01 constants[54] = 0.00000 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[1] = constants[54] rates[3] = constants[5]*states[6]-constants[1]*states[3] rates[5] = constants[6]*states[6]-constants[3]*states[5] rates[6] = (constants[7]*states[7]-constants[8]*states[6]*states[8])+constants[9]*states[9] rates[18] = (((constants[25]*states[17]*states[16]-constants[26]*states[18])+constants[35]*states[24])-constants[36]*states[25]*states[18])+constants[37]*states[26] rates[9] = (constants[8]*states[6]*states[8]-constants[9]*states[9])-constants[38]*states[9]*states[18] rates[7] = constants[38]*states[9]*states[18]-constants[7]*states[7] rates[24] = (constants[36]*states[25]*states[18]-constants[35]*states[24])-constants[39]*states[24]*states[19] rates[23] = constants[41]*states[27]*states[19]-constants[34]*states[23] rates[26] = constants[39]*states[24]*states[19]-constants[37]*states[26] rates[32] = constants[34]*states[23] rates[33] = constants[37]*states[26] rates[31] = (constants[7]*states[7]-constants[50]*states[31])-constants[53]*states[31] algebraic[0] = constants[0]*states[0] rates[0] = algebraic[0] rates[10] = ((constants[10]-constants[11]*states[10])-constants[12]*states[10])-(algebraic[0]/states[0])*states[10] rates[11] = (((constants[13]*states[2]-constants[14]*states[12]*states[11])+constants[15]*states[13])-constants[16]*states[11])-(algebraic[0]/states[0])*states[11] rates[14] = (((constants[17]*states[4]-constants[18]*states[14]*states[12])+constants[19]*states[15])-constants[20]*states[14])-(algebraic[0]/states[0])*states[14] rates[12] = ((((((constants[21]-constants[22]*states[12])+constants[23]*states[16]+constants[15]*states[13])-constants[14]*states[12]*states[11])-constants[18]*states[12]*states[14])+constants[19]*states[15])-constants[24]*states[12])-(algebraic[0]/states[0])*states[12] rates[15] = ((((constants[18]*states[12]*states[14]-constants[19]*states[15])+constants[31]*states[20])-constants[32]*states[21]*states[15])-constants[33]*states[15])-(algebraic[0]/states[0])*states[15] rates[20] = ((constants[32]*states[21]*states[15]-constants[31]*states[20])-constants[40]*states[20])-(algebraic[0]/states[0])*states[20] rates[21] = (((constants[42]-constants[32]*states[21]*states[15])+constants[31]*states[20])-constants[43]*states[21])-(algebraic[0]/states[0])*states[21] rates[28] = ((constants[44]-constants[45]*states[28])-constants[46]*states[28])-(algebraic[0]/states[0])*states[28] rates[29] = ((constants[47]-constants[48]*states[29])-constants[49]*states[29])-(algebraic[0]/states[0])*states[29] algebraic[1] = states[1]/states[0] rates[2] = (constants[1]*states[3]*algebraic[1]-constants[2]*states[2])-(algebraic[0]/states[0])*states[2] rates[4] = (constants[3]*states[5]*algebraic[1]-constants[4]*states[4])-(algebraic[0]/states[0])*states[4] rates[17] = (((constants[11]*states[10])/algebraic[1]-constants[25]*states[17]*states[16])+constants[26]*states[18])-constants[27]*states[17] rates[16] = ((((constants[22]*states[12])/algebraic[1]-constants[23]*states[16])-constants[25]*states[17]*states[16])+constants[26]*states[18])-constants[28]*states[16] rates[13] = (((constants[14]*states[12]*states[11]-constants[15]*states[13])-constants[29]*states[13])+constants[30]*states[19]*algebraic[1])-(algebraic[0]/states[0])*states[13] rates[19] = (constants[29]*states[13])/algebraic[1]-constants[30]*states[19] rates[22] = constants[34]*states[23]+(constants[33]*states[15])/algebraic[1] rates[27] = (constants[40]*states[20])/algebraic[1]-constants[41]*states[27]*states[19] rates[30] = constants[50]*states[31]*algebraic[1] rates[8] = ((constants[45]*states[28])/algebraic[1]-constants[8]*states[8]*states[6])-constants[51]*states[8] rates[25] = (((constants[48]*states[29])/algebraic[1]-constants[36]*states[25]*states[18])+constants[35]*states[24])-constants[52]*states[25] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = constants[0]*states[0] algebraic[1] = states[1]/states[0] 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)