# Size of variable arrays: sizeAlgebraic = 29 sizeStates = 9 sizeConstants = 45 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 (millisecond)" legend_constants[0] = "RT in component parameters (joule_per_mole)" legend_states[0] = "V_m in component membrane (millivolt)" legend_constants[1] = "C_m in component membrane (picofarad)" legend_algebraic[16] = "I_Na in component I_Na (picoampere)" legend_algebraic[18] = "I_T in component I_T (picoampere)" legend_algebraic[20] = "I_KCa in component I_KCa (picoampere)" legend_algebraic[25] = "I_Ca in component I_Ca (picoampere)" legend_algebraic[26] = "I_L in component I_L (picoampere)" legend_algebraic[28] = "I_K in component I_K (picoampere)" legend_algebraic[13] = "I_stim in component I_stim (picoampere)" legend_constants[2] = "I_mag in component I_stim (picoampere)" legend_constants[3] = "t_0 in component I_stim (millisecond)" legend_constants[4] = "t_1 in component I_stim (millisecond)" legend_algebraic[3] = "H_0 in component I_stim (dimensionless)" legend_algebraic[9] = "H_1 in component I_stim (dimensionless)" legend_constants[5] = "g_Na in component I_Na (nanosiemens)" legend_constants[6] = "E_Na in component I_Na (millivolt)" legend_states[1] = "m in component m (dimensionless)" legend_states[2] = "h in component h (dimensionless)" legend_constants[7] = "E_m in component m (millivolt)" legend_constants[8] = "V_alpha_m in component m (millivolt)" legend_constants[9] = "V_beta_m in component m (millivolt)" legend_algebraic[0] = "alpha_m in component m (per_millisecond)" legend_algebraic[6] = "beta_m in component m (per_millisecond)" legend_constants[10] = "alpha_m_max in component m (per_millivolt_per_millisecond)" legend_constants[11] = "beta_m_max in component m (per_millisecond)" legend_constants[12] = "E_h in component h (millivolt)" legend_constants[13] = "V_alpha_h in component h (millivolt)" legend_constants[14] = "V_beta_h in component h (millivolt)" legend_algebraic[1] = "alpha_h in component h (per_millisecond)" legend_algebraic[7] = "beta_h in component h (per_millisecond)" legend_constants[15] = "alpha_h_max in component h (per_millisecond)" legend_constants[16] = "beta_h_max in component h (per_millisecond)" legend_constants[17] = "R_s in component I_T (per_nanosiemens)" legend_constants[18] = "C_t in component I_T (picofarad)" legend_states[3] = "V_T in component V_T (millivolt)" legend_constants[19] = "g_KCa in component I_KCa (nanosiemens)" legend_constants[20] = "E_K in component I_K (millivolt)" legend_states[4] = "o in component o (dimensionless)" legend_algebraic[19] = "w in component w (dimensionless)" legend_states[5] = "c in component calcium_handling (dimensionless)" legend_algebraic[15] = "o_oinf in component o (dimensionless)" legend_algebraic[2] = "alpha_Vm in component o (per_millisecond)" legend_algebraic[8] = "beta_Vm in component o (per_millisecond)" legend_algebraic[12] = "tau_Vm in component o (millisecond)" legend_constants[21] = "d_1 in component o (dimensionless)" legend_constants[22] = "d_2 in component o (dimensionless)" legend_constants[23] = "k_1 in component o (dimensionless)" legend_constants[24] = "k_2 in component o (dimensionless)" legend_constants[25] = "a_bar in component o (per_millisecond)" legend_constants[26] = "b_bar in component o (per_millisecond)" legend_constants[27] = "kd in component w (dimensionless)" legend_states[6] = "cer in component calcium_handling (dimensionless)" legend_algebraic[27] = "j_mem in component calcium_handling (picoampere)" legend_algebraic[21] = "j_leak in component calcium_handling (picoampere)" legend_algebraic[22] = "j_serca in component calcium_handling (picoampere)" legend_algebraic[23] = "j_er in component calcium_handling (picoampere)" legend_constants[28] = "alpha in component calcium_handling (dimensionless)" legend_constants[29] = "k_pmca in component calcium_handling (dimensionless)" legend_constants[30] = "k_serca in component calcium_handling (picoampere)" legend_constants[31] = "p_leak in component calcium_handling (picoampere)" legend_constants[32] = "f_er in component calcium_handling (per_picoampere_per_millisecond)" legend_constants[33] = "f_cyt in component calcium_handling (per_picoampere_per_millisecond)" legend_constants[34] = "v_cytver in component calcium_handling (dimensionless)" legend_states[7] = "d in component d (dimensionless)" legend_algebraic[24] = "g_Ca in component I_Ca (nanosiemens)" legend_constants[35] = "g_Ca0 in component I_Ca (nanosiemens_per_millivolt)" legend_constants[36] = "E_Ca in component I_Ca (millivolt)" legend_algebraic[14] = "alpha_d in component d (per_millisecond)" legend_algebraic[17] = "beta_d in component d (per_millisecond)" legend_algebraic[10] = "tau_d in component d (millisecond)" legend_algebraic[4] = "d_infinity in component d (dimensionless)" legend_constants[37] = "E_L in component I_L (millivolt)" legend_constants[38] = "g_Lmax in component I_L (nanosiemens)" legend_states[8] = "n in component n (dimensionless)" legend_constants[39] = "g_K in component I_K (nanosiemens)" legend_constants[40] = "E_n in component n (millivolt)" legend_constants[41] = "V_alpha_n in component n (millivolt)" legend_constants[42] = "V_beta_n in component n (millivolt)" legend_algebraic[5] = "alpha_n in component n (per_millisecond)" legend_algebraic[11] = "beta_n in component n (per_millisecond)" legend_constants[43] = "alpha_n_max in component n (per_millivolt_per_millisecond)" legend_constants[44] = "beta_n_max in component n (per_millisecond)" legend_rates[0] = "d/dt V_m in component membrane (millivolt)" legend_rates[1] = "d/dt m in component m (dimensionless)" legend_rates[2] = "d/dt h in component h (dimensionless)" legend_rates[3] = "d/dt V_T in component V_T (millivolt)" legend_rates[4] = "d/dt o in component o (dimensionless)" legend_rates[5] = "d/dt c in component calcium_handling (dimensionless)" legend_rates[6] = "d/dt cer in component calcium_handling (dimensionless)" legend_rates[7] = "d/dt d in component d (dimensionless)" legend_rates[8] = "d/dt n in component n (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 2577 states[0] = -75 constants[1] = 0.009 constants[2] = 2 constants[3] = 5 constants[4] = 6 constants[5] = 0.45 constants[6] = 50 states[1] = 0 states[2] = 1 constants[7] = -42 constants[8] = 10 constants[9] = 18 constants[10] = 0.208 constants[11] = 2.081 constants[12] = -41 constants[13] = 14.7 constants[14] = 7.6 constants[15] = 0.0156 constants[16] = 3.382 constants[17] = 15 constants[18] = 0.04 states[3] = -70 constants[19] = 0.5 constants[20] = -70 states[4] = 0.15 states[5] = 0.15 constants[21] = 0.84 constants[22] = 1 constants[23] = 0.18 constants[24] = 0.011 constants[25] = 0.48 constants[26] = 0.28 constants[27] = 0.18 states[6] = 200 constants[28] = 4.5e-6 constants[29] = 0.2 constants[30] = 0.4 constants[31] = 0.0005 constants[32] = 0.01 constants[33] = 0.01 constants[34] = 5 states[7] = 0 constants[35] = 0.05 constants[36] = 50 constants[37] = -75 constants[38] = 0.0024 states[8] = 0 constants[39] = 0.415 constants[40] = -40 constants[41] = 7 constants[42] = 40 constants[43] = 0.0229 constants[44] = 0.09616 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[3] = (states[0]-states[3])/(constants[17]*constants[18]) algebraic[0] = (constants[10]*(states[0]-constants[7]))/(1.00000-exp((constants[7]-states[0])/constants[8])) algebraic[6] = constants[11]*exp((constants[7]-states[0])/constants[9]) rates[1] = algebraic[0]*(1.00000-states[1])-algebraic[6]*states[1] algebraic[1] = constants[15]*exp((states[0]-constants[12])/constants[13]) algebraic[7] = constants[16]/(1.00000+exp((constants[12]-states[0])/constants[14])) rates[2] = algebraic[1]*(1.00000-states[2])-algebraic[7]*states[2] algebraic[5] = (constants[43]*(states[0]-constants[40]))/(1.00000-exp((constants[40]-states[0])/constants[41])) algebraic[11] = constants[44]*exp((constants[40]-states[0])/constants[42]) rates[8] = algebraic[5]*(1.00000-states[8])-algebraic[11]*states[8] algebraic[2] = constants[25]/(1.00000+constants[23]*exp((-2.00000*constants[21]*96.4850*states[0])/(constants[0]*states[5]))) algebraic[8] = constants[26]/(1.00000+states[5]/(constants[24]*exp((-2.00000*constants[22]*96.4850*states[0])/constants[0]))) algebraic[12] = 1.00000/(algebraic[2]+algebraic[8]) algebraic[15] = algebraic[2]*algebraic[12] rates[4] = (algebraic[15]-states[4])/algebraic[12] algebraic[10] = (80.0000*1.00000)/cosh(-0.0310000*(states[0]+37.1000)) algebraic[4] = 1.00000/(1.00000+exp((-24.6000-states[0])/11.3000)) algebraic[14] = algebraic[4]/algebraic[10] algebraic[17] = (1.00000-algebraic[4])/algebraic[10] rates[7] = algebraic[14]*(1.00000-states[7])-algebraic[17]*states[7] algebraic[21] = constants[31]*(states[6]-states[5]) algebraic[22] = constants[30]*states[5] algebraic[23] = algebraic[21]-algebraic[22] rates[6] = -constants[32]*constants[34]*algebraic[23] algebraic[24] = (-constants[35]*states[0])/(exp(0.117000*states[0])-1.00000) algebraic[25] = algebraic[24]*(power(states[7], 2.00000))*(states[0]-constants[36]) algebraic[27] = -constants[28]*algebraic[25]*constants[29]*states[5] rates[5] = constants[33]*(algebraic[27]+algebraic[23]) algebraic[16] = constants[5]*(power(states[1], 3.00000))*states[2]*(states[0]-constants[6]) algebraic[18] = (states[0]-states[3])/constants[17] algebraic[19] = (power(states[5], 5.00000))/(power(states[5], 5.00000)+power(constants[27], 5.00000)) algebraic[20] = constants[19]*states[4]*algebraic[19]*(states[0]-constants[20]) algebraic[26] = constants[38]*(states[0]-constants[37]) algebraic[28] = constants[39]*(power(states[8], 4.00000))*(states[0]-constants[20]) algebraic[3] = custom_piecewise([less(voi , constants[3]), 0.00000 , True, 1.00000]) algebraic[9] = custom_piecewise([less(voi , constants[4]), 0.00000 , True, 1.00000]) algebraic[13] = constants[2]*(algebraic[3]-algebraic[9]) rates[0] = (algebraic[13]-(algebraic[16]+algebraic[25]+algebraic[28]+algebraic[26]+algebraic[18]+algebraic[20]))/constants[1] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = (constants[10]*(states[0]-constants[7]))/(1.00000-exp((constants[7]-states[0])/constants[8])) algebraic[6] = constants[11]*exp((constants[7]-states[0])/constants[9]) algebraic[1] = constants[15]*exp((states[0]-constants[12])/constants[13]) algebraic[7] = constants[16]/(1.00000+exp((constants[12]-states[0])/constants[14])) algebraic[5] = (constants[43]*(states[0]-constants[40]))/(1.00000-exp((constants[40]-states[0])/constants[41])) algebraic[11] = constants[44]*exp((constants[40]-states[0])/constants[42]) algebraic[2] = constants[25]/(1.00000+constants[23]*exp((-2.00000*constants[21]*96.4850*states[0])/(constants[0]*states[5]))) algebraic[8] = constants[26]/(1.00000+states[5]/(constants[24]*exp((-2.00000*constants[22]*96.4850*states[0])/constants[0]))) algebraic[12] = 1.00000/(algebraic[2]+algebraic[8]) algebraic[15] = algebraic[2]*algebraic[12] algebraic[10] = (80.0000*1.00000)/cosh(-0.0310000*(states[0]+37.1000)) algebraic[4] = 1.00000/(1.00000+exp((-24.6000-states[0])/11.3000)) algebraic[14] = algebraic[4]/algebraic[10] algebraic[17] = (1.00000-algebraic[4])/algebraic[10] algebraic[21] = constants[31]*(states[6]-states[5]) algebraic[22] = constants[30]*states[5] algebraic[23] = algebraic[21]-algebraic[22] algebraic[24] = (-constants[35]*states[0])/(exp(0.117000*states[0])-1.00000) algebraic[25] = algebraic[24]*(power(states[7], 2.00000))*(states[0]-constants[36]) algebraic[27] = -constants[28]*algebraic[25]*constants[29]*states[5] algebraic[16] = constants[5]*(power(states[1], 3.00000))*states[2]*(states[0]-constants[6]) algebraic[18] = (states[0]-states[3])/constants[17] algebraic[19] = (power(states[5], 5.00000))/(power(states[5], 5.00000)+power(constants[27], 5.00000)) algebraic[20] = constants[19]*states[4]*algebraic[19]*(states[0]-constants[20]) algebraic[26] = constants[38]*(states[0]-constants[37]) algebraic[28] = constants[39]*(power(states[8], 4.00000))*(states[0]-constants[20]) algebraic[3] = custom_piecewise([less(voi , constants[3]), 0.00000 , True, 1.00000]) algebraic[9] = custom_piecewise([less(voi , constants[4]), 0.00000 , True, 1.00000]) algebraic[13] = constants[2]*(algebraic[3]-algebraic[9]) return algebraic def custom_piecewise(cases): """Compute result of a piecewise function""" return select(cases[0::2],cases[1::2]) 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)