{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMaogqJEMRfAQkEVo8y7GQN"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["### Conductance and current response to a series of voltage clamp steps\n","The rate equations are solved using the implicit trapezoid method. Because the HH equations were developed for ms time units and mV voltage, time is kept in ms throughout and voltage is converted to mV within the procedure calculating the HH rates."],"metadata":{"id":"Fp34L-Tv36YS"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"7T472moO3z7_"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt"]},{"cell_type":"markdown","source":["Define cell parameters"],"metadata":{"id":"7zgOLs2asGpy"}},{"cell_type":"code","source":["diameter = 40 # um \n","A = 4*np.pi*(diameter/2)**2 # µm^2 membrane area\n","cm_bar = 0.01 *1e-12 # F/µm^2, specific capacitance, 0.01 pF/µm^2\n","\n","gL_bar = 3.0 *1e-12 # S/µm^2, specific leak conductance, 3 pS/µm^2\n","VL = -65 *1e-3 # V, reversal potential for leak conductance \n","\n","ENa = 50 *1e-3 # V, Na reversal potential\n","EK = -77 *1e-3 # V, K reversal potential\n","gNa_bar = 1200 *1e-12 # S/um^2, Na conductance, 1200 pS/um^2\n","gK_bar = 360 *1e-12 # S/um^2, K conductance, 360 pS/um^2 \n","\n","Vrest = -80 *1e-3 # V, initial resting membrane potential\n","\n","# Temperature parameters\n","T_C = 18.5 # temperature C, 18.5*C\n","Q10 = 3**((T_C - 6.3)/10)"],"metadata":{"id":"BZTWb6pu4Vml"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Calculate cell specific values"],"metadata":{"id":"zqkbFrFRf674"}},{"cell_type":"code","source":["Cm = cm_bar*A # F\n","GL = gL_bar*A # S\n","GNa = gNa_bar*A # S\n","GK = gK_bar*A # S\n","\n","print(\"Area =\", round(A), \"um^2\")\n","print('Cm =', round(Cm*1e12,1), 'pF')\n","print('GL =', round(GL*1e9,1), 'nS')\n","print('GNa =', round(GNa *1e9,1), 'nS')\n","print('GK =', round(GK*1e9,1), 'nS')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ybEHYi35f0hv","executionInfo":{"status":"ok","timestamp":1662063240813,"user_tz":240,"elapsed":17,"user":{"displayName":"David McKinnon","userId":"07616626647884468768"}},"outputId":"993d31d8-5df3-4677-d8af-6ef8daed624a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Area = 5027 um^2\n","Cm = 50.3 pF\n","GL = 15.1 nS\n","GNa = 6031.9 nS\n","GK = 1809.6 nS\n"]}]},{"cell_type":"markdown","source":["Simulation parameters\n","\n","Time is in ms to be consistent with HH rate equations."],"metadata":{"id":"W1d4T5cR9X-z"}},{"cell_type":"code","source":["Tend = 10 # ms, duration of simulation ms (for K fig)\n","# Tend = 3 # ms, duration of simulation ms (for Na fig)\n","dt = 0.01 # ms, time step\n","td = 1/dt # inverse time step used to update state variables\n","t = np.arange(0, Tend+dt, dt) # time vector\n","Nt = len(t)-1 # number of time steps "],"metadata":{"id":"sMysk56L9YJg"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Create and initialize voltage clamp matrix"],"metadata":{"id":"jWxfiC4PsNow"}},{"cell_type":"code","source":["Vhold = Vrest\n","stepsize = 10 *1e-3 # V, voltage clamp step size\n","numSteps = 10 # number of voltage steps\n","t1 = 2 # ms, start of voltage step (for K fig)\n","t2 = 6 # ms, end of voltage step (for K fig)\n","# t1 = 0.5 # ms, start of voltage step (for Na fig)\n","# t2 = 2.5 # ms, end of voltage step (for Na fig)\n","Nt1 = round(t1/dt)+1;\n","Nt2 = round(t2/dt);\n","Vstep = np.ones((numSteps,Nt+1))*Vhold;\n","Vstep2 = Vhold # initial step starts at holding potential\n","for vs in range(0,numSteps): \n"," Vstep[vs,Nt1:Nt2] = Vstep2\n"," Vstep2 = Vstep2 + stepsize # increment voltage step"],"metadata":{"id":"2lANfJnssN3g"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Create and initialize state, conductance and current matrices"],"metadata":{"id":"cHTEa2I6_iKS"}},{"cell_type":"code","source":["gNa = np.zeros((numSteps,Nt+1))\n","gK = np.zeros((numSteps,Nt+1))\n","INa = np.zeros((numSteps,Nt+1))\n","IK = np.zeros((numSteps,Nt+1))\n","n = np.zeros(Nt+1)\n","m = np.zeros(Nt+1)\n","h = np.zeros(Nt+1)"],"metadata":{"id":"JXyfQapz_iVw"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Calculates HH kinetic rates for a given voltage and temperature\n","\n","The Hodgkin and Huxley rate equations are defined for the units ms and mV and the output is a dimensionless probability. "],"metadata":{"id":"rRBwvhadAitQ"}},{"cell_type":"code","source":["def Rates(V, Q10):\n"," V = V*1e3 # convert voltage to mV\n","\n"," an = 0.01 * (V + 55) / (1 - np.exp(-(V + 55)/10)) * Q10\n"," bn = 0.125 * np.exp(-(V + 65)/80) * Q10\n"," am = 0.1 * (V + 40) / (1 - np.exp(-(V + 40)/10)) * Q10\n"," bm = 4 * np.exp(-(V + 65)/18) * Q10\n"," ah = 0.07 * np.exp(-(V + 65)/20) * Q10\n"," bh = 1 / (1 + np.exp(-(V + 35)/10)) * Q10\n"," return an, bn, am, bm, ah, bh"],"metadata":{"id":"Zx9ODn02Ai3R"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Solve equations using implicit trapezoid method"],"metadata":{"id":"vIq3PZrbAD7f"}},{"cell_type":"code","source":["for vs in range(0, numSteps):\n"," # Initialize voltage and state vectors\n"," V = Vstep[vs,1];\n"," an, bn, am, bm, ah, bh = Rates(V, Q10)\n"," n[0] = an /(an + bn) \n"," m[0] = am /(am + bm) \n"," h[0] = ah /(ah + bh) \n"," \n"," gK[vs,0] = GK*n[0]**4\n"," gNa[vs,0] = GNa*m[0]**3*h[0]\n","\n"," # Implicit Trapezoid \n"," for j in range(0,Nt):\n"," V = Vstep[vs,j]\n"," an, bn, am, bm, ah, bh = Rates(V, Q10) \n"," c = (an + bn)/2\n"," n[j+1] = ( (td - c)* n[j] + an ) / (td + c)\n"," c = (am + bm)/2\n"," m[j+1] = ( (td - c)* m[j] + am ) / (td + c)\n"," c = (ah + bh)/2\n"," h[j+1] = ( (td - c)* h[j] + ah ) / (td + c)\n","\n"," gK[vs,j+1] = GK*n[j+1]**4\n"," gNa[vs,j+1] = GNa*m[j+1]**3*h[j+1]"],"metadata":{"id":"wLj6CqY6AEGm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1662063241237,"user_tz":240,"elapsed":434,"user":{"displayName":"David McKinnon","userId":"07616626647884468768"}},"outputId":"179e49d1-9935-40e3-af22-58647d87ba2b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:6: RuntimeWarning: invalid value encountered in double_scalars\n"," \n"]}]},{"cell_type":"markdown","source":["Calculate conductance and current values and convert units for plotting"],"metadata":{"id":"iBoGwQZ5koUC"}},{"cell_type":"code","source":["# calculate currents from conductance values in mA\n","IK = gK*(Vstep-EK) # A\n","INa = gNa*(Vstep-ENa) # A\n","\n","# convert units for plotting\n","Vstep = Vstep *1e3 # V to mV\n","gK = gK *1e6 # S to uS\n","gNa = gNa *1e6 # S to uS\n","IK = IK *1e9 # A to nA\n","INa = INa *1e9 # A to nA"],"metadata":{"id":"r7yOrzf4kofg"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Plot results"],"metadata":{"id":"pANFqqaYyHQo"}},{"cell_type":"code","source":["%matplotlib inline\n","plt.rcParams['figure.figsize'] = [10, 8]\n","f, axs = plt.subplots(3, 2, gridspec_kw={'height_ratios': [3, 3, 1]}, sharex='all')\n","\n","axs[0, 0].plot(t,IK.T, '#1F497D')\n","axs[0, 0].set_ylabel('IK (nA)', fontsize=14)\n","\n","axs[1, 0].plot(t,gK.T, '#953735')\n","axs[1, 0].set_ylabel('gK (uS)', fontsize=14)\n","\n","axs[2, 0].plot(t,Vstep.T, 'grey')\n","axs[2, 0].set_ylabel('Vm (mV)', fontsize=14)\n","\n","axs[0, 1].plot(t,INa.T, '#1F497D')\n","axs[0, 1].set_ylabel('INa (nA)', fontsize=14)\n","\n","axs[1, 1].plot(t,gNa.T, '#953735')\n","axs[1, 1].set_ylabel('gNa (uS)', fontsize=14)\n","\n","axs[2, 1].plot(t,Vstep.T, 'grey')\n","axs[2, 1].set_ylabel('Vm (mV)', fontsize=14)\n","\n","plt.show() # suppresses return values"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":488},"id":"1cclJ6sRAEbb","executionInfo":{"status":"ok","timestamp":1662063996746,"user_tz":240,"elapsed":1378,"user":{"displayName":"David McKinnon","userId":"07616626647884468768"}},"outputId":"9fe90a19-1cde-4a6d-f394-5af3806fcb34"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]}]}