From 753337a4c82fefe0a9389a28598990606c73ce81 Mon Sep 17 00:00:00 2001 From: BrianNGitahi <102825698+BrianNGitahi@users.noreply.github.com> Date: Thu, 21 Sep 2023 14:41:43 -0700 Subject: [PATCH] Modular form --- Simulation.ipynb | 118 +++++++++++++++++++++++++++++------------------ 1 file changed, 73 insertions(+), 45 deletions(-) diff --git a/Simulation.ipynb b/Simulation.ipynb index 0627a15..d68709f 100644 --- a/Simulation.ipynb +++ b/Simulation.ipynb @@ -48,31 +48,45 @@ "### Simulation of firing neuron" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we define a function that simulates the activity of one neuron and takes the number of timesteps of activity as an argument." + ] + }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "# define the number of timesteps 70 seconds - 70000 milliseconds\n", - "# each timestep / bin is 1 ms wide\n", - "n_timesteps = 70000 \n", - "\n", "# define function that simulates a firing neuron\n", "\n", - "# Start with an array of the timesteps that we're recording from\n", - "firing_neuron = np.zeros(n_timesteps)\n", - "\n", - "\n", - "# Then populate the array with signals - firing & not firing -- with a specific probability that you choose\n", - "for i in range(n_timesteps):\n", - " x = np.random.rand()\n", - "\n", - " # firing with probability of 1/1000 at each time bin\n", - " if x < 0.001:\n", - " firing_neuron[i]=1\n", - "\n", - "# done!" + "# it takes the number of timesteps as the argument\n", + "def simulate_neuron(n_timesteps):\n", + " \n", + " # Start with an array of the timesteps that we're recording from\n", + " firing_neuron = np.zeros(n_timesteps)\n", + "\n", + " # Then populate the array with signals - firing & not firing -- with a specific probability that you choose\n", + " for i in range(n_timesteps):\n", + " x = np.random.rand()\n", + "\n", + " # firing with probability of 1/1000 at each time bin\n", + " if x < 0.001:\n", + " firing_neuron[i]=1\n", + "\n", + " # then make a plot of it!\n", + " plt.plot(firing_neuron)\n", + " plt.xlabel('timesteps')\n", + " plt.ylabel('Neuron activity')\n", + " plt.title('Neuron Activity over {} timesteps'.format(n_timesteps))\n", + " plt.show()\n", + " \n", + "\n", + " return firing_neuron\n", + "\n" ] }, { @@ -89,17 +103,7 @@ "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -109,7 +113,10 @@ } ], "source": [ - "plt.plot(firing_neuron)" + "# define the number of timesteps 70 seconds - 70000 milliseconds\n", + "# each timestep / bin is 1 ms wide\n", + "\n", + "firing_neuron = simulate_neuron(70000)" ] }, { @@ -123,29 +130,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Neuromodulator concentration\n", - "\n", - "Now let's simulate a simple case of neuromodulator release caused by our firing neuron. Here, we assume that the neuromodulator release occurs instantaneously, and that we are dealing with one compartment and there's no uptake. " + "Below is an alternative approach to generating the spiking activity of a neuron, that makes use of the signal.unit_impulse feature of scipy." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -161,23 +166,33 @@ "# generate visual representation of a train of spikes / I'll use this as the first approx. for the changes in [NM]\n", "# ideally for the changes in [NM], we'd like to produce a chain of decaying exponents -- hopefully we produce them in a later cell\n", "\n", + "n_timesteps =70000\n", "spike_train = sp.signal.unit_impulse(n_timesteps,idx=firing_timesteps)\n", "\n", "plt.plot(spike_train)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Neuromodulator concentration\n", + "\n", + "Now let's simulate a simple case of neuromodulator release caused by our firing neuron. Here, we assume that the neuromodulator release occurs instantaneously, and that we are dealing with one compartment and there's no uptake. " + ] + }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -208,6 +223,13 @@ "ax[0,0].plot(z3,np.exp(-(z1)/tau_prime))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok, so the above simple simulation of the chain of transients didn't work too well. Let's try a different approach\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -224,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -233,13 +255,13 @@ "Text(0.5, 1.0, 'NM transients caused by neuron firing')" ] }, - "execution_count": 12, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -265,15 +287,14 @@ "# length of dt_seq == 77\n", "length_dt = np.size(firing_timesteps)\n", "\n", - "# generate seqauence of numbers to use in the plot\n", + "# generate seqauence of numbers to use in plot to compare the different transients\n", "n_spikes = np.size(firing_timesteps)\n", - "\n", "z4 = np.linspace(0,n_spikes-1,n_spikes)\n", "\n", "# convert dt to seconds so that we don't get infinities\n", "dt_sequence_s = dt_sequence/1000\n", "\n", - "# constant to plug into the equation from the paper\n", + "# constants to plug into the equation from the paper\n", "tau = 5\n", "A = 100\n", "n = length_dt\n", @@ -316,6 +337,13 @@ "np.size(firing_timesteps)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we make a function to simulate the changes in neuromodulator concentration, [NM], caused by the firing neuron. These transients are calculated based on an equation modelling calcium dynamics. --- CITE THIS PAPER" + ] + }, { "cell_type": "code", "execution_count": 16,