From 3bfbe003fe6bd6fe0e70d5e1ec04629255e34c06 Mon Sep 17 00:00:00 2001 From: Mainak Jas Date: Thu, 15 Aug 2024 15:32:41 -0400 Subject: [PATCH] updates --- erp_tutorial_hnn_core.ipynb | 1015 ++++++++++++++++++++++++++--------- 1 file changed, 757 insertions(+), 258 deletions(-) diff --git a/erp_tutorial_hnn_core.ipynb b/erp_tutorial_hnn_core.ipynb index 9639ac7..4feed7e 100644 --- a/erp_tutorial_hnn_core.ipynb +++ b/erp_tutorial_hnn_core.ipynb @@ -2,60 +2,96 @@ "cells": [ { "cell_type": "markdown", - "id": "global-administrator", - "metadata": {}, + "id": "9d7fd31c", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ - "# Welcome to the HNN-Core ERP tutorial!\n", - "This tutorial follows the [HNN-GUI tutorial](https://jonescompneurolab.github.io/hnn-tutorials/erp/erp) with python commands instead of through a graphical user interface. We'll begin with some background on the experimental data used in this tutorial, and then give you a quick introduction to the HNN-Core API. Finally, we'll show you how to adjusting model parameters to test specific hypotheses using HNN simulations.\n", + "# Background\n", "\n", - "In order to understand the workflow and initial parameter sets provided with this tutorial, we must first briefly describe prior studies that led to the creation of the provided data and evoked response parameter set that you will work with. This tutorial is based on results from our 2007 study where we recorded and simulated tactile evoked responses source localized to the primary somatosensory cortex (SI) [1].\n", + "### MEG experiment\n", + "We investigated the early evoked activity (0-175 ms) elicited by a brief tap to the D3 digit and source localized to an an equivalent current dipole in the contralateral hand area of the primary somatosensory cortex (SI) [1]. \n", "\n", - "In our 2007 study, we investigated the early evoked activity (0-175 ms) elicited by a brief tap to the D3 digit and source localized to an an equivalent current dipole in the contralateral hand area of the primary somatosensory cortex (SI) [1]. The strength of the tap was set at either suprathreshold (100% detection probability) or perceptual threshold (50% detection) levels (see Figure 1, left panel below). Note, to be precise, this data represents source localized event related field (ERF) activity because it was collected using MEG. We use the terminology ERP for simplicity, since the primary current dipoles generating evoked fields and potentials are the same.\n", + "The strength of the tap was set at either suprathreshold (100% detection probability) or perceptual threshold (50% detection) levels (see Figure 1, left panel below). \n", "\n", - "We found that we could reproduce evoked responses that accurately reflected the recorded waveform in our neocortical model from a layer specific sequence of exogenous excitatory synaptic drive to the local SI circuit, see Figure 1right panel below. This drive consisted of “feedforward” / proximal input at ~25 ms post-stimulus, followed by “feedback” / distal input at ~60 ms, followed by a subsequent “feedforward” / proximal input at ~125 ms (Gaussian distribution of input times on each simulated trial). This sequence of drive generated spiking activity and intracellular dendritic current flow in the pyramidal neuron dendrites to reproduce the current dipole signal. This sequence of drive can be interpreted as initial “feedforward” input from the lemniscal thalamus, followed by “feedback” input from higher order cortex or non-lemniscal thalamus, followed by a re-emergent leminsical thalamic drive. Intracranial recordings in non-human primates motivated and supported this assumption [2].\n", + "Note, to be precise, this data represents source localized event related field (ERF) activity because it was collected using MEG. We use the terminology ERP for simplicity, since the primary current dipoles generating evoked fields and potentials are the same." + ] + }, + { + "cell_type": "markdown", + "id": "977c4131", + "metadata": {}, + "source": [ + "### Hypothesis\n", "\n", - "In our model, the exogenous driving inputs were simulated as predefined trains of action potentials (pre-synaptic spikes) that activated excitatory synapses in the local cortical circuit in proximal and distal projection patterns (i.e. feedforward, and feedback, respectively, as shown schematically in Figure 1 right). The number, timing and strength (post-synaptic conductance) of the driving spikes were manually adjusted in the model until a close representation of the data was found (all other model parameters were tuned and fixed based on the morphology, physiology and connectivity within layered neocortical circuits [1]. Note, a scaling factor was applied to net dipole output to match to the magnitude of the recorded ERP data and used to predict the number of neurons contributing to the recorded ERP (purple circle, Figure 1, right panel). The dipole units were in nAm, with a one-to-one comparison between data and model output due to the biophysical detail in our model.\n", + "Early evoked activity (0-175 ms) can be explained by an initial “feedforward” input from the lemniscal thalamus, followed by “feedback” input from higher order cortex or non-lemniscal thalamus, followed by a re-emergent leminsical thalamic drive to a local cortical column. \n", "\n", - "
\n", + "**Motivation**: Intracranial recordings in non-human primates [2]." + ] + }, + { + "cell_type": "markdown", + "id": "80f3cbb8", + "metadata": {}, + "source": [ + "### Testing\n", "\n", - "### Figure 1\n", + "The exogenous driving inputs were simulated as predefined trains of action potentials (pre-synaptic spikes) that activated excitatory synapses in the local cortical circuit in proximal and distal projection patterns (i.e. feedforward, and feedback, respectively, as shown schematically in Figure 1 right). \n", "\n", - "\"image8\"\n", + "**Parameter tuning** The number, timing and strength (post-synaptic conductance) of the driving spikes were manually adjusted in the model until a close representation of the data was found (all other model parameters were tuned and fixed based on the morphology, physiology and connectivity within layered neocortical circuits [1].)\n", "\n", - "

Adapted from Jones et al. 2007 [1]. Comparison of SI evoked response in experiment and neural model simulation. Left: MEG data showing tactile evoked response (ERP) source localized to the hand area of SI. Red: suprathreshold stimulation; Blue: Threshold stimulation (avg. n=100 trials). Right: Neural model simulation depicting proximal/distal inputs needed to replicate the ERP waveform (avg. n=25 trials)

\n", - "
\n", + "
\n", + " \"image8\"\n", + "\n", + "
\n", + "Comparison of SI evoked response in experiment and neural model simulation. Left: MEG data showing tactile evoked response (ERP) source localized to the hand area of SI. Red: suprathreshold stimulation; Blue: Threshold stimulation (avg. n=100 trials). Right: Neural model simulation depicting proximal/distal inputs needed to replicate the ERP waveform (avg. n=25 trials)\n", + "
\n", + "
\n", "\n", - "In summary, to simulate the SI evoked response, a sequence of exogenous excitatory synaptic drive was simulated (by creating presynaptic spikes that activate layer specific synapses in the neocortical network) consisting of proximal drive at ~25 ms, followed by distal drive at ~60 ms, followed by a second proximal drive at ~122 ms. Given this background information, we can now walk you through the steps of simulating a similar ERP, using a subset of the data shown in Figure 1.\n", + "**Note**: a scaling factor was applied to net dipole output to match to the magnitude of the recorded ERP data and used to predict the number of neurons contributing to the recorded ERP (purple circle, Figure 1, right panel). The dipole units were in nAm, with a one-to-one comparison between data and model output due to the biophysical detail in our model." + ] + }, + { + "cell_type": "markdown", + "id": "82682dca", + "metadata": {}, + "source": [ + "### Finding\n", "\n", - "### References\n", - "1. Jones, S. R., Pritchett, D. L., Stufflebeam, S. M., Hämäläinen, M. & Moore, C. I. Neural correlates of tactile detection: a combined magnetoencephalography and biophysically based computational modeling study. J. Neurosci. 27, 10751–10764 (2007).\n", + "Indeed, we could reproduce evoked responses that accurately reflected the recorded waveform in our neocortical model from a layer specific sequence of exogenous excitatory synaptic drive to the local SI circuit. This drive consisted of\n", "\n", - "2. Cauller, L. J. & Kulics, A. T. The neural basis of the behaviorally relevant N1 component of the somatosensory-evoked potential in SI cortex of awake monkeys: evidence that backward cortical projections signal conscious touch sensation. Exp. Brain Res. 84, 607–619 (1991)." + "1. “feedforward” / proximal input at ~25 ms post-stimulus, followed by\n", + "2. “feedback” / distal input at ~60 ms, followed by\n", + "3. A “feedforward” / proximal input at ~125 ms (Gaussian distribution of input times on each simulated trial). " ] }, { "cell_type": "markdown", - "id": "floral-cement", + "id": "c89c1517", "metadata": {}, "source": [ - "## 1. Importing python libraries and loading data" + "**Interpretation**: This sequence of drive generated spiking activity and intracellular dendritic current flow in the pyramidal neuron dendrites to reproduce the current dipole signal. " ] }, { - "cell_type": "code", - "execution_count": null, - "id": "another-communist", + "cell_type": "markdown", + "id": "3665379d-e598-4e12-b3a9-9cc04801c8d4", "metadata": {}, - "outputs": [], "source": [ - "import os.path as op\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", + "### References\n", + "1. Jones, S. R., Pritchett, D. L., Stufflebeam, S. M., Hämäläinen, M. & Moore, C. I. Neural correlates of tactile detection: a combined magnetoencephalography and biophysically based computational modeling study. J. Neurosci. 27, 10751–10764 (2007).\n", "\n", - "import hnn_core\n", - "from hnn_core import jones_2009_model, simulate_dipole, MPIBackend, JoblibBackend, average_dipoles\n", - "from hnn_core.viz import plot_dipole, plot_tfr_morlet" + "2. Cauller, L. J. & Kulics, A. T. The neural basis of the behaviorally relevant N1 component of the somatosensory-evoked potential in SI cortex of awake monkeys: evidence that backward cortical projections signal conscious touch sensation. Exp. Brain Res. 84, 607–619 (1991)." + ] + }, + { + "cell_type": "markdown", + "id": "floral-cement", + "metadata": {}, + "source": [ + "## 1. Importing python libraries and loading data" ] }, { @@ -68,10 +104,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "convertible-request", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "('yes_trial_S1_ERP_all_avg.txt', )" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from urllib.request import urlretrieve\n", "data_url = ('https://raw.githubusercontent.com/jonescompneurolab/hnn/master/'\n", @@ -89,10 +136,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "fitted-compact", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from hnn_core import read_dipole\n", "\n", @@ -119,11 +177,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "acquired-donna", "metadata": {}, "outputs": [], "source": [ + "from hnn_core import jones_2009_model\n", + "\n", "net = jones_2009_model()" ] }, @@ -137,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "arctic-bride", "metadata": {}, "outputs": [], @@ -165,10 +225,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "complimentary-ivory", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'evprox1': }" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "net.external_drives" ] @@ -183,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "downtown-wiring", "metadata": { "slideshow": { @@ -216,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "id": "related-thing", "metadata": {}, "outputs": [], @@ -241,12 +321,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "annual-dispute", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Joblib will run 1 trial(s) in parallel by distributing trials over 1 jobs.\n", + "Building the NEURON model\n", + "[Done]\n", + "Trial 1: 0.03 ms...\n", + "Trial 1: 10.0 ms...\n", + "Trial 1: 20.0 ms...\n", + "Trial 1: 30.0 ms...\n", + "Trial 1: 40.0 ms...\n", + "Trial 1: 50.0 ms...\n", + "Trial 1: 60.0 ms...\n", + "Trial 1: 70.0 ms...\n", + "Trial 1: 80.0 ms...\n", + "Trial 1: 90.0 ms...\n", + "Trial 1: 100.0 ms...\n", + "Trial 1: 110.0 ms...\n", + "Trial 1: 120.0 ms...\n", + "Trial 1: 130.0 ms...\n", + "Trial 1: 140.0 ms...\n", + "Trial 1: 150.0 ms...\n", + "Trial 1: 160.0 ms...\n" + ] + } + ], "source": [ - "dpls = simulate_dipole(net, tstop=170., n_trials=1)" + "from hnn_core import simulate_dipole\n", + "\n", + "dpls = simulate_dipole(net, tstop=170., n_trials=1);" ] }, { @@ -259,20 +368,72 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "valued-theme", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mainak/Desktop/github_repos/hnn-core/hnn_core/parallel_backends.py:632: UserWarning: mpi4py not installed. Will run on single processor\n", + " warn(f'{packages} not installed. Will run on single processor')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MPIBackend is set to use 1 core: transferring the simulation to JoblibBackend....\n", + "Joblib will run 2 trial(s) in parallel by distributing trials over 1 jobs.\n", + "Building the NEURON model\n", + "[Done]\n", + "Trial 1: 0.03 ms...\n", + "Trial 1: 10.0 ms...\n", + "Trial 1: 20.0 ms...\n", + "Trial 1: 30.0 ms...\n", + "Trial 1: 40.0 ms...\n", + "Trial 1: 50.0 ms...\n", + "Trial 1: 60.0 ms...\n", + "Trial 1: 70.0 ms...\n", + "Trial 1: 80.0 ms...\n", + "Trial 1: 90.0 ms...\n", + "Trial 1: 100.0 ms...\n", + "Trial 1: 110.0 ms...\n", + "Trial 1: 120.0 ms...\n", + "Trial 1: 130.0 ms...\n", + "Trial 1: 140.0 ms...\n", + "Trial 1: 150.0 ms...\n", + "Trial 1: 160.0 ms...\n", + "Building the NEURON model\n", + "[Done]\n", + "Trial 2: 0.03 ms...\n", + "Trial 2: 10.0 ms...\n", + "Trial 2: 20.0 ms...\n", + "Trial 2: 30.0 ms...\n", + "Trial 2: 40.0 ms...\n", + "Trial 2: 50.0 ms...\n", + "Trial 2: 60.0 ms...\n", + "Trial 2: 70.0 ms...\n", + "Trial 2: 80.0 ms...\n", + "Trial 2: 90.0 ms...\n", + "Trial 2: 100.0 ms...\n", + "Trial 2: 110.0 ms...\n", + "Trial 2: 120.0 ms...\n", + "Trial 2: 130.0 ms...\n", + "Trial 2: 140.0 ms...\n", + "Trial 2: 150.0 ms...\n", + "Trial 2: 160.0 ms...\n" + ] + } + ], "source": [ + "from hnn_core import MPIBackend\n", + "\n", "# simulate dipole with a specific parallel backend (2 trials)\n", "# we'll use MPIBackend for the remainder of this tutorial as it is the fastest\n", "with MPIBackend(n_procs=4):\n", - " dpls = simulate_dipole(net, tstop=170., n_trials=2)\n", - " \n", - "# If you don't have the OpenMPI and mpi4py installed on you machine,\n", - "# you can alternatively use JoblibBackend (uncomment lines below)\n", - "# with JoblibBackend(n_jobs=2):\n", - "# dpls = simulate_dipole(net, tstop=170., n_trials=2)" + " dpls = simulate_dipole(net, tstop=170., n_trials=2)" ] }, { @@ -293,10 +454,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "married-triangle", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dpls" ] @@ -311,11 +484,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "broke-training", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "from hnn_core.viz import plot_dipole\n", + "\n", "plot_dipole(dpls);" ] }, @@ -329,10 +515,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "artistic-replacement", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "window_len, scaling_factor = 30, 3000\n", "for dpl in dpls:\n", @@ -351,18 +548,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "particular-airport", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6), constrained_layout=True)\n", + "import matplotlib.pyplot as plt\n", + "from hnn_core import average_dipoles\n", + "\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6))\n", "\n", "avg_dpl = average_dipoles(dpls)\n", "exp_dpl.plot(ax=axes[0], show=False)\n", "avg_dpl.plot(ax=axes[0], show=False)\n", "\n", - "axes[0].legend(['experimental', 'simulated avgerage'])\n", + "axes[0].legend(['experimental', 'simulated average'])\n", "\n", "# driving input spike histogram\n", "net.cell_response.plot_spikes_hist(ax=axes[1]);" @@ -378,19 +589,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "measured-humanity", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot layer-specific dipoles\n", - "fig, axes = plt.subplots(3, 1, sharex=True, figsize=(6, 6), constrained_layout=True, sharey=True)\n", + "fig, axes = plt.subplots(3, 1, sharex=True, figsize=(6, 6), sharey=True)\n", "\n", "for idx, layer in enumerate(['agg', 'L2', 'L5']):\n", - " plot_dipole(avg_dpl, ax=axes[idx], layer=layer, show=False)\n", - "\n", - "# driving input spike histogram\n", - "net.cell_response.plot_spikes_hist(spike_types=['evprox', 'evdist']);" + " plot_dipole(avg_dpl, ax=axes[idx], layer=layer, show=False)" ] }, { @@ -403,226 +622,339 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "id": "extra-outreach", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6), constrained_layout=True)\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6))\n", "net.cell_response.plot_spikes_raster(ax=axes[0], show=False);\n", "net.cell_response.plot_spikes_hist(ax=axes[1],\n", - " spike_types=['L5_pyramidal', 'L2_pyramidal', 'L5_basket', 'L2_basket'],\n", - " show=False);" + " spike_types=['L5_pyramidal', 'L2_pyramidal', 'L5_basket', 'L2_basket']);" ] }, { "cell_type": "markdown", - "id": "general-catholic", + "id": "0ad1ef3c-b027-46e9-a68a-d1a4433aa617", "metadata": {}, "source": [ - "If we are looking at rhythmic activity, we may also be interested in the time-frequency spectrogram of the waveform" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "tracked-appendix", - "metadata": {}, - "outputs": [], - "source": [ - "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6),\n", - " constrained_layout=True)\n", - "\n", - "exp_dpl.plot(ax=axes[0], show=False)\n", - "avg_dpl.plot(ax=axes[0], show=False)\n", - "axes[0].legend(['experimental', 'simulated avg.'])\n", - "\n", - "# plot the TFR spectrogram\n", - "# note that it won't be very good given that our simulation is not long enough to resolve low frequencies\n", - "freqs = np.arange(10, 60)\n", - "n_cycles = 10 / freqs\n", - "plot_tfr_morlet(dpls, ax=axes[1], freqs=freqs, n_cycles=n_cycles);" - ] - }, - { - "cell_type": "markdown", - "id": "attempted-commons", - "metadata": {}, - "source": [ - "## 4. Network properties" + "## 4. Laminar recordings" ] }, { "cell_type": "markdown", - "id": "possible-shark", + "id": "8ea1a58d-e16b-42ed-b2a2-35789773fa9d", "metadata": {}, "source": [ - "Recall that we originally created the network by calling `net = jones_2009_model()`. This object represents the laminar SI model as originally presented in Jones et al. (2009), and gets modified by running the simulation. Let's visualize where the cell somas are positioned within the network in 3D space." + "We’ll place the recording array in the center of the network. By default, a value of 0.3 S/m is used for the constant extracellular conductivity and the ‘point source approximation’ for calculations" ] }, { "cell_type": "code", - "execution_count": null, - "id": "stone-panama", + "execution_count": 52, + "id": "951e4ff9-4321-4976-a8e1-1e0dd67fdc81", "metadata": {}, "outputs": [], "source": [ - "net" + "depths = list(range(-325, 2150, 100))\n", + "electrode_pos = [(135, 135, dep) for dep in depths]\n", + "net.add_electrode_array('shank1', electrode_pos)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "honey-matthew", - "metadata": {}, - "outputs": [], + "execution_count": 53, + "id": "5b7316e2-a0b8-4381-b325-60951ccc2a99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "net.plot_cells();" ] }, - { - "cell_type": "markdown", - "id": "approved-accent", - "metadata": {}, - "source": [ - "Cell connectivity is defined for each cell type (`L2_basket`, `L2_pyramidal`, `L5_basket`, and `L5_pyramidal`) and receptor (`ampa`, `nmda`, `gabaa`, and `gabab`)" - ] - }, { "cell_type": "code", "execution_count": null, - "id": "hairy-pride", + "id": "0d1d4b19-90a9-47c9-9632-5064ec42c67e", "metadata": {}, "outputs": [], "source": [ - "net.connectivity[:2]" - ] - }, - { - "cell_type": "markdown", - "id": "gross-lawyer", - "metadata": {}, - "source": [ - "The cell properties are also visible" + "dpls = simulate_dipole(net, tstop=170)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "injured-music", - "metadata": {}, - "outputs": [], + "execution_count": 31, + "id": "d0f6f486-47d1-4dd5-89b3-cc0d534189e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "net.cell_types['L5_pyramidal'].synapses" + "fig, axs = plt.subplots(3, 1, figsize=(6, 8))\n", + "\n", + "decim = [5, 4]\n", + "dpl, rec_array = dpls[0], net.rec_arrays['shank1'][0]\n", + "\n", + "dpl.smooth(window_len=window_len)\n", + "rec_array.smooth(window_len=window_len)\n", + "\n", + "dpl.plot(ax=axs[0], decim=decim, show=False)\n", + "rec_array.plot_lfp(ax=axs[1], decim=decim, show=False)\n", + "rec_array.plot_csd(ax=axs[2]);" ] }, { "cell_type": "markdown", - "id": "amber-nitrogen", + "id": "062f759c-a8a0-4301-9aef-b4730098ed31", "metadata": {}, "source": [ - "Our L5 pyramidal neurons have 9 compartments" + "## 5. Modifying connectivity" ] }, { "cell_type": "code", - "execution_count": null, - "id": "united-andrews", - "metadata": {}, - "outputs": [], + "execution_count": 32, + "id": "f1ebb8d0-e913-40a2-bdfd-26f23727f873", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[L2_pyramidal -> L2_pyramidal\n", + " cell counts: 100 srcs, 100 targets\n", + " connection probability: 1.0 \n", + " loc: 'proximal'; receptor: 'nmda'\n", + " weight: 0.0005; delay: 1.0; lamtha: 3.0\n", + " ,\n", + " L2_pyramidal -> L2_pyramidal\n", + " cell counts: 100 srcs, 100 targets\n", + " connection probability: 1.0 \n", + " loc: 'proximal'; receptor: 'ampa'\n", + " weight: 0.0005; delay: 1.0; lamtha: 3.0\n", + " ]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "net.cell_types['L5_pyramidal'].sections.keys()" + "net.connectivity[:2]" ] }, { "cell_type": "code", - "execution_count": null, - "id": "civilian-classroom", - "metadata": {}, - "outputs": [], - "source": [ - "net.cell_types['L5_pyramidal'].plot_morphology();" - ] - }, - { - "cell_type": "markdown", - "id": "hydraulic-spiritual", - "metadata": {}, + "execution_count": 33, + "id": "0ed96686-5def-4127-aef3-a14cd09c6338", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'A_delay': 1.0, 'A_weight': 0.0005, 'lamtha': 3.0, 'threshold': 0.0}" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "We can see the parameters of a particular compartment" + "conn = net.connectivity[0]\n", + "conn['nc_dict'] # weight, delay, and spread (lamtha) of the connecitivity weights" ] }, { "cell_type": "code", - "execution_count": null, - "id": "rolled-setup", - "metadata": {}, - "outputs": [], + "execution_count": 34, + "id": "d3d3ea42-5106-4c20-a6de-4eb5b9d05432", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[L2_basket -> L2_pyramidal\n", + " cell counts: 35 srcs, 100 targets\n", + " connection probability: 1.0 \n", + " loc: 'soma'; receptor: 'gabaa'\n", + " weight: 0.05; delay: 1.0; lamtha: 50.0\n", + " ,\n", + " L5_basket -> L5_pyramidal\n", + " cell counts: 35 srcs, 100 targets\n", + " connection probability: 1.0 \n", + " loc: 'soma'; receptor: 'gabaa'\n", + " weight: 0.025; delay: 1.0; lamtha: 70.0\n", + " ,\n", + " L2_basket -> L5_pyramidal\n", + " cell counts: 35 srcs, 100 targets\n", + " connection probability: 1.0 \n", + " loc: 'distal'; receptor: 'gabaa'\n", + " weight: 0.001; delay: 1.0; lamtha: 50.0\n", + " ,\n", + " L2_basket -> L2_basket\n", + " cell counts: 35 srcs, 35 targets\n", + " connection probability: 1.0 \n", + " loc: 'soma'; receptor: 'gabaa'\n", + " weight: 0.02; delay: 1.0; lamtha: 20.0\n", + " ,\n", + " L5_basket -> L5_basket\n", + " cell counts: 35 srcs, 35 targets\n", + " connection probability: 1.0 \n", + " loc: 'soma'; receptor: 'gabaa'\n", + " weight: 0.02; delay: 1.0; lamtha: 20.0\n", + " ]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "net.cell_types['L5_pyramidal'].sections['apical_trunk']" + "from hnn_core import pick_connection\n", + "\n", + "conn_idxs = pick_connection(net, receptor=['gabaa'])\n", + "[net.connectivity[conn_idx] for conn_idx in conn_idxs]" ] }, { "cell_type": "markdown", - "id": "broadband-preservation", + "id": "7b23cd49-4ad1-4feb-b4a1-959c610e07b0", "metadata": {}, "source": [ - "and the synapses on to this section" + "## 5. Build your own hypothesis\n", + "\n", + "* Try adjusting the duration and strength of the distal drive; how does this affect the simulation?\n", + "\n", + "* Try adding an additional proximal or distal drive; how does this affect the simulation?\n", + "\n", + "* What happens to the ERP if the E/I balance has changed?" ] }, { "cell_type": "code", - "execution_count": null, - "id": "photographic-technology", + "execution_count": 35, + "id": "39ffec4f-1f5e-4788-a79c-c625107fdd79", "metadata": {}, "outputs": [], "source": [ - "net.cell_types['L5_pyramidal'].sections['apical_trunk'].syns" + "# your code here" ] }, { "cell_type": "markdown", - "id": "fleet-locator", + "id": "acfac770-fa89-411d-b878-3007d3e6533e", "metadata": {}, "source": [ - "## 5. Creating higher-level functions that fit YOUR workflow\n", - "\n", - "Here we'll define two new functions that will help streamline further exploration in this tutorial." + "## Recording voltages" ] }, { "cell_type": "code", - "execution_count": null, - "id": "miniature-officer", - "metadata": {}, - "outputs": [], + "execution_count": 38, + "id": "1ba01e96-9ae2-4432-a407-6ff64bf12599", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Joblib will run 1 trial(s) in parallel by distributing trials over 1 jobs.\n", + "Building the NEURON model\n", + "[Done]\n", + "Trial 1: 0.03 ms...\n", + "Trial 1: 10.0 ms...\n", + "Trial 1: 20.0 ms...\n", + "Trial 1: 30.0 ms...\n", + "Trial 1: 40.0 ms...\n", + "Trial 1: 50.0 ms...\n", + "Trial 1: 60.0 ms...\n", + "Trial 1: 70.0 ms...\n", + "Trial 1: 80.0 ms...\n", + "Trial 1: 90.0 ms...\n", + "Trial 1: 100.0 ms...\n", + "Trial 1: 110.0 ms...\n", + "Trial 1: 120.0 ms...\n", + "Trial 1: 130.0 ms...\n", + "Trial 1: 140.0 ms...\n", + "Trial 1: 150.0 ms...\n", + "Trial 1: 160.0 ms...\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# a new function that simulates and smooths dipoles\n", - "def simulate_and_smooth(net_with_drives, n_trials=1, smoothing_window=30, scaling_factor=3000):\n", - " with MPIBackend(n_procs=4):\n", - " dpls = simulate_dipole(net_with_drives, tstop=170., n_trials=n_trials)\n", + "from hnn_core.network_models import add_erp_drives_to_jones_model\n", + "from hnn_core.viz import NetworkPlotter\n", "\n", - " for dpl in dpls:\n", - " dpl.smooth(window_len).scale(scaling_factor)\n", - " return dpls" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "heated-current", - "metadata": {}, - "outputs": [], - "source": [ - "# a new function that generates standard simulation plots\n", - "def plot_sim(net, dpls, exp_dpl=exp_dpl):\n", - " fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6), constrained_layout=True)\n", + "net = jones_2009_model(mesh_shape=(3, 3))\n", "\n", - " exp_dpl.plot(ax=axes[0], show=False)\n", - " average_dipoles(dpls).plot(ax=axes[0], show=False)\n", - " axes[0].legend(['experimental', 'sim. avg.'])\n", - " fig = net.cell_response.plot_spikes_hist(ax=axes[1],\n", - " spike_types=['evprox', 'evdist'])" + "# Note that we move the cells further apart to allow better visualization of\n", + "# the network (default inplane_distance=1.0 µm).\n", + "net.set_cell_positions(inplane_distance=300)\n", + "\n", + "add_erp_drives_to_jones_model(net)\n", + "dpl = simulate_dipole(net, tstop=170, record_vsec='all')\n", + "\n", + "net_plot = NetworkPlotter(net)\n", + "net_plot.export_movie('animation_demo.gif', dpi=100, fps=30, interval=100)\n", + "\n", + "from IPython.display import Image\n", + "Image(url='animation_demo.gif')" ] }, { @@ -646,10 +978,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "limiting-share", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# retrieve and load the experimental dipole\n", "data_url = ('https://raw.githubusercontent.com/jonescompneurolab/hnn/master/'\n", @@ -807,9 +1150,18 @@ }, "outputs": [], "source": [ - "dpls = simulate_and_smooth(net, n_trials=1)\n", + "with MPIBackend(n_procs=4):\n", + " dpls = simulate_dipole(net_with_drives, tstop=170., n_trials=n_trials)\n", + "for dpl in dpls:\n", + " dpl.smooth(window_len).scale(scaling_factor)\n", + "\n", + "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(6, 6), constrained_layout=True)\n", "\n", - "fig = plot_sim(net, dpls, exp_dpl=exp_dpl_nd)" + "exp_dpl_nd.plot(ax=axes[0], show=False)\n", + "average_dipoles(dpls).plot(ax=axes[0], show=False)\n", + "axes[0].legend(['experimental', 'sim. avg.'])\n", + "fig = net.cell_response.plot_spikes_hist(ax=axes[1],\n", + " spike_types=['evprox', 'evdist'])" ] }, { @@ -817,111 +1169,253 @@ "id": "increased-withdrawal", "metadata": {}, "source": [ - "### 6.2 Drive parameter optimization\n", + "### 6.3 Drive parameter optimization\n", "Instead of manually tuning the drive parameters to match the non-detected ERP, now we're going try optimizing the original parameters using an algorithmic approach." ] }, + { + "cell_type": "code", + "execution_count": 39, + "id": "minimal-damages", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m\n", + "\u001b[0moptimize_evoked\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mnet\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mtstop\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mn_trials\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mtarget_dpl\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0minitial_dpl\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mmaxiter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mtiming_range_multiplier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0msigma_range_multiplier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0msynweight_range_multiplier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m500.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdecay_multiplier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mscale_factor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0msmooth_window_len\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.025\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mwhich_drives\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'all'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mreturn_rmse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "Optimize drives to generate evoked response.\n", + "\n", + "Parameters\n", + "----------\n", + "net : Network instance\n", + " An instance of the Network object with attached evoked drives. Timing \n", + " and synaptic weight parameters will be optimized for each attached \n", + " evoked drive. Note that no new drives will be created or old drives \n", + " destroyed.\n", + "tstop : float\n", + " The simulation stop time (ms).\n", + "n_trials : int\n", + " The number of trials to simulate.\n", + "target_dpl : instance of Dipole\n", + " The target experimental dipole.\n", + "initial_dpl : instance of Dipole\n", + " The initial dipole to start the optimization.\n", + "maxiter : int\n", + " The maximum number of simulations to run for optimizing\n", + " one \"chunk\".\n", + "timing_range_multiplier : float\n", + " The scale of timing values to sweep over.\n", + "sigma_range_multiplier : float\n", + " The scale of sigma values to sweep over.\n", + "synweight_range_multiplier : float\n", + " The scale of input synaptic weights to sweep over.\n", + "decay_multiplier : float\n", + " The decay multiplier.\n", + "scale_factor : float\n", + " Scales the simulated dipoles by scale_factor to match\n", + " target_dpl.\n", + "smooth_window_len : int\n", + " The length of the hamming window (in samples) to smooth the\n", + " simulated dipole waveform in each optimization step.\n", + "dt : float\n", + " The integration time step (ms) of h.CVode during simulation.\n", + "which_drives: 'all' or list\n", + " Evoked drives to optimize. If 'all', will optimize all evoked drives.\n", + " If a subset list of evoked drives, will optimize only the evoked drives in the list.\n", + "return_rmse : bool\n", + " Returns list of unweighted RMSEs between the simulated and experimental dipole \n", + " waveforms for each optimization step\n", + "\n", + "Returns\n", + "-------\n", + "net : Network instance\n", + " An instance of the Network object with the optimized configuration of\n", + " attached drives.\n", + "iter_avg_rmse : list of float\n", + " Unweighted RMSE between data in dpl and exp_dpl for each iteration. Returned only\n", + " if return_rmse is True\n", + "\n", + "Notes\n", + "-----\n", + "This optimization protocol utilizes the Constrained Optimization\n", + "By Linear Approximation (COBYLA) method:\n", + "https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.fmin_cobyla.html # noqa\n", + "\u001b[0;31mFile:\u001b[0m ~/Desktop/github_repos/hnn-core/hnn_core/optimization/optimize_evoked.py\n", + "\u001b[0;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from hnn_core.optimization import optimize_evoked\n", + "\n", + "optimize_evoked?" + ] + }, { "cell_type": "markdown", - "id": "separate-speaker", + "id": "crude-crazy", "metadata": {}, "source": [ - "First, we'll load the `default.json` parameter file distributed with HNN-Core. This is the full parameter set that we used to simulate the detected ER at the beginning of this tutorial." + "Finally, let's run a simulation with the optimized parameter set and see if the simulated dipole better matches the empirical dipole" + ] + }, + { + "cell_type": "markdown", + "id": "3be99161-cad4-4d24-b3f3-493fccd732d0", + "metadata": { + "scrolled": true + }, + "source": [ + "Online example [here](https://jonescompneurolab.github.io/hnn-core/dev/auto_examples/howto/optimize_rhythmic.html#sphx-glr-auto-examples-howto-optimize-rhythmic-py)" + ] + }, + { + "cell_type": "markdown", + "id": "193df7cf-5f24-4306-8919-713b7ce24d61", + "metadata": {}, + "source": [ + "## 5. Object-oriented structure of HNN-core" + ] + }, + { + "cell_type": "markdown", + "id": "7fb77c51-d0d3-4942-8dd4-285b26393d44", + "metadata": {}, + "source": [ + "Recall that we originally created the network by calling `net = jones_2009_model()`. This object represents the laminar SI model as originally presented in Jones et al. (2009), and gets modified by running the simulation. Let's visualize where the cell somas are positioned within the network in 3D space." ] }, { "cell_type": "code", "execution_count": null, - "id": "complimentary-emerald", + "id": "stone-panama", "metadata": {}, "outputs": [], "source": [ - "from hnn_core import read_params\n", - "\n", - "# find root directory and set the desired file name\n", - "hnn_core_root = op.join(op.dirname(hnn_core.__file__))\n", - "params_fname = op.join(hnn_core_root, 'param', 'default.json')\n", - "\n", - "# load in the parameter set\n", - "params = read_params(params_fname)" + "net" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "honey-matthew", + "metadata": {}, + "outputs": [], + "source": [ + "net.plot_cells();" ] }, { "cell_type": "markdown", - "id": "competitive-still", + "id": "b417f964-4ca6-4941-a4fd-208fa258c03c", "metadata": {}, "source": [ - "When we instantiate the network model this time, we add the drives according to the parameter file" + "Cell connectivity is defined for each cell type (`L2_basket`, `L2_pyramidal`, `L5_basket`, and `L5_pyramidal`) and receptor (`ampa`, `nmda`, `gabaa`, and `gabab`)" ] }, { "cell_type": "code", "execution_count": null, - "id": "instrumental-amazon", - "metadata": { - "scrolled": true - }, + "id": "hairy-pride", + "metadata": {}, "outputs": [], "source": [ - "# load network and add drives according to param file\n", - "net = jones_2009_model(params=params, add_drives_from_params=True)\n", - "\n", - "# simulate\n", - "dpls = simulate_and_smooth(net, n_trials=1)\n", - "\n", - "# plot simulation against the non-detect ER experimental data\n", - "plot_sim(net, dpls, exp_dpl=exp_dpl_nd);" + "net.connectivity[:2]" ] }, { "cell_type": "markdown", - "id": "dimensional-tamil", + "id": "93c0ddfa-213c-40af-86c4-523cbbb98917", "metadata": {}, "source": [ - "Running the optimization routine with only 3 iterations (`maxiter=3`) will not improve the fit very much, but a slight improvement may be noticeable" + "The cell properties are also visible" ] }, { "cell_type": "code", "execution_count": null, - "id": "minimal-damages", + "id": "injured-music", "metadata": {}, "outputs": [], "source": [ - "from hnn_core.optimization import optimize_evoked\n", - "\n", - "# select the first (and only) dipole contained in the dpls list\n", - "initial_dpl = dpls[0]\n", - "\n", - "# run optimization routine!!\n", - "with MPIBackend(n_procs=4):\n", - " params_optim = optimize_evoked(params, exp_dpl, initial_dpl,\n", - " maxiter=3,\n", - " scale_factor=3000,\n", - " smooth_window_len=30)" + "net.cell_types['L5_pyramidal'].synapses" ] }, { "cell_type": "markdown", - "id": "crude-crazy", + "id": "782163a9-c455-4a9f-99c3-b58889ce1126", "metadata": {}, "source": [ - "Finally, let's run a simulation with the optimized parameter set and see if the simulated dipole better matches the empirical dipole" + "Our L5 pyramidal neurons have 9 compartments" ] }, { "cell_type": "code", "execution_count": null, - "id": "drawn-finish", - "metadata": { - "scrolled": true - }, + "id": "united-andrews", + "metadata": {}, "outputs": [], "source": [ - "net_optim = jones_2009_model(params=params_optim, add_drives_from_params=True)\n", - "\n", - "dpls = simulate_and_smooth(net_optim, n_trials=1)\n", - "plot_sim(net_optim, dpls, exp_dpl=exp_dpl_nd);" + "net.cell_types['L5_pyramidal'].sections.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "civilian-classroom", + "metadata": {}, + "outputs": [], + "source": [ + "net.cell_types['L5_pyramidal'].plot_morphology();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "rolled-setup", + "metadata": {}, + "outputs": [], + "source": [ + "net.cell_types['L5_pyramidal'].sections['apical_trunk']" + ] + }, + { + "cell_type": "markdown", + "id": "86454e5d-0166-4205-aea9-acc3c79a2915", + "metadata": {}, + "source": [ + "and the synapses on to this section" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "photographic-technology", + "metadata": {}, + "outputs": [], + "source": [ + "net.cell_types['L5_pyramidal'].sections['apical_trunk'].syns" ] }, { @@ -988,10 +1482,6 @@ "id": "illegal-northeast", "metadata": {}, "source": [ - "* Try adjusting the duration and strength of the distal drive; how does this affect the simulation?\n", - "\n", - "* Try adding an additional proximal or distal drive; how does this affect the simulation?\n", - "\n", "* View the evoked responses for different values of the scaling parameter; how does this affect the simulation?\n", "\n", "* View the evoked responses for different values of the smoothing parameter; how does this affect the simulation?\n", @@ -1000,11 +1490,20 @@ "\n", "* Try importing another network from the [templates provided](https://jonescompneurolab.github.io/hnn-core/stable/api.html#network-models-hnn-core). Can you figure out how these models are different from the original model? Try running a simulation with these models." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0ae66088-9307-41c0-b5e9-63bebabe881f", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { + "celltoolbar": "Slideshow", "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1018,7 +1517,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.9.18" } }, "nbformat": 4,