{ "cells": [ { "cell_type": "markdown", "id": "12cb39af-dc4e-4c43-8113-7c74b5f72562", "metadata": {}, "source": [ "# Recording Extracellular Potentials and Current Source Densities" ] }, { "cell_type": "markdown", "id": "9b01bb08-b268-4dcf-904f-56fdde5dbb2e", "metadata": {}, "source": [ "Extracellular local field potential (LFP) recordings are among the most common electrophysiological recordings for studying brain function. Thus, many scientists might be interested in recording LFPs while simulating the activity of brain circuits to replicate or compare to in-vivo experimental recordings. This tutorial shows how to record extracellular LFPs with BioNet, modify the extracellular resistance, and calculate the current source density (CSD) generating the measured LFPs. \n", "\n", "**Note** - scripts and files for running this tutorial can be found in the directory [05_opt_extracellular/](https://github.com/AllenInstitute/bmtk/tree/develop/docs/tutorial/05_opt_extracellular)" ] }, { "cell_type": "markdown", "id": "8775ca0d-2a02-443c-926d-df0e4e9baadd", "metadata": {}, "source": [ "## 1. Example: Recording Extracellular Local Field Potentials (LFPs) " ] }, { "cell_type": "markdown", "id": "09f9cdc4-c577-4bad-95ce-435f3873338f", "metadata": {}, "source": [ "A part of BioNet's built-in functionality is the ability to record extracellular LFPs from morphologically detailed networks of cells. Like with in-vivo experiments, it involves placing one or more electrodes by the cells that will pick up the change of the extracellular potentials throughout the experiment/simulation. This can be useful for comparing simulations to actual experiment recordings taken from an M.E.A. (multi-electrode array), neuronal probe, ECoG, or EEG. It can also be used to calculate the current source density (CSD), thus capturing the slow-reacting, non-spiking dynamics of your network.\n", "\n", "**Note:** BMTK only supports capturing the LFPs for `biophysical` **model_type** cells. It will not work in PointNet since these are point-neuron cells, which cannot directly generate extracellular potentials - generated by spatially separated transmembrane currents. Nor will it work with BioNet/NEURON `point-neuron` models. If a network contains a mix of `biophysical` and `point-neuron` models, the `point-neuron` models will be ignored when collecting extracellular recordings.\n", "\n", "Also, **NOTE** that adding extracellular potential recordings to your network is computationally expensive. Expect simulations to take significantly longer than if you were just recording spikes or membrane voltages.\n" ] }, { "cell_type": "markdown", "id": "6b8afc8f-dda6-4022-91ab-4084366a734a", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Step 1: Building a Network (Caveats)\n", "\n", "Creating a network that is capable of recording LFPs is no different than the way you would normally create a SONATA-based network. And most of the time, we can dynamically add a recording electrode before any simulation. However, there are some requirements that we must be cognizant of:\n", "\n", "1. Our network **MUST** have attributes **x**, **y**, **z** defined for all cells being recorded by our electrode (s). Variables like spiking events or membrane potential do not typically require explicit information about cell position, so the exact coordinates of each cell of the network are not required for them. But with extracellular recordings, the distances between the cells and electrodes will be very important in determining LFP.\n", "2. You should also take care that **rotation_angle_xaxis**, **rotation_angle_yaxis**, and **rotation_angle_zaxis** are set properly. Especially if the cell is has an extended morphology, it can make a big difference. However, if you want to use the default morphology from the *swc*, *asc*, *hoc*, etc, then not specifying the **rotation_angles** will just default rotations to 0.0\n", "\n", "In this example, we build our network cells like such:\n", "```python\n", "x, y, z = get_coords(20, y_range=[-300, -100])\n", "cortcol.add_nodes(\n", " N=20,\n", "\n", " # Reserved SONATA keywords used during simulation\n", " model_type='biophysical',\n", " model_template='ctdb:Biophys1.hoc',\n", " model_processing='aibs_perisomatic',\n", " dynamics_params='Scnn1a_485510712_params.json',\n", " morphology='Scnn1a_485510712_morphology.swc',\n", "\n", " # The x, y, z locations and orientations (in Euler angles) of each cell\n", " # Here, rotation around the pia-to-white-matter axis is randomized\n", " x=x,\n", " y=y,\n", " z=z,\n", " rotation_angle_xaxis=0,\n", " rotation_angle_yaxis=np.random.uniform(0.0, 2 * np.pi, size=20),\n", " rotation_angle_zaxis=3.646878266,\n", "\n", " tuning_angle=np.linspace(start=0.0, stop=360.0, num=20, endpoint=False),\n", " layer='L23',\n", " model_name='Scnn1a',\n", " ei='e'\n", ")\n", "```\n", "\n", "In this particular example, we use a very simplified \"cortical column\" consisting of layers `L2/3`, `L4` (which receives most of the external inputs), and `L5` pyramidal cells surrounded by inhibitory interneurons. The cells are built in a column parallel to the **y** axis and centered at **x=0** and **z=0**. \n", "\n", "We can use VND to visualize our network to make sure the layering and rotation of our cells are correct:\n", "\n", "
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\n", "\n", "The full script for this example can be found in the file *build_network.lfp.py*. We encourage you to make changes and test out the effects that different cell types, synapses, and geometry have on LFP recordings. You can also try using a different network altogether.\n" ] }, { "cell_type": "markdown", "id": "1d273e38-7c3a-46c0-aeea-ae399859d55e", "metadata": {}, "source": [ "### Step 2: Adding \"ecp\" recordings to simulation config.\n", "\n", "The next step is to open up our SONATA simulation configuration file (*config.lfp.json*) so that it contains the following in the \"reports\" section.\n", "\n", "```json\n", "\"reports\": {\n", " \"cortical_electrode\": {\n", " \"module\": \"extracellular\",\n", " \"variable_name\": \"v\",\n", " \"cells\": \"all\",\n", " \"electrode_positions\": \"./components/electrodes/linear_electrode.csv\",\n", " \"electrode_channels\": \"all\"\n", " }\n", "}\n", "```\n", "* The **module** should always be set to value `extracellular`, which tells BMTK what type of recording to apply.\n", "* The **variable_name** should be set to `v`, which is the voltage just outside of every compartment membrane.\n", "* Setting **cells** to all tells BMTK to record the extracellular potential of all (biophysical) cells in the model. You can use the `node_set` to select only a portion of cells to record from. For example, if you wanted to filter by specific node-ids:\n", "```json\n", " \"cells\": {\n", " \"population\": \"cortcol\",\n", " \"node_ids\": [0, 100, 200, 300]\n", " },\n", "```\n", "     or if you wanted to record from Layer 4 excitatory cells\n", "```json\n", " \"cells\": {\n", " \"layer\": \"L4\",\n", " \"ei\": \"e\"\n", " },\n", "```\n", "* **electrode_positions** will point to the csv file containing recording electrodes (see below)\n", "* We set **electrode_channels** to `all` to indicate the use of all possible electrodes in the electrodes csv file.\n", "\n" ] }, { "cell_type": "markdown", "id": "d54bc46d-7fca-4a9f-8b06-7ec73fcd1d78", "metadata": {}, "source": [ "### Step 3: Creating electrodes file\n", "\n", "We must tell BioNet the location of all recording electrodes, which we specify in the file *./componets/electrodes/linear_electrodes.csv*. This is a simple space-separated file where each line represents the `channel_id`, `x`, `y`, and `z` position for each channel that will be recording extracellular potential (ECP) from." ] }, { "cell_type": "code", "execution_count": 1, "id": "3808f6c8-38bd-4779-bfd8-95be97b3df12", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " channel x_pos y_pos z_pos\n", "0 0 0.0 0.0 0.0\n", "1 1 0.0 -100.0 0.0\n", "2 2 0.0 -200.0 0.0\n", "3 3 0.0 -300.0 0.0\n", "4 4 0.0 -400.0 0.0\n", "5 5 0.0 -500.0 0.0\n", "6 6 0.0 -600.0 0.0\n", "7 7 0.0 -700.0 0.0\n", "8 8 0.0 -800.0 0.0" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "\n", "pd.read_csv('components/electrodes/linear_electrode.csv', sep=' ')" ] }, { "cell_type": "markdown", "id": "b1dbd11b-d29b-4b01-b414-70a6038fdca6", "metadata": {}, "source": [ "In this example, an electrode array placed straight down the column will record the LFP at every 100-micron interval. Like with the placement of cells, we can use whatever coordinate framework for placing our network. In this case, we assume our columnar network's axis is aligned with the y-axis, which also passes through the center of the column. However, we could also use a global framework like the [CCF](https://biccn.org/standards/common-coordinate-frameworks-biccn). The important thing for BMTK is that the electrodes and cells must be in the same coordinate system. " ] }, { "cell_type": "markdown", "id": "0c83436c-a787-4286-99cd-cdb3f72117c4", "metadata": {}, "source": [ "### Step 4: Running the simulation\n", "\n", "Now that we've updated our simulation configuration accordingly, we can run the simulation like we normally would (be mindful that it will likely take longer and use more resources than normal):\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "0ab3c735-c03b-419c-bf91-0ebb6019e3a6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/shared/workspace/docs/tutorial/05_opt_extracellular/components/mechanisms\n", "Mod files: \"modfiles/CaDynamics.mod\" \"modfiles/Ca_HVA.mod\" \"modfiles/Ca_LVA.mod\" \"modfiles/Ih.mod\" \"modfiles/Im.mod\" \"modfiles/Im_v2.mod\" \"modfiles/K_P.mod\" \"modfiles/K_T.mod\" \"modfiles/Kd.mod\" \"modfiles/Kv2like.mod\" \"modfiles/Kv3_1.mod\" \"modfiles/NaTa.mod\" \"modfiles/NaTs.mod\" \"modfiles/NaV.mod\" \"modfiles/Nap.mod\" \"modfiles/SK.mod\" \"modfiles/exp1isyn.mod\" \"modfiles/exp1syn.mod\" \"modfiles/stp1syn.mod\" \"modfiles/stp2syn.mod\" \"modfiles/stp3syn.mod\" \"modfiles/stp4syn.mod\" \"modfiles/stp5isyn.mod\" \"modfiles/stp5syn.mod\" \"modfiles/vecevent.mod\"\n", "\n", "COBJS=''\n", " -> \u001b[32mCompiling\u001b[0m mod_func.c\n", "gcc -O2 -I. -I/opt/conda/envs/bmtk/lib/python3.9/site-packages/neuron/.data/include -I/nrnwheel/openmpi/include -fPIC -c mod_func.c -o mod_func.o\n", " => \u001b[32mLINKING\u001b[0m shared library ./libnrnmech.so\n", "g++ -O2 -DVERSION_INFO='8.0.0' -std=c++11 -shared -fPIC -I /opt/conda/envs/bmtk/lib/python3.9/site-packages/neuron/.data/include -o ./libnrnmech.so -Wl,-soname,libnrnmech.so \\\n", " ./mod_func.o ./CaDynamics.o ./Ca_HVA.o ./Ca_LVA.o ./Ih.o ./Im.o ./Im_v2.o ./K_P.o ./K_T.o ./Kd.o ./Kv2like.o ./Kv3_1.o ./NaTa.o ./NaTs.o ./NaV.o ./Nap.o ./SK.o ./exp1isyn.o ./exp1syn.o ./stp1syn.o ./stp2syn.o ./stp3syn.o ./stp4syn.o ./stp5isyn.o ./stp5syn.o ./vecevent.o -L/opt/conda/envs/bmtk/lib/python3.9/site-packages/neuron/.data/lib -lnrniv -Wl,-rpath,/opt/conda/envs/bmtk/lib/python3.9/site-packages/neuron/.data/lib \n", "rm -f ./.libs/libnrnmech.so ; mkdir -p ./.libs ; cp ./libnrnmech.so ./.libs/libnrnmech.so\n", "Successfully created x86_64/special\n" ] } ], "source": [ "! cd components/mechanisms && nrnivmodl modfiles" ] }, { "cell_type": "code", "execution_count": 3, "id": "314e78ab-ef2e-4b71-9b31-e67124d3b012", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: no DISPLAY environment variable.\n", "--No graphics will be displayed.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-21 17:26:00,659 [INFO] Created log file\n", "2024-10-21 17:26:00,876 [INFO] Building cells.\n", "2024-10-21 17:26:04,530 [INFO] Building recurrent connections\n", "2024-10-21 17:26:05,813 [INFO] Building virtual cell stimulations for virt_exc_spikes\n", "2024-10-21 17:26:08,413 [INFO] Running simulation for 2000.000 ms with the time step 0.100 ms\n", "2024-10-21 17:26:08,414 [INFO] Starting timestep: 0 at t_sim: 0.000 ms\n", "2024-10-21 17:26:08,414 [INFO] Block save every 5000 steps\n", "2024-10-21 17:26:53,054 [INFO] step:5000 t_sim:500.00 ms\n", "2024-10-21 17:27:38,462 [INFO] step:10000 t_sim:1000.00 ms\n", "2024-10-21 17:28:26,600 [INFO] step:15000 t_sim:1500.00 ms\n", "2024-10-21 17:29:10,021 [INFO] step:20000 t_sim:2000.00 ms\n", "2024-10-21 17:29:10,085 [INFO] Simulation completed in 3.0 minutes, 1.672 seconds \n" ] } ], "source": [ "from bmtk.simulator import bionet\n", "\n", "bionet.reset()\n", "conf = bionet.Config.from_json('config.lfp.json')\n", "conf.build_env()\n", "\n", "net = bionet.BioNetwork.from_config(conf)\n", "sim = bionet.BioSimulator.from_config(conf, network=net)\n", "sim.run()" ] }, { "cell_type": "markdown", "id": "505e2b14-1f8b-49e6-8324-550a71a8929d", "metadata": {}, "source": [ "### Step 5: Analyzing the results\n", "\n", "The `bmtk.analyzer.ecp` package of BMTK includes a number of tools for analyzing and visualizing the results of the electrode recordings:\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "d58f72c7-73a5-46b8-aad9-f616f55708c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bmtk.analyzer.ecp import plot_ecp\n", "\n", "_ = plot_ecp(config_file='config.lfp.json', report_name='cortical_electrode')" ] }, { "cell_type": "markdown", "id": "502259b2-a07c-4b37-8343-606d47d5c9b3", "metadata": {}, "source": [ "But if you need to analyze the results yourself, they will be saved in the *output/cortical_electrode.h5* file, which is an HDF5 following SONATA format for [Extracellular reports](https://github.com/AllenInstitute/sonata/blob/master/docs/SONATA_DEVELOPER_GUIDE.md#extracellular-report). The results are stored in the `/ecp/data` table that is $T \\times N$ ($timestamps \\times channels$) in size.\n", "\n", "\n", "
\n", "
\n", " \n", "
\n", "
\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "99ce85b5-106a-4f31-a1c7-795c6f401235", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import h5py\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "channel_id = 5\n", "\n", "with h5py.File('output_lfp/cortical_electrode.h5', 'r') as h5:\n", " channel_idx = np.argwhere(h5['/ecp/channel_id'][()] == channel_id).flatten()\n", " ts = np.arange(start=h5['/ecp/time'][0], stop=h5['/ecp/time'][1], step=h5['/ecp/time'][2])\n", " plt.plot(ts, h5['/ecp/data'][:, channel_idx])\n", " plt.title(f'Channel {channel_id}')\n", " plt.xlabel(h5['/ecp/time'].attrs['units'])\n", " plt.ylabel(h5['/ecp/data'].attrs['units'])" ] }, { "cell_type": "markdown", "id": "db84d250-afcd-4bf2-a736-56ff816ba219", "metadata": {}, "source": [ "### (Optional) Finding individual contributions\n", "\n", "When each channel in the electrode calculates the ECP at each given time, it does so by taking the extracellular Vm of each cell, adjusting for distance and interstitial resistance, and summing the results over all recorded cells. \n", "\n", "Sometimes, for deeper analysis of a simulation, you may want to measure the individual contribution each cell has on the electrode. To do so in our simulation we just need to add the **contributions_dir** option to the simulation configuration:\n", "\n", "```json\n", "\"reports\": {\n", " \"cortical_electrode\": {\n", " \"module\": \"extracellular\",\n", " \"variable_name\": \"v\",\n", " \"cells\": \"all\",\n", " \"electrode_positions\": \"./components/electrodes/linear_electrode.csv\",\n", " \"electrode_channels\": \"all\",\n", " \"contributions_dir\": \"cell_contributions\"\n", " }\n", "}\n", "```\n", "\n", "Now, when you run the simulation, it will add an extra directory *output_lfp/cell_contributions/* that will contain N SONATA Extracellular reports for each of the N individual cells (the name of each h5 file will correspond to the node_id of each cell).\n", "\n", "Be **WARNED** that adding the \"contributions_dir\" option will take up a lot of disk space for even moderately sized networks. Feel free to edit *config.lfp.json* and see how different cells and cell-types differ in their LFP signatures.\n" ] }, { "cell_type": "markdown", "id": "eda4f2e5-0c31-4e44-97fe-cdccfa476944", "metadata": {}, "source": [ "## 2. Example: Calculating the Current Source Density (CSD) " ] }, { "cell_type": "markdown", "id": "67133568-2105-47cc-8f30-056949ebe155", "metadata": {}, "source": [ "Scientists are often interested in estimating the current sources or CSD generating the measured LFPs. Calculating the CSD associated with simulated LFPs can also be useful for comparing simulations to experimental data. This example demonstrates how to compute the CSD from the simulated LFPs in the first example using the iCSD method from [Pettersen et al. 2006](https://doi.org/10.1016/j.jneumeth.2005.12.005). The iCSD methods can be applied to data recorded from multielectrode arrays with various geometries.\n", "\n", "iCSD methods are available in the py-iCSD toolbox, which is a translation of the core functionality of the CSDplotter MATLAB package to Python. The py-ICSD toolbox can be downloaded from https://github.com/espenhgn/iCSD" ] }, { "cell_type": "code", "execution_count": 6, "id": "d9ac57ad-a270-49ac-ada1-969a37994bde", "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('icsd_scripts/')" ] }, { "cell_type": "markdown", "id": "44016e87-e584-460b-97f3-0d194bd97e69", "metadata": {}, "source": [ "For the below scripts you will also need to install third party packages [quantities](https://github.com/python-quantities/python-quantities) and [neo](https://github.com/NeuralEnsemble/python-neo) to handle dimensional units and electrophysiology calculations, respectively" ] }, { "cell_type": "code", "execution_count": 7, "id": "37b5bd38-150b-4d49-b967-3a8ecfc3182c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/shared/workspace/docs/tutorial/05_opt_extracellular/icsd_scripts/icsd.py:1292: SyntaxWarning: \"is not\" with a literal. Did you mean \"!=\"?\n", " if f_type is not \"identity\" and f_order is None:\n" ] } ], "source": [ "import icsd\n", "import quantities as pq" ] }, { "cell_type": "markdown", "id": "150dca73-2942-49d1-afeb-002af0db546f", "metadata": {}, "source": [ "### Step 1: Setting up quantities for py-iCSD toolbox\n", "\n", "All inputs to the iCSD methods class instances are considered Quantity arrays. First, we need to patch quantities with the SI unit Siemens if it does not exist:" ] }, { "cell_type": "code", "execution_count": 8, "id": "eb319516-83b4-44fa-83f3-0df017eb4eb6", "metadata": {}, "outputs": [], "source": [ "for symbol, prefix, definition, u_symbol in zip(\n", " ['siemens', 'S', 'mS', 'uS', 'nS', 'pS'],\n", " ['', '', 'milli', 'micro', 'nano', 'pico'],\n", " [pq.A/pq.V, pq.A/pq.V, 'S', 'mS', 'uS', 'nS'],\n", " [None, None, None, None, u'µS', None]):\n", " if type(definition) is str:\n", " definition = lastdefinition / 1000\n", " if not hasattr(pq, symbol):\n", " setattr(pq, symbol, pq.UnitQuantity(\n", " prefix + 'siemens',\n", " definition,\n", " symbol=symbol,\n", " u_symbol=u_symbol))\n", " lastdefinition = definition" ] }, { "cell_type": "markdown", "id": "dd40b27a-7501-4885-8f2b-f7480dd0383a", "metadata": {}, "source": [ "### Step 2: Preparing LFP data and defining parameters for the CSD calculation\n", "\n", "The iCSD method considers the CSD to have cylindrical symmetry with a diameter `diam` specified by the user based on the geometry of your simulated network or the area captured by your experimental recordings. Here, we calculate the CSD assuming a homogenous conductivity `sigma` throughout the column and an infinite medium (i.e., the extracellular conductivity above the cortical surface is the same as the grey matter conductivity - `sigma_top = sigma`). However, you can use a different value for `sigma_top` if you use substances such as saline (with a high conductivity) or oil (with a very low conductivity) to prevent the brain from drying during your experiments.\n", "\n", "In addition to these parameters, you need to input the LFP data `lfp` with units in SI, the coordinates of the electrodes `coord_electrode`, and the type `f_type` and order `f_order` of the spatial filter to be applied to the estimated CSD. You must append the corresponding quantities to `lfp`, `coord_electrode`, `diam`, `sigma`, and `sigma_top` to convert them to Quantity arrays.\n", "\n", "Here, we will use the delta-iCSD method for calculating the CSD, using a Gaussian 3-point filter with a standard deviation equal to 1 (`sigma = 1`). However, the py-iCSD toolbox also includes the step-iCSD, spline-iCSD, and std or standard CSD methods. More details on these methods can be found in [Pettersen et al. 2006](https://doi.org/10.1016/j.jneumeth.2005.12.005). \n", "\n", "These are examples of the input dictionaries for each method:\n", "```python\n", "delta_input = {\n", " 'lfp' : lfp_data,\n", " 'coord_electrode' : z_data,\n", " 'diam' : diam, # source diameter\n", " 'sigma' : sigma, # extracellular conductivity\n", " 'sigma_top' : sigma, # conductivity on top of cortex\n", " 'f_type' : 'gaussian', # gaussian filter\n", " 'f_order' : (3, 1), # 3-point filter, sigma = 1.\n", "}\n", "step_input = {\n", " 'lfp' : lfp_data,\n", " 'coord_electrode' : z_data,\n", " 'diam' : diam,\n", " 'h' : h, # source thickness\n", " 'sigma' : sigma,\n", " 'sigma_top' : sigma,\n", " 'tol' : 1E-12, # Tolerance in numerical integration\n", " 'f_type' : 'gaussian',\n", " 'f_order' : (3, 1),\n", "}\n", "spline_input = {\n", " 'lfp' : lfp_data,\n", " 'coord_electrode' : z_data,\n", " 'diam' : diam,\n", " 'sigma' : sigma,\n", " 'sigma_top' : sigma,\n", " 'num_steps' : 201, # Spatial CSD upsampling to N steps\n", " 'tol' : 1E-12,\n", " 'f_type' : 'gaussian',\n", " 'f_order' : (20, 5),\n", "}\n", "std_input = {\n", " 'lfp' : lfp_data,\n", " 'coord_electrode' : z_data,\n", " 'sigma' : sigma,\n", " 'f_type' : 'gaussian',\n", " 'f_order' : (3, 1),\n", "}\n", "```" ] }, { "cell_type": "markdown", "id": "ede35e49-ab83-40fe-9d8d-a8cbec883e99", "metadata": {}, "source": [ "Getting the simulated LFPs and electrodes' coordinates from the first example:" ] }, { "cell_type": "code", "execution_count": 9, "id": "0116042e-249d-45a2-9e39-23dbb99f9e96", "metadata": {}, "outputs": [], "source": [ "import h5py\n", "\n", "with h5py.File('output_lfp/cortical_electrode.h5', 'r') as h5:\n", " channel_idx = h5['/ecp/channel_id'][()]\n", " ts = np.arange(start=h5['/ecp/time'][0], stop=h5['/ecp/time'][1], step=h5['/ecp/time'][2])\n", " lfp = h5['/ecp/data'][()]\n", "\n", "\n", "coord_ele = pd.read_csv('components/electrodes/linear_electrode.csv', sep=' ')" ] }, { "cell_type": "markdown", "id": "5bb82f49-177e-40d0-9a43-39e7ea17c490", "metadata": {}, "source": [ "Defining the input dictionary for the delta-iCSD method: " ] }, { "cell_type": "code", "execution_count": 10, "id": "b4ae6192-4565-4503-9568-8bbd68ce5c73", "metadata": {}, "outputs": [], "source": [ "z_data = np.array(coord_ele['y_pos']) * (-1E-6) * pq.m # [um] --> [m] linear probe - electrodes' position in depth\n", "diam = 800E-6 * pq.m # [m] source diameter\n", "h = 100E-6 * pq.m # [m] distance between channels\n", "sigma = 0.3* pq.S / pq.m # [S/m] or [1/(ohm*m)] extracellular conductivity\n", "sigma_top = 0.3* pq.S / pq.m # [S/m] or [1/(ohm*m)] conductivity on top of cortex\n", "\n", "delta_input = {\n", " 'lfp' : lfp.T*1E-3*pq.V, #[um] --> [V]\n", " 'coord_electrode' : z_data,\n", " 'diam' : diam,\n", " 'sigma' : sigma,\n", " 'sigma_top' : sigma_top,\n", " 'f_type' : 'gaussian', # gaussian filter\n", " 'f_order' : (3, 1), # 3-point filter, sigma = 1.\n", " }" ] }, { "cell_type": "markdown", "id": "f520d1cf-32f5-427f-802c-c4f3771e3b30", "metadata": {}, "source": [ "### Step 3: Calculating the CSD\n", "\n", "First, we create the delta CSD-method class instance:\n", "```python\n", "csd_dict = dict(\n", " delta_icsd = icsd.DeltaiCSD(**delta_input),\n", ")\n", "```\n", "\n", "The class methods get_csd() and filter_csd() are used below to get the raw and spatially filtered versions of the CSD estimates. The raw- and filtered CSD estimates are returned as Quantity arrays. \n", "\n", "In the comments below, we illustrate how to calculate the CSD using the other methods, considering their input dictionary is defined as shown in Step 2.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "4fb517ab-9be2-48e8-b03c-6982c91058e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "discrete filter coefficients: \n", "b = [ 0.607 1.000 0.607 ], \n", "a = [ 2.213 ]\n" ] } ], "source": [ "csd_dict = dict(\n", " delta_icsd = icsd.DeltaiCSD(**delta_input),\n", "\n", " #Other methods for computing CSD:\n", " #step_icsd = icsd.StepiCSD(**step_input),\n", " #spline_icsd = icsd.SplineiCSD(**spline_input),\n", " #std_csd = icsd.StandardCSD(**std_input),\n", ")\n", "\n", "for method, csd_obj in list(csd_dict.items()):\n", " csd_raw = csd_obj.get_csd() # num_channels x trial_duration\n", " csd_smooth = csd_obj.filter_csd(csd_raw) # num_channels x trial_duration" ] }, { "cell_type": "code", "execution_count": 12, "id": "0ba20d00-f906-479d-ad34-d3fc175e97b1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'timestep')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3,1, figsize=(8,8))\n", "\n", "lfp_data = lfp.T*1E-3*pq.V\n", "\n", "#plot LFP signal\n", "ax = axes[0]\n", "im = ax.imshow(np.array(lfp_data), origin='upper', vmin=-abs(lfp_data).max(), \\\n", " vmax=abs(lfp_data).max(), cmap='bwr')\n", "ax.axis(ax.axis('tight'))\n", "cb = plt.colorbar(im, ax=ax)\n", "cb.set_label('LFP (%s)' % lfp_data.dimensionality.string)\n", "ax.set_xticklabels([])\n", "ax.set_title('LFP')\n", "ax.set_ylabel('ch #')\n", "\n", "#plot raw csd estimate\n", "ax = axes[1]\n", "im = ax.imshow(np.array(csd_raw), origin='upper', vmin=-abs(csd_raw).max(), \\\n", " vmax=abs(csd_raw).max(), cmap='jet_r')\n", "ax.axis(ax.axis('tight'))\n", "ax.set_title(csd_obj.name)\n", "cb = plt.colorbar(im, ax=ax)\n", "cb.set_label('CSD (%s)' % csd_raw.dimensionality.string)\n", "ax.set_xticklabels([])\n", "ax.set_ylabel('ch #')\n", "\n", "#plot spatially filtered csd estimate\n", "ax = axes[2]\n", "im = ax.imshow(np.array(csd_smooth), origin='upper', vmin=-abs(csd_smooth).max(), \\\n", " vmax=abs(csd_smooth).max(), cmap='jet_r')\n", "ax.axis(ax.axis('tight'))\n", "ax.set_title(csd_obj.name + ', filtered')\n", "cb = plt.colorbar(im, ax=ax)\n", "cb.set_label('CSD (%s)' % csd_smooth.dimensionality.string)\n", "ax.set_ylabel('ch #')\n", "ax.set_xlabel('timestep')" ] }, { "cell_type": "code", "execution_count": null, "id": "e4e75331-bb64-409e-aadc-6945c799d5a1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }