{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LFP Analysis\n", "\n", "## Tutorial overview\n", "\n", "This Jupyter notebook will demonstrate how to access and analyze LFP data from the Neuropixels Visual Coding dataset. LFP, which stands for \"local field potential,\" contains information about low-frequency (0.1-500 Hz) voltage fluctations around each recording site. It's complementary to the spiking activity, and can be analyzed on its own or in conjunction with spikes.\n", "\n", "This tutorial will cover the following topics:\n", "\n", "* Selecting probes to analyze\n", "* Loading LFP data\n", "* Aligning data in time\n", "* Aligning data in space\n", "* Exploring pre-computed CSD plots\n", "\n", "This tutorial assumes you've already created a data cache, or are working with the files on AWS. If you haven't reached that step yet, we recommend going through the [data access tutorial](./ecephys_data_access.ipynb) first.\n", "\n", "Functions related to analyzing spike data will be covered in other tutorials. For a full list of available tutorials, see the [SDK documentation](https://allensdk.readthedocs.io/en/latest/visual_coding_neuropixels.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by creating an `EcephysProjectCache` object, and pointing it to a new or existing manifest file:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from allensdk.brain_observatory.ecephys.ecephys_project_cache import EcephysProjectCache" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're not sure what a manifest file is or where to put it, please check out [this tutorial](./ecephys_data_access.ipynb) before going further." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_directory = '/mnt/nvme0/ecephys_cache_dir_10_31'\n", "\n", "manifest_path = os.path.join(data_directory, \"manifest.json\")\n", "\n", "cache = EcephysProjectCache.from_warehouse(manifest=manifest_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load the `sessions` table and grab the data for the first experiment in the list:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sessions = cache.get_session_table()\n", "\n", "session = cache.get_session_data(sessions.index.values[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning about the available probes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `session` object contains all of the spike data for one recording session, as well as information about the stimulus, mouse behavior, and probes. To prevent the underlying NWB file from becoming too large, the LFP data is stored separately, on a probe-by-probe basis. Before loading the LFP, let's take a look at the probes that are available for this session." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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descriptionlocationsampling_ratelfp_sampling_ratehas_lfp_data
id
810755797probeA29999.9548461249.998119True
810755799probeB29999.9063181249.996097True
810755801probeC29999.9854701249.999395True
810755803probeD29999.9081001249.996171True
810755805probeE29999.9856791249.999403True
810755807probeF30000.0280331250.001168True
\n", "
" ], "text/plain": [ " description location sampling_rate lfp_sampling_rate has_lfp_data\n", "id \n", "810755797 probeA 29999.954846 1249.998119 True\n", "810755799 probeB 29999.906318 1249.996097 True\n", "810755801 probeC 29999.985470 1249.999395 True\n", "810755803 probeD 29999.908100 1249.996171 True\n", "810755805 probeE 29999.985679 1249.999403 True\n", "810755807 probeF 30000.028033 1250.001168 True" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session.probes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are six probes available, and all of them have LFP data. Note that there is a small subset of probes across the entire dataset that only have spike data, due to high levels of electrical noise contamining the LFP band. To see which sessions are missing LFP data, you can check the `probes` table from the `EcephysProjectCache`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fraction of probes with LFP: 0.979\n", " \n", "Sessions with missing LFP files: [763673393, 831882777, 839557629]\n" ] } ], "source": [ "probes = cache.get_probes()\n", "\n", "print('Fraction of probes with LFP: ' + str(np.around( np.sum(probes.has_lfp_data) / len(probes), 3) ) )\n", "print(' ')\n", "print('Sessions with missing LFP files: ' + str(list(probes[probes.has_lfp_data == False].ecephys_session_id.unique())))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Returning to the current session, let's get some information about which brain regions each probe is recording from before we select LFP data to look at in more detail.\n", "\n", "Each probe has a unique ID, but the \"description\" of each probe is assigned based on its location on the recording rig. The Allen Institute Neuropixels rigs have six slot for probes, which are named A, B, C, D, E, and F. The probes are arranged in a ring centered on visual cortex. Probe A is in the anterior/medial position, and the letters go clockwise around the ring.\n", "\n", "To visualize what this looks like, we can access the spatial information in this session's `channels` table:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['probe_vertical_position', 'probe_id', 'probe_horizontal_position',\n", " 'local_index', 'ecephys_structure_id', 'ecephys_structure_acronym',\n", " 'anterior_posterior_ccf_coordinate', 'dorsal_ventral_ccf_coordinate',\n", " 'left_right_ccf_coordinate'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session.channels.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the `channels` table mainly contains columns related to the physical locations, either relative to the probe shank (`probe_vertical_position` and `probe_horizontal_position`), or relative to the Allen Common Coordinate Framework (`anterior_posterior_ccf_coordinate`, `dorsal_ventral_ccf_coordinate`, and `left_right_ccf_coordinate`). Let's use a combination of these to visualize the locations of the probes in this recording." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 14})\n", "\n", "x_coords = session.channels.left_right_ccf_coordinate\n", "y_coords = session.channels.anterior_posterior_ccf_coordinate\n", "color = session.channels.probe_vertical_position\n", "\n", "plt.figure(figsize=(8,8))\n", "_ = plt.scatter(-x_coords[x_coords > 0], -y_coords[x_coords > 0], c=color[x_coords > 0], cmap='inferno')\n", "_ = plt.xlabel('<< lateral --- medial >>')\n", "_ = plt.ylabel('<< posterior --- anterior >>')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a top-down view of the locations of each channel, with the color corresponding to distance along the probe axis (darker = deeper in the brain). A few things to note about this plot:\n", "\n", "* There are only 5 probes visible, even though there were 6 probes in the recording. This is because one of the probes was not visible in the optical projection tomography volume we use to identify the recording location. If this occurs, the probe will be assigned a 3D CCF coordinate of [-1, -1, -1], and only cortical units will be given an `ecephys_structure_acronym`.\n", "* The probe trajectories are curved, as a result of warping to the CCF template brain. The trajectories are straight in the original brain volume. \n", "* Some of the probes appear longer than others. This may be due to the viewing angle (in this plot, the more lateral probes are viewed more perpendicular to the insertion axis), or the fact that probes may be inserted to different depths.\n", "\n", "To figure out which probe is missing, we can check the `probes` table for this session:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['probeA', 'probeC', 'probeD', 'probeE', 'probeF'], dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session.probes.loc[np.unique(session.channels.probe_id.values[x_coords > 0])].description.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like `probeB` was not registered to the CCF. That means that `probeA` is in the upper right, `probeC` is in the lower right, and `D`, `E`, and `F` go clockwise from there. It's helpful to keep these descriptions in mind, because probes with the same descriptions enter the brain at roughly the same angle across experiments. Although the precise target point for each probe depends on the retinotopic map for each mouse, the overall rig geometry remains the same across sessions.\n", "\n", "Let's look at the structures each of these probes passes through:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'probeA': [nan, 'VISam', 'CA1', 'DG', 'MB', 'APN'],\n", " 'probeB': ['grey', nan, 'VISpm'],\n", " 'probeC': [nan, 'VISp', 'CA1', 'DG', 'LP', 'PoT', 'PO'],\n", " 'probeD': ['VISl', 'CA1', 'DG', 'CA3', 'LGd', nan],\n", " 'probeE': [nan, 'VISrl', 'CA1', 'DG', 'CA3', 'LGd', 'LP', 'PO'],\n", " 'probeF': [nan, 'VISrl', 'CA1']}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{session.probes.loc[probe_id].description : \n", " list(session.channels[session.channels.probe_id == probe_id].ecephys_structure_acronym.unique())\n", " for probe_id in session.probes.index.values}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general, probes tend to be inserted through cortex (`VIS` structures), into to hippocampus (`CA1`, `CA3`, `DG`), and down into the thalamus or midbrain. If there's no CCF registration available (e.g., for `probeB` in this example), subcortical structures are marked as `grey`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading LFP data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've seen a general overview of how the probes are oriented and what structures they pass through, let's choose one and load its associated LFP data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "probe_id = session.probes[session.probes.description == 'probeE'].index.values[0]\n", "\n", "lfp = session.get_lfp(probe_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you haven't tried to access this data previously, you'll have to wait while the LFP NWB file downloads. Even if you already have the data stored locally, it may still take a minute to load, since the LFP data is quite large.\n", "\n", "Once the data is loaded, we can take a closer look at the `lfp` object:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[-2.43750e-05, -3.08100e-05, -3.19800e-05, ..., -1.95000e-07,\n", " -1.34550e-05, -1.15050e-05],\n", " [-4.44600e-05, -3.31500e-05, -1.42350e-05, ..., 1.95000e-06,\n", " -2.49600e-05, -1.34550e-05],\n", " [-4.58250e-05, 1.17000e-06, -1.42350e-05, ..., 1.36500e-06,\n", " -1.03350e-05, -1.71600e-05],\n", " ...,\n", " [-9.59400e-05, -1.54245e-04, -1.06275e-04, ..., 4.89450e-05,\n", " 0.00000e+00, 4.09500e-06],\n", " [-1.93050e-05, -7.17600e-05, -4.25100e-05, ..., 6.10350e-05,\n", " -9.75000e-07, 1.15050e-05],\n", " [-2.73000e-05, -7.21500e-05, -6.24000e-05, ..., 3.04200e-05,\n", " -1.95000e-06, -1.95000e-07]], dtype=float32)\n", "Coordinates:\n", " * time (time) float64 13.58 13.58 13.58 ... 9.637e+03 9.637e+03 9.637e+03\n", " * channel (channel) int64 850258492 850258500 ... 850259236 850259244" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lfp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LFP data is stored as an [xarray.DataArray](http://xarray.pydata.org/en/stable/) object, with coordinates of `time` and `channel`. The xarray library simplifies the process of working with N-dimensional data arrays, by keeping track of the meaning of each axis. If this is your first time encountering xarrays, we strongly recommend reading through the [documentation](http://xarray.pydata.org/en/stable/quick-overview.html) before going further. Getting used to xarrays can be frustrating, especially when they don't behave like numpy arrays. But they are designed to prevent common mistakes when analyzing multidimensional arrays, so they are well worth learning more about. Plus, the syntax is modeled on that of the [pandas](https://pandas.pydata.org/) library, so if you're familiar with that you already have a head start.\n", "\n", "The print-out above already tells us a lot about what the `lfp` object contains. It stores an array with around 12 million points along the `time` axis and 95 points along the `channel` axis. The `time` axis ranges from 13.5 to around 9600 seconds, while the `channel` axis ranges from 850258492 to 850259244 (these are the unique IDs for each channel).\n", "\n", "Let's use the `DataArray.sel()` method to select a slice through this array between 100 and 101 seconds:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[ 1.50149994e-04, 1.49954998e-04, 1.65749996e-04, ...,\n", " 4.68000007e-06, 2.30099995e-05, -1.13099995e-05],\n", " [ 1.64190002e-04, 1.41569995e-04, 1.50734995e-04, ...,\n", " 6.62999992e-06, 1.18950002e-05, -1.30649996e-05],\n", " [ 1.43519996e-04, 1.47030005e-04, 1.80959993e-04, ...,\n", " 4.48499986e-06, 1.96950004e-05, 8.18999979e-06],\n", " ...,\n", " [-2.35949992e-05, -1.63799996e-05, -3.45150002e-05, ...,\n", " 1.55999999e-06, -1.48199997e-05, -1.11150002e-05],\n", " [-1.87200003e-05, -5.75249978e-05, -4.93349980e-05, ...,\n", " 8.38500000e-06, -2.00849991e-05, -5.26499980e-06],\n", " [-3.17849990e-05, -5.53799982e-05, -4.17299998e-05, ...,\n", " 2.14500005e-06, -1.67700000e-05, -2.73000001e-06]], dtype=float32)\n", "Coordinates:\n", " * time (time) float64 100.0 100.0 100.0 100.0 ... 101.0 101.0 101.0 101.0\n", " * channel (channel) int64 850258492 850258500 ... 850259236 850259244" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lfp_slice = lfp.sel(time=slice(100,101))\n", "\n", "lfp_slice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that this new DataArray is smaller than before; it contains the same number of channels, but only 1250 samples, due to the LFP sample rate of ~1250 Hz.\n", "\n", "Let's plot the data for one of the channels:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'LFP (V)')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,2))\n", "_ = plt.plot(lfp_slice.time, lfp_slice.sel(channel=lfp_slice.channel[10]))\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('LFP (V)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can visualize this slice of data using matplotlib's `imshow` method:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "im = plt.imshow(lfp_slice.T,aspect='auto',origin='lower',vmin=-1e-3, vmax=1e-3)\n", "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n", "_ = plt.xlabel('Sample number')\n", "_ = plt.ylabel('Channel index')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we've transposed the original array to place the time dimension along the x-axis. We've also configured the plot so that the origin of the array is in the lower-left, so that that channels closer to the probe tip are lower in the image.\n", "\n", "A few things to note about this plot:\n", "\n", "* The units of the LFP are volts, so the color scale ranges from -1 to +1 mV\n", "* Even though there are 384 channels on the Neuropixels probe, there are only 95 channels in this plot. That's because only every 4th channel is included in the NWB file (resulting in 40 micron vertical spacing). In addition, the reference channels and channels far outside the brain have been removed.\n", "* The top of the plot is relatively flat. This corresponds to channels that are outside the brain. The LFP channels are originally referenced to a ground wire embedded in the ACSF/agarose mixture about cortex. Before NWB packaging, the LFP data is digitally referenced to the channels outside the brain, to remove noise that's shared across the whole probe.\n", "* There's a large increase in LFP power toward the middle of the probe, which corresponds to channels in hippocampus.\n", "\n", "Let's do some additional data selection to look at just the hippocampal channels from this recording." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "channel_ids = session.channels[(session.channels.probe_id == probe_id) & \\\n", " (session.channels.ecephys_structure_acronym.isin(['CA1','CA3','DG']))].index.values\n", "\n", "lfp_slice2 = lfp_slice.sel(channel=slice(np.min(channel_ids), np.max(channel_ids)))\n", "\n", "plt.figure(figsize=(8,4))\n", "im = plt.imshow(lfp_slice2.T,aspect='auto',origin='lower',vmin=-1e-3, vmax=1e-3)\n", "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n", "_ = plt.xlabel('Sample number')\n", "_ = plt.ylabel('Channel index')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "### Suggestions for further analysis\n", "\n", "* Can you use supervised learning to train a model to accurately identify brain regions based on LFP signals alone? What happens when you use this model to classify brain regions in recordings without CCF registration?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aligning LFP data to a stimulus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above example, we selected LFP data based on an arbitrary time span (100 to 101 seconds). For many analyses, however, you'll want to align the data to the onset of a particular type of stimulus.\n", "\n", "The AllenSDK provides a number of convenience functions for aligning spikes to visual stimuli. We are planning to implement similar functions for LFP data in the near future. Until then, the steps below will show you how to perform this alignment.\n", "\n", "First, we need to select some stimulus presentations to use:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "presentation_table = session.stimulus_presentations[session.stimulus_presentations.stimulus_name == 'flashes']\n", "\n", "presentation_times = presentation_table.start_time.values\n", "presentation_ids = presentation_table.index.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can align the LFP to these presentation times using some xarray magic:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "trial_window = np.arange(-0.5, 0.5, 1/500)\n", "time_selection = np.concatenate([trial_window + t for t in presentation_times])\n", "\n", "inds = pd.MultiIndex.from_product((presentation_ids, trial_window), \n", " names=('presentation_id', 'time_from_presentation_onset'))\n", "\n", "ds = lfp.sel(time = time_selection, method='nearest').to_dataset(name = 'aligned_lfp')\n", "ds = ds.assign(time=inds).unstack('time')\n", "\n", "aligned_lfp = ds['aligned_lfp']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`aligned_lfp` is a DataArray with dimensions of channels x trials x time. It's been downsampled to 500 Hz by changing the time step in the `trial_window` variable.\n", "\n", "Because we're using xarrays, the alignment operation is fast, and doesn't require any `for` loops! There's a lot going on here, so we recommend referring to the pandas and xarray documentation if anything is confusing.\n", "\n", "Now we can visualize the average LFP, aligned to the trial onset:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "im = plt.imshow(aligned_lfp.mean(dim='presentation_id'), aspect='auto', origin='lower', vmin=-1e-4, vmax=1e-4)\n", "_ = plt.colorbar(im, fraction=0.036, pad=0.04)\n", "_ = plt.xlabel('Sample number')\n", "_ = plt.ylabel('Channel index')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see the effect of a 250 ms flash stimulus on the LFP. There are two large responses in cortex (channel index 60-80), one corresponding to the stimulus onset (around sample 280), and one corresponding to the stimulus offset (around sample 400).\n", "\n", "Note that the voltage range is an order of magnitude less than it was for the single-trial LFP, around -100 to +100 microvolts.\n", "\n", "You can use the code sample above to align the LFP to any type of event (e.g. spike times, running onset, optogenetic stimuli) just by changing the `trial_window` and `time_selection` variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "### Suggestions for further analysis\n", "\n", "* How do the time delays of stimulus-evoked LFP deflections vary across areas and depths? Are these delays different for different stimulus conditions?\n", "\n", "* Are there consistent patterns in the LFP when aligning to the start of running, or the onset of an eye movement?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aligning LFP data to units" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous section demonstrated how to align the LFP in time. What if we want to extract the LFP at a particular location in space, corresponding to the location of a unit we're analyzing?\n", "\n", "Let's start by finding a well-isolated, high-firing rate unit in visual cortex from the probe we're currently working with. For more information about using quality metrics to assess unit isolation quality, check out [this tutorial](./ecephys_quality_metrics.ipynb).\n", "\n", "Once we've selected a unit of interest, the xarray library makes it easy to find the associated LFP channel." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "units_of_interest = session.units[(session.units.probe_id == probe_id) &\n", " (session.units.ecephys_structure_acronym.str.find('VIS') > -1) &\n", " (session.units.firing_rate > 10) & \n", " (session.units.nn_hit_rate > 0.95)]\n", " \n", "len(units_of_interest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four units that meet our criteria. Let's choose one and find its associated channel index." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "260" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unit_id = units_of_interest.index.values[0]\n", "\n", "channel_index = units_of_interest.loc[unit_id].channel_local_index\n", "\n", "channel_index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this is the channel index relative to the original probe (out of 384 possible channels), rather than the index of the LFP DataArray.\n", "\n", "We can now use the channel index to find the unique channel ID for this unit:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "850259008" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "channel_id = session.channels[(session.channels.local_index == channel_index) & \n", " (session.channels.probe_id == probe_id)].index.values[0]\n", "\n", "channel_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `unit_id` and `channel_id`, we can select the spikes and LFP within an arbitrary time interval. Note that we need to use `method='nearest'` when selecting the LFP data channel, since not every electrode is included in the LFP DataArray." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/joshs/anaconda3/envs/ecephys-tutorials/lib/python3.7/site-packages/allensdk/brain_observatory/ecephys/ecephys_session.py:1088: UserWarning: Session includes invalid time intervals that could be accessed with the attribute 'invalid_times',Spikes within these intervals are invalid and may need to be excluded from the analysis.\n", " warnings.warn(\"Session includes invalid time intervals that could be accessed with the attribute 'invalid_times',\"\n" ] } ], "source": [ "start_time = 500\n", "end_time = 510\n", "\n", "spike_times = session.spike_times[unit_id]\n", "\n", "times_in_range = spike_times[(spike_times > start_time) & (spike_times < end_time)]\n", "\n", "lfp_data = lfp.sel(time = slice(start_time, end_time))\n", "lfp_data = lfp_data.sel(channel = channel_id, method='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the spike times along with the LFP for this interval:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plt.plot(lfp_data.time, lfp_data)\n", "_ = plt.plot(times_in_range, np.ones(times_in_range.shape)*3e-4, '.r')\n", "_ = plt.xlabel('Time (s)')\n", "_ = plt.ylabel('LFP (V)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "### Suggestions for further analysis\n", "\n", "* What does the spike-triggered LFP look like for different units? Is it possible to classify units based on the properties of the spike-triggered LFP?\n", "\n", "* How well can you predict spike rates from the nearby LFP signals? Does this vary across different brain regions?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Current Source Density" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LFP data is commonly used to generate current source density (CSD) plots, which show the location of current sources and sinks along the probe axis. CSD analysis benefits from high spatial resolution, since it involves taking the second spatial derivative of the data. Because of Neuropixels dense site spacing, these probes are optimal for computing the CSD. However, the LFP data available through the AllenSDK has been spatially downsampled prior to NWB packaging.\n", "\n", "To provide access to a high-resolution CSD plot, we've pre-computed the CSD in response to a flash stimulus for all probes with LFP." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[ 58327.03371574, 20117.6298887 , -14617.79294315, ...,\n", " -179410.38257756, -140541.81597896, -99855.52022176],\n", " [ -65434.3204571 , -32932.62888488, -3367.24904473, ...,\n", " 161433.08930627, 136244.74051173, 109671.1407354 ],\n", " [ 28505.59773412, 31288.43801342, 33892.68350592, ...,\n", " 39946.37351702, 24588.34919833, 8571.48977541],\n", " ...,\n", " [ -3201.28149464, -1289.03683893, 502.04419085, ...,\n", " -943.9933153 , -2669.37931577, -4375.39738216],\n", " [ -32827.35201643, -16409.56190898, -1052.05581321, ...,\n", " -106129.85783238, -94380.54770586, -82251.01882374],\n", " [ 34153.87655675, 16950.77633742, 815.89811501, ...,\n", " 94579.10700446, 89217.81476538, 83741.3728981 ]])\n", "Coordinates:\n", " * virtual_channel_index (virtual_channel_index) int64 0 1 2 3 ... 381 382 383\n", " * time (time) float64 -0.1 -0.0996 -0.0992 ... 0.2492 0.2496\n", " vertical_position (virtual_channel_index) uint64 0 10 20 ... 3820 3830\n", " horizontal_position (virtual_channel_index) uint64 24 24 24 ... 24 24 24" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csd = session.get_current_source_density(probe_id)\n", "csd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `CSD` object is a DataArray with dimensions of channels x time. Note that the channels are actually \"virtual channels,\" based on interpolated signals along the central axis of the probe, with 10 micron inter-site spacing." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.ndimage.filters import gaussian_filter\n", "\n", "_ = plt.figure(figsize=(10,10))\n", "\n", "filtered_csd = gaussian_filter(csd.data, sigma=(5,1))\n", "\n", "fig, ax = plt.subplots(figsize=(6, 6))\n", "\n", "_ = ax.pcolor(csd[\"time\"], csd[\"vertical_position\"], filtered_csd, vmin=-3e4, vmax=3e4)\n", "\n", "_ = ax.set_xlabel(\"time relative to stimulus onset (s)\")\n", "_ = ax.set_ylabel(\"vertical position (um)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This CSD shows a clear stimulus-evoked response in cortex (2600-3500 microns), with an even earlier response in a subcortical region (700-1200 microns).\n", "\n", "We can use the `channels` table to figure out where this signal is coming from:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['LGd', 'LP']" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(session.channels[(session.channels.probe_id == probe_id) &\n", " (session.channels.probe_vertical_position > 700) &\n", " (session.channels.probe_vertical_position < 1200)].ecephys_structure_acronym.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like this region of the probe is on the border between LGd and LP nuclei in the thalamus." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "### Suggestions for further analysis\n", "\n", "* How does the cortical CSD vary across visual areas? Are there consistent patterns across all areas?\n", "\n", "* Are the locations of sources and sinks correlated with other features of the LFP, such as power in different frequency bands? \n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }