{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optotagging Analysis\n",
"\n",
"## Tutorial overview\n",
"\n",
"This Jupyter notebook will demonstrate how to analyze responses to optotagging stimuli in Neuropixels Brain Observatory datasets. Optotagging makes it possible to link _in vivo_ spike trains to genetically defined cell classes. By expressing a light-gated ion channel (in this case, ChR2) in a Cre-dependent manner, we can activate Cre+ neurons with light pulses delivered to the cortical surface. Units that fire action potentials in response to these light pulses are likely to express the gene of interest.\n",
"\n",
"Of course, there are some shortcomings to this approach, most notably that the presence of light artifacts can create the appearance of false positives, and that false negatives (cells that are Cre+ but do not respond to light) are nearly impossible to avoid. We will explain how to deal with these caveats in order to incorporate the available cell type information into your analyses.\n",
"\n",
"This tutorial will cover the following topics:\n",
"\n",
"* Finding datasets of interest\n",
"* Types of optotagging stimuli\n",
"* Aligning spikes to light pulses\n",
"* Identifying Cre+ units\n",
"* Differences across genotypes\n",
"\n",
"This tutorial assumes you've already created a data cache, or are working with NWB 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 responses to visual stimuli 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": [
"First, let's deal with the necessary imports:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\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": [
"Next, we'll create an `EcephysProjectCache` object that points to a new or existing manifest file.\n",
"\n",
"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": [
"# Example cache directory path, it determines where downloaded data will be stored\n",
"data_directory = '/local1/ecephys_cache_dir/'\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": [
"## Finding datasets of interest"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `sessions` table contains information about all the experiments available in the `EcephysProjectCache`. The `full_genotype` column contains information about the genotype of the mouse used in each experiment."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"wt/wt 30\n",
"Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt 12\n",
"Pvalb-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt 8\n",
"Vip-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt 8\n",
"Name: full_genotype, dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sessions = cache.get_session_table()\n",
"\n",
"sessions.full_genotype.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"About half the mice are wild type (`wt/wt`), while the other half are a cross between a Cre line and the Ai32 reporter line. The Cre mice express ChR2 in one of three interneuron subtypes: Parvalbumin-positive neurons (`Pvalb`), Somatostatin-positive neurons (`Sst`), and Vasoactive Intestinal Polypeptide neurons (`Vip`). We know that these genes are expressed in largely non-overlapping populations of inhibitory cells, and that, taken together, they [cover nearly the entire range of cortical GABAergic neurons](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3556905/#!po=8.92857), with the caveat that VIP+ cells are a subset of a larger group of 5HT3aR-expressing cells.\n",
"\n",
"To find experiments performed on a specific genotype, we can filter the sessions table on the `full_genotype` column:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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" published_at specimen_id session_type \\\n",
"id \n",
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"746083955 2019-10-03T00:00:00Z 726170935 brain_observatory_1.1 \n",
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"839557629 2019-10-03T00:00:00Z 821469666 functional_connectivity \n",
"840012044 2019-10-03T00:00:00Z 820866121 functional_connectivity \n",
"\n",
" age_in_days sex full_genotype \\\n",
"id \n",
"721123822 125.0 M Pvalb-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt \n",
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"840012044 116.0 M Pvalb-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt \n",
"\n",
" unit_count channel_count probe_count \\\n",
"id \n",
"721123822 444 2229 6 \n",
"746083955 582 2216 6 \n",
"760345702 501 1862 5 \n",
"773418906 546 2232 6 \n",
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"839557629 450 1853 5 \n",
"840012044 758 2298 6 \n",
"\n",
" ecephys_structure_acronyms \n",
"id \n",
"721123822 [MB, SCig, PPT, NOT, DG, CA1, VISam, nan, LP, ... \n",
"746083955 [VPM, TH, LGd, CA3, CA2, CA1, VISal, nan, grey... \n",
"760345702 [MB, TH, PP, PIL, DG, CA3, CA1, VISal, nan, gr... \n",
"773418906 [PPT, NOT, SUB, ProS, CA1, VISam, nan, APN, DG... \n",
"797828357 [PPT, MB, APN, NOT, HPF, ProS, CA1, VISam, nan... \n",
"829720705 [SCig, SCop, SCsg, SCzo, POST, VISp, nan, CA1,... \n",
"839557629 [APN, NOT, MB, DG, CA1, VISam, nan, VISpm, LGd... \n",
"840012044 [APN, DG, CA1, VISam, nan, LP, VISpm, VISp, LG... "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvalb_sessions = sessions[sessions.full_genotype.str.match('Pvalb')]\n",
"\n",
"pvalb_sessions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table above contains 8 sessions, 5 of which used the `brain_observatory_1.1` visual stimulus, and 3 of which used the `functional_connectivity` stimulus. Any experiments with the same stimulus set are identical across genotypes. Importantly, the optotagging stimulus does not occur until the end of the experiment, so any changes induced by activating a specific set of interneurons will not affect the visual responses that we measure."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Types of optotagging stimuli"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's load one of the above sessions to see how to extract information about the optotagging stimuli that were delivered."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"session = cache.get_session_data(pvalb_sessions.index.values[-3])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The optotagging stimulus table is stored separately from the visual stimulus table. So instead of calling `session.stimulus_presentations`, we will use `session.optogenetic_stimulation_epochs` to load a DataFrame that contains the information about the optotagging stimuli:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
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" start_time condition level stop_time \\\n",
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},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"session.optogenetic_stimulation_epochs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This returns a table with information about each optotagging trial. To find the unique conditions across all trials, we can use the following Pandas syntax:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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"
1.3
\n",
"
pulse
\n",
"
0.010
\n",
"
\n",
"
\n",
"
1
\n",
"
a single square pulse
\n",
"
1.7
\n",
"
pulse
\n",
"
0.010
\n",
"
\n",
"
\n",
"
8
\n",
"
a single square pulse
\n",
"
2.0
\n",
"
pulse
\n",
"
0.010
\n",
"
\n",
"
\n",
"
5
\n",
"
half-period of a cosine wave
\n",
"
1.3
\n",
"
raised_cosine
\n",
"
1.000
\n",
"
\n",
"
\n",
"
14
\n",
"
half-period of a cosine wave
\n",
"
1.7
\n",
"
raised_cosine
\n",
"
1.000
\n",
"
\n",
"
\n",
"
6
\n",
"
half-period of a cosine wave
\n",
"
2.0
\n",
"
raised_cosine
\n",
"
1.000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" condition level stimulus_name duration\n",
"id \n",
"3 2.5 ms pulses at 10 Hz 1.3 fast_pulses 1.000\n",
"2 2.5 ms pulses at 10 Hz 1.7 fast_pulses 1.000\n",
"4 2.5 ms pulses at 10 Hz 2.0 fast_pulses 1.000\n",
"17 a single square pulse 1.3 pulse 0.005\n",
"7 a single square pulse 1.7 pulse 0.005\n",
"0 a single square pulse 2.0 pulse 0.005\n",
"13 a single square pulse 1.3 pulse 0.010\n",
"1 a single square pulse 1.7 pulse 0.010\n",
"8 a single square pulse 2.0 pulse 0.010\n",
"5 half-period of a cosine wave 1.3 raised_cosine 1.000\n",
"14 half-period of a cosine wave 1.7 raised_cosine 1.000\n",
"6 half-period of a cosine wave 2.0 raised_cosine 1.000"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"columns = ['stimulus_name', 'duration','level']\n",
"\n",
"session.optogenetic_stimulation_epochs.drop_duplicates(columns).sort_values(by=columns).drop(columns=['start_time','stop_time'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The optotagging portion of the experiment includes four categories of blue light stimuli: 2.5 ms pulses delivered at 10 Hz for one second, a single 5 ms pulse, a single 10 ms pulse, and a raised cosine pulse lasting 1 second. All of these stimuli are delivered through a 400 micron-diameter fiber optic cable positioned to illuminate the surface of visual cortex. Each stimulus is delivered at one of three power levels, defined by the peak voltage of the control signal delivered to the light source, not the actual light power at the tip of the fiber.\n",
"\n",
"Unfortunately, light power has not been perfectly matched across experiments. A little more than halfway through the data collection process, we switched from delivering light through an LED (maximum power at fiber tip = 4 mW) to a laser (maximum power at fiber tip = 35 mW), in order to evoke more robust optotagging responses. To check whether or not a particular experiment used a laser, you can use the following filter:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, False, False, False, False, False,\n",
" False, False, False, False, True, True, True, True, True,\n",
" True, True, True, True, True, True, True, True, True,\n",
" True, True, True, True])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sessions.index.values >= 789848216"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We realize that this makes it more difficult to compare results across experiments, but we decided it was better to improve the optotagging yield for later sessions than continue to use light levels that were not reliably driving spiking responses."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aligning spikes to light pulses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aligning spikes to light pulses is a bit more involved than aligning spikes to visual stimuli. This is because we haven't yet created convenience functions for performing this alignment automatically, such as `session.presentationwise_spike_times` or `sesssion.presentationwise_spike_counts`. We are planning to incorporate such functions into the AllenSDK in the future, but for now, you'll have to write your own code for extracting spikes around light pulses (or copy the code below).\n",
"\n",
"Let's choose a stimulus condition (10 ms pulses) and a set of units (visual cortex only), then create a DataArray containing binned spikes aligned to the start of each stimulus."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"trials = session.optogenetic_stimulation_epochs[(session.optogenetic_stimulation_epochs.duration > 0.009) & \\\n",
" (session.optogenetic_stimulation_epochs.duration < 0.02)]\n",
"\n",
"units = session.units[session.units.ecephys_structure_acronym.str.match('VIS')]\n",
"\n",
"time_resolution = 0.0005 # 0.5 ms bins\n",
"\n",
"bin_edges = np.arange(-0.01, 0.025, time_resolution)\n",
"\n",
"def optotagging_spike_counts(bin_edges, trials, units):\n",
" \n",
" time_resolution = np.mean(np.diff(bin_edges))\n",
"\n",
" spike_matrix = np.zeros( (len(trials), len(bin_edges), len(units)) )\n",
"\n",
" for unit_idx, unit_id in enumerate(units.index.values):\n",
"\n",
" spike_times = session.spike_times[unit_id]\n",
"\n",
" for trial_idx, trial_start in enumerate(trials.start_time.values):\n",
"\n",
" in_range = (spike_times > (trial_start + bin_edges[0])) * \\\n",
" (spike_times < (trial_start + bin_edges[-1]))\n",
"\n",
" binned_times = ((spike_times[in_range] - (trial_start + bin_edges[0])) / time_resolution).astype('int')\n",
" spike_matrix[trial_idx, binned_times, unit_idx] = 1\n",
"\n",
" return xr.DataArray(\n",
" name='spike_counts',\n",
" data=spike_matrix,\n",
" coords={\n",
" 'trial_id': trials.index.values,\n",
" 'time_relative_to_stimulus_onset': bin_edges,\n",
" 'unit_id': units.index.values\n",
" },\n",
" dims=['trial_id', 'time_relative_to_stimulus_onset', 'unit_id']\n",
" )\n",
"\n",
"da = optotagging_spike_counts(bin_edges, trials, units)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use this DataArray to plot the average firing rate for each unit as a function of time:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_optotagging_response(da):\n",
"\n",
" plt.figure(figsize=(5,10))\n",
"\n",
" plt.imshow(da.mean(dim='trial_id').T / time_resolution, \n",
" extent=[np.min(bin_edges), np.max(bin_edges),\n",
" 0, len(units)],\n",
" aspect='auto', vmin=0, vmax=200) \n",
"\n",
" for bound in [0.0005, 0.0095]:\n",
" plt.plot([bound, bound],[0, len(units)], ':', color='white', linewidth=1.0)\n",
"\n",
" plt.xlabel('Time (s)')\n",
" plt.ylabel('Unit #')\n",
"\n",
" cb = plt.colorbar(fraction=0.046, pad=0.04)\n",
" cb.set_label('Mean firing rate (Hz)')\n",
" \n",
"plot_optotagging_response(da)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this plot, we can see that a number of units increase their firing rate during the stimulus window, firing a burst of around three spikes. This is typical for Parvalbumin-positive neurons, which fire at high rates under natural conditions.\n",
"\n",
"However, there are also some units that seem to fire at the very beginning and/or very end of the light pulse. These spikes are almost certainly artifactual, as it takes at least 1 ms to generate a true light-evoked action potential. Therefore, we need to disregard these low-latency \"spikes\" in our analysis."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Identifying Cre+ units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we know how to align spikes, we can start assessing which units are reliably driven by the optotagging stimulus and are likely to be Cre+.\n",
"\n",
"There are a variety of ways to do this, but these are the most important things to keep in mind:\n",
"* Spikes that occur precisely at the start or end of a light pulse are likely artifactual, and need to be ignored.\n",
"* The bright blue light required for optotagging _can_ be seen by the mouse, so any spikes that occur more than 40 ms after the stimulus onset may result from retinal input, as opposed to direct optogenetic drive.\n",
"* The rate of false negatives (Cre+ cells that are not light-driven) will vary across areas, across depths, and across sessions. We've tried our best to evenly illuminate the entire visual cortex, and to use light powers that can drive spikes throughout all cortical layers, but some variation is inevitable.\n",
"\n",
"For these reasons, we've found that the 10 ms pulses are the most useful stimulus for finding true light-evoked activity. These pulses provide a long enough artifact-free window to observe light-evoked spikes, but do not last long enough to be contaminated by visually driven activity.\n",
"\n",
"Using the DataArray we created previously, we can search for units that increase their firing rate during the 10 ms pulse:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"baseline = da.sel(time_relative_to_stimulus_onset=slice(-0.01,-0.002))\n",
"\n",
"baseline_rate = baseline.sum(dim='time_relative_to_stimulus_onset').mean(dim='trial_id') / 0.008\n",
"\n",
"evoked = da.sel(time_relative_to_stimulus_onset=slice(0.001,0.009))\n",
"\n",
"evoked_rate = evoked.sum(dim='time_relative_to_stimulus_onset').mean(dim='trial_id') / 0.008"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparing the baseline and evoked rates, we can see a clear subset of units with a light-evoked increase in firing rate:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"\n",
"plt.scatter(baseline_rate, evoked_rate, s=3)\n",
"\n",
"axis_limit = 250\n",
"plt.plot([0,axis_limit],[0,axis_limit], ':k')\n",
"plt.plot([0,axis_limit],[0,axis_limit*2], ':r')\n",
"plt.xlim([0,axis_limit])\n",
"plt.ylim([0,axis_limit])\n",
"\n",
"plt.xlabel('Baseline rate (Hz)')\n",
"_ = plt.ylabel('Evoked rate (Hz)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can select a threshold, such as 2x increase in firing rate (red line) to find the IDs for units that are robustly driven by the light:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([951131472, 951131470, 951131486, 951131478, 951131522, 951131506,\n",
" 951131782, 951131534, 951131558, 951131556, 951131564, 951131560,\n",
" 951131581, 951131589, 951131583, 951131593, 951131612, 951131643,\n",
" 951131689, 951132054, 951132138, 951132140, 951132159, 951132184,\n",
" 951132212, 951132205, 951132224, 951132236, 951133681, 951133822,\n",
" 951133909, 951134030, 951134026, 951134066, 951134100, 951134199,\n",
" 951136071, 951136175, 951136247, 951136394, 951136657, 951136717,\n",
" 951136829, 951137028, 951137073, 951137204, 951140485, 951140617,\n",
" 951141942, 951140861, 951140832, 951140821, 951141065, 951141978,\n",
" 951141097, 951141154, 951141292, 951141373, 951141485, 951141536])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cre_pos_units = da.unit_id[(evoked_rate / (baseline_rate + 1)) > 2].values # add 1 to prevent divide-by-zero errors\n",
"\n",
"cre_pos_units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because this is a Parvalbumin-Cre mouse, we expect the majority of light-driven units to be fast-spiking interneurons. We can check this by plotting the mean waveforms for the units we've identified."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"\n",
"for unit_id in cre_pos_units:\n",
" \n",
" peak_channel = session.units.loc[unit_id].peak_channel_id\n",
" wv = session.mean_waveforms[unit_id].sel(channel_id = peak_channel)\n",
" \n",
" plt.plot(wv.time * 1000, wv, 'k', alpha=0.3)\n",
"\n",
"plt.xlabel('Time (ms)')\n",
"plt.ylabel('Amplitude (microvolts)')\n",
"_ =plt.plot([1.0, 1.0],[-160, 100],':c')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indeed, most of these units have stereotypical \"fast-spiking\" waveforms (with a peak earlier than 1 ms). The outliers are likely parvalbumin-positive pyramidal cells."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Differences across genotypes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The example above is a \"best-case\" scenario. As you look across experiments, you will find that there is substantial variability in the fraction of light-driven neurons. Some of this can be accounted for by differences in light power. But much of the variability can be attributed to genotype: parvalbumin+ cells are the most abundant type of inhibitory cells in the cortex, with somastatin+ cells coming next, and VIP+ cells a distant third. There are also likely differences in our ability to record from different interneuron subtypes. For example, parvalbumin+ cells generally fire at the highest rates, which makes them easier to detect in extracellular electrophysiology experiments. The size of the cell's soma also plays a role in its recordability, and this likely varies across interneuron sub-classes.\n",
"\n",
"Overall, it is clear that VIP+ cells have proven the most difficult to identify through optotagging methods. The VIP-Cre mice we've recorded contain _very_ few light-driven units: the number is on the order of one per probe, and is sometimes zero across the whole experiment. We're not yet sure whether this is due to the difficultly of recording VIP+ cells with Neuropixels probes, or the difficulty of driving them with ChR2. To confounding things even further, VIP+ cells tend to have a _disinhibitory_ effect on the local circuit, so units that significantly increase their firing during the 1 s raised cosine light stimulus are not guaranteed to be Cre+.\n",
"\n",
"In any case, it will be helpful to look at some characteristic examples of light-evoked responses in Sst-Cre and Vip-Cre mice, so you know what to expect."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"sst_sessions = sessions[sessions.full_genotype.str.match('Sst')]\n",
"\n",
"session = cache.get_session_data(sst_sessions.index.values[-1])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"trials = session.optogenetic_stimulation_epochs[(session.optogenetic_stimulation_epochs.duration > 0.009) & \\\n",
" (session.optogenetic_stimulation_epochs.duration < 0.02)]\n",
"\n",
"units = session.units[session.units.ecephys_structure_acronym.str.match('VIS')]\n",
"\n",
"bin_edges = np.arange(-0.01, 0.025, 0.0005)\n",
"\n",
"da = optotagging_spike_counts(bin_edges, trials, units)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_optotagging_response(da)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this Sst-Cre mouse, we see a smaller fraction of light-driven units than in the Pvalb-Cre mouse. The light-driven units tend to spike at a range of latencies following light onset, rather than displaying the rhythmic firing pattern of Parvalbumin+ cells. Again, note that the spikes that are precisely aligned to the light onset or offset are likely artifactual.\n",
"\n",
"Now that we've computed the average responses, we can use the same method as above to find the units that are activated by the light."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"baseline = da.sel(time_relative_to_stimulus_onset=slice(-0.01,-0.002))\n",
"\n",
"baseline_rate = baseline.sum(dim='time_relative_to_stimulus_onset').mean(dim='trial_id') / 0.008\n",
"\n",
"evoked = da.sel(time_relative_to_stimulus_onset=slice(0.001,0.009))\n",
"\n",
"evoked_rate = evoked.sum(dim='time_relative_to_stimulus_onset').mean(dim='trial_id') / 0.008"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"\n",
"plt.scatter(baseline_rate, evoked_rate, s=3)\n",
"\n",
"axis_limit = 175\n",
"plt.plot([0,axis_limit],[0,axis_limit], ':k')\n",
"plt.plot([0,axis_limit],[0,axis_limit*2], ':r')\n",
"plt.xlim([0,axis_limit])\n",
"plt.ylim([0,axis_limit])\n",
"\n",
"plt.xlabel('Baseline rate (Hz)')\n",
"_ = plt.ylabel('Evoked rate (Hz)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are a smaller fraction of light-driven units in this Sst-Cre mouse, but the effect of optogenetic stimulation is still obvious. Let's look at the waveforms for the units that increase their firing rate at least 2x above baseline:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cre_pos_units = da.unit_id[(evoked_rate / (baseline_rate + 1)) > 2].values\n",
"\n",
"plt.figure(figsize=(5,5))\n",
"\n",
"for unit_id in cre_pos_units:\n",
" \n",
" peak_channel = session.units.loc[unit_id].peak_channel_id\n",
" wv = session.mean_waveforms[unit_id].sel(channel_id = peak_channel)\n",
" \n",
" plt.plot(wv.time * 1000, wv, 'k', alpha=0.3)\n",
"\n",
"plt.xlabel('Time (ms)')\n",
"plt.ylabel('Amplitude (microvolts)')\n",
"_ =plt.plot([1.0, 1.0],[-160, 100],':c')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As expected, we see a mix of fast-spiking and regular-spiking waveforms, in contrast to the primarily fast-spiking waveforms of the Parvalbumin+ units."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's take a look at light-evoked activity in a VIP-Cre mouse:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"vip_sessions = sessions[sessions.full_genotype.str.match('Vip')]\n",
"\n",
"session = cache.get_session_data(vip_sessions.index.values[-1])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"trials = session.optogenetic_stimulation_epochs[(session.optogenetic_stimulation_epochs.duration > 0.009) & \\\n",
" (session.optogenetic_stimulation_epochs.duration < 0.02)]\n",
"\n",
"units = session.units[session.units.ecephys_structure_acronym.str.match('VIS')]\n",
"\n",
"bin_edges = np.arange(-0.01, 0.025, 0.0005)\n",
"\n",
"da = optotagging_spike_counts(bin_edges, trials, units)"
]
},
{
"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": [
"plot_optotagging_response(da)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This response looks much different than the examples above. There is only one unit (out of more than 350 in cortex) that is obviously responding to the 10 ms light pulse. Even though the yield for VIP-Cre mice is extremely low, these units will be extremely valuable to analyze. If we can characterize the stereotypical firing patterns displayed by labeled VIP+ interneurons, we may be able to identify them in unlabeled recordings."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (allensdk)",
"language": "python",
"name": "allensdk"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}