{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Measuring Synaptic Kinetics\n", "\n", "In this notebook we use the [Allen Institute synaptic physiology dataset](https://portal.brain-map.org/explore/connectivity/synaptic-physiology) to measure the kinetic properties of synaptic connections and the relationship to cell subclass.\n", "\n", "For an introduction to the Jupyter Notebook interface interface, try [Codeacademy: How To Use Jupyter Notebooks]( https://www.codecademy.com/articles/how-to-use-jupyter-notebooks) or [Jupyter Notebook Quick Start Guide](https://jupyter-notebook-beginner-guide.readthedocs.io/en/latest/what_is_jupyter.html).\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from aisynphys.database import SynphysDatabase\n", "from aisynphys.cell_class import CellClass" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Download and cache the sqlite file for the requested database\n", "# (for available versions, see SynphysDatabase.list_versions)\n", "db = SynphysDatabase.load_current('small')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to compare the strength of excitatory connectivity onto the three inhibitory cell subclassess -- Pvalb, Sst, and Vip.\n", "\n", "Begin by defining these subclasses:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "post_classes = {\n", " 'pvalb': CellClass(cre_type='pvalb'),\n", " 'sst': CellClass(cre_type='sst'),\n", " 'vip': CellClass(cre_type='vip'),\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Query the database to get all excitatory synapses with a specific postsynaptic cre type. We also filter here for \"standard multipatch\" experiment types in order to exclude other experiment types as well as filter for \"mouse\" as the species." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pvalb: 144 synapses\n", "sst: 118 synapses\n", "vip: 30 synapses\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/luke/docs/aisynphys/aisynphys/database/database.py:758: SAWarning: TypeDecorator FloatType() will not produce a cache key because the ``cache_ok`` flag is not set to True. Set this flag to True if this type object's state is safe to use in a cache key, or False to disable this warning.\n", " recs = self.all()\n" ] } ], "source": [ "# query once for each postsynaptic type, building up a Pandas dataframe\n", "\n", "pairs = None\n", "for name, post_class in post_classes.items():\n", " pair_query = db.pair_query(\n", " experiment_type='standard multipatch',\n", " species='mouse',\n", " post_class=post_class,\n", " synapse=True,\n", " synapse_type='ex',\n", " )\n", " pair_query = pair_query.add_columns(\n", " db.Synapse.latency,\n", " db.Synapse.psc_rise_time,\n", " db.Synapse.psc_decay_tau,\n", " db.Synapse.psp_amplitude,\n", " )\n", " df = pair_query.dataframe()\n", " df['post_class'] = name\n", " if pairs is None:\n", " pairs = df\n", " else:\n", " pairs = pairs.append(df)\n", " print(\"%s: %d synapses\" % (name, len(df)))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pair.idpair.experiment_idpair.pre_cell_idpair.post_cell_idpair.has_synapsepair.has_polysynapsepair.has_electricalpair.crosstalk_artifactpair.n_ex_test_spikespair.n_in_test_spikespair.distancepair.lateral_distancepair.vertical_distancepair.reciprocal_idpair.metasynapse.latencysynapse.psc_rise_timesynapse.psc_decay_tausynapse.psp_amplitudepost_class
01661835525342524TrueFalseFalseNaN60600.000071NaNNaN16574NoneNaNNaNNaNNaNpvalb
11314327419811978TrueFalseFalseNaN9367200.0000760.0000040.00001913093None0.0012430.0012200.0024340.000540pvalb
25886417231023310220TrueFalseFalseNaN384720.0000490.0000040.00003858700None0.000862NaNNaN0.001326pvalb
31310327419791978TrueFalseFalseNaN5314430.0000670.0000490.00001113090None0.0013220.0009010.004337NaNpvalb
42212748033843378TrueFalseFalseNaN6906900.0001390.0000900.00007222011None0.000836NaNNaN0.000122pvalb
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" ], "text/plain": [ " pair.id pair.experiment_id pair.pre_cell_id pair.post_cell_id \\\n", "0 16618 355 2534 2524 \n", "1 13143 274 1981 1978 \n", "2 58864 1723 10233 10220 \n", "3 13103 274 1979 1978 \n", "4 22127 480 3384 3378 \n", "\n", " pair.has_synapse pair.has_polysynapse pair.has_electrical \\\n", "0 True False False \n", "1 True False False \n", "2 True False False \n", "3 True False False \n", "4 True False False \n", "\n", " pair.crosstalk_artifact pair.n_ex_test_spikes pair.n_in_test_spikes \\\n", "0 NaN 60 60 \n", "1 NaN 936 720 \n", "2 NaN 384 72 \n", "3 NaN 531 443 \n", "4 NaN 690 690 \n", "\n", " pair.distance pair.lateral_distance pair.vertical_distance \\\n", "0 0.000071 NaN NaN \n", "1 0.000076 0.000004 0.000019 \n", "2 0.000049 0.000004 0.000038 \n", "3 0.000067 0.000049 0.000011 \n", "4 0.000139 0.000090 0.000072 \n", "\n", " pair.reciprocal_id pair.meta synapse.latency synapse.psc_rise_time \\\n", "0 16574 None NaN NaN \n", "1 13093 None 0.001243 0.001220 \n", "2 58700 None 0.000862 NaN \n", "3 13090 None 0.001322 0.000901 \n", "4 22011 None 0.000836 NaN \n", "\n", " synapse.psc_decay_tau synapse.psp_amplitude post_class \n", "0 NaN NaN pvalb \n", "1 0.002434 0.000540 pvalb \n", "2 NaN 0.001326 pvalb \n", "3 0.004337 NaN pvalb \n", "4 NaN 0.000122 pvalb " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we now have all synapses loaded into one dataframe:\n", "pairs.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "limits = {\n", " 'latency': (0.3e-3, 5e-3),\n", " 'psc_rise_time': (0.3e-3, 5e-3),\n", " 'psc_decay_tau': (0.3e-3, 15e-3),\n", " 'psp_amplitude': (10e-6, 5e-3),\n", "}\n", "units = ['ms', 'ms', 'ms', 'mV']\n", "ticks = {\n", " 'ms': 0.5e-3 * 2**np.arange(4),\n", " 'mV': 20e-6 * 4**np.arange(4),\n", "}\n", "\n", "fig,ax = plt.subplots(len(limits), 1, figsize=(8, 2.5 * len(limits)))\n", "\n", "\n", "for i, (field, lim) in enumerate(limits.items()):\n", " # box and swarm plots\n", " ax[i].set_yscale('log')\n", " ax[i].set_ylim(*lim)\n", " sns.boxplot(x=\"post_class\", y=\"synapse.\"+field, data=pairs, ax=ax[i], palette='pastel', width=0.8, linewidth=1)\n", " sns.swarmplot(x=\"post_class\", y=\"synapse.\"+field, data=pairs, ax=ax[i], size=5, color=(0, 0, 0, 0.5))\n", " \n", " # clean up labels / ticks\n", " if i == len(limits)-1:\n", " ax[i].set_xlabel('postsynaptic class', size=14)\n", " else:\n", " ax[i].set_xlabel('')\n", " ax[i].set_ylabel(field.replace('_', ' ') + ' (%s)'%units[i], size=12)\n", " ax[i].set_yticks(ticks[units[i]])\n", " ax[i].set_yticklabels(['%0.2f' % (x*1000) for x in ticks[units[i]]])\n", " ax[i].set_yticklabels([], minor=True)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots()\n", "\n", "x_field = 'psc_rise_time'\n", "y_field = 'psc_decay_tau'\n", "ax.set_xlim(limits[x_field])\n", "ax.set_ylim(limits[y_field])\n", "ax.set_yscale('log')\n", "ax.set_xscale('log')\n", "\n", "sns.scatterplot(\n", " x=\"synapse.\"+x_field, \n", " y=\"synapse.\"+y_field, \n", " hue=\"post_class\", \n", " size=\"synapse.psp_amplitude\", \n", " data=pairs, \n", " ax=ax,\n", ")\n", "ax.legend(loc=\"upper right\", bbox_to_anchor=(1.5, 1))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }