{ "cells": [ { "cell_type": "markdown", "source": [ "# py50 Quickstart\n", "The following details how to get up and running using py50. These funcitons take in simple parameters to plot the dose-response curves. There are three plotting options - Single Curve, Multi Curve, and Grid Plot. " ], "metadata": { "collapsed": false }, "id": "94367bb8af3e7238" }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2026-05-21T02:43:46.765375Z", "start_time": "2026-05-21T02:43:45.903514Z" } }, "source": [ "import pandas as pd\n", "from py50 import Calculator, PlotCurve" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "source": [ "## Calculate Relative and Absolute IC50" ], "metadata": { "collapsed": false }, "id": "93078b7fc0f417bc" }, { "cell_type": "code", "source": [ "# Read in dataset\n", "example = pd.read_csv('../dataset/single_example.csv')\n", "\n", "calc_data = Calculator(example) # Instantiate dataframe into the Calculator class \n", "calc_data.show()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:46.790618Z", "start_time": "2026-05-21T02:43:46.767739Z" } }, "id": "278c0e881ddfb4b5", "outputs": [ { "data": { "text/plain": [ " Compound Name Compound Conc % Inhibition 1 % Inhibition 2 \\\n", "0 Drug 1 100000.0 90 94 \n", "1 Drug 1 33300.0 97 89 \n", "2 Drug 1 11100.0 86 89 \n", "3 Drug 1 3700.0 81 88 \n", "4 Drug 1 1240.0 63 70 \n", "\n", " % Inhibition Avg \n", "0 92 \n", "1 93 \n", "2 88 \n", "3 84 \n", "4 67 " ], "text/html": [ "
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" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 3 }, { "metadata": { "collapsed": false }, "cell_type": "markdown", "source": [ "## Scale results to pIC50\n", "If IC50 is not your cup of tea, you can quickly scale the values into pIC50 values. This is done using the calculate_pic50() function. It will calculate absolute IC50, but will append two additional columns for hte relative pIC50 and absolute pIC50." ], "id": "c954ff87b7598350" }, { "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:47.341109Z", "start_time": "2026-05-21T02:43:47.307320Z" } }, "cell_type": "code", "source": [ "calculation = calc_data.calculate_pic50(name_col='Compound Name', concentration_col='Compound Conc',\n", " response_col='% Inhibition Avg')\n", "calculation" ], "id": "8b440fc1a4cda0d3", "outputs": [ { "data": { "text/plain": [ " compound_name maximum minimum relative ic50 (nM) absolute ic50 (nM) \\\n", "0 Drug 1 92.854405 -7.640226 439.824243 584.73401 \n", "\n", " hill_slope relative pIC50 absolute pIC50 \n", "0 1.040878 6.356721 6.233042 " ], "text/html": [ "
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" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 4 }, { "cell_type": "markdown", "source": [ "## Single Curve" ], "metadata": { "collapsed": false }, "id": "16b7184a24c09db6" }, { "cell_type": "code", "source": [ "single = pd.read_csv('../dataset/single_example.csv')\n", "plot_data = PlotCurve(single)\n", "\n", "figure1 = plot_data.curve_plot(concentration_col='Compound Conc',\n", " response_col='% Inhibition Avg',\n", " title='Default Plot Single Example (Positive)',\n", " name_col='Drug 1',\n", " xlabel='Logarithmic Concentration (nM)',\n", " ylabel='Inhibition %',\n", " legend=True)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:47.642762Z", "start_time": "2026-05-21T02:43:47.375242Z" } }, "id": "2fbee1367513f80a", "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 5 }, { "metadata": { "ExecuteTime": { "end_time": "2026-05-21T02:43:47.827658Z", "start_time": "2026-05-21T02:43:47.805703Z" } }, "cell_type": "code", "source": "plot_data.show()", "id": "5520235821dabd5a", "outputs": [ { "data": { "text/plain": [ " Compound Name Compound Conc % Inhibition 1 % Inhibition 2 \\\n", "0 Drug 1 100000.0 90 94 \n", "1 Drug 1 33300.0 97 89 \n", "2 Drug 1 11100.0 86 89 \n", "3 Drug 1 3700.0 81 88 \n", "4 Drug 1 1240.0 63 70 \n", "\n", " % Inhibition Avg \n", "0 92 \n", "1 93 \n", "2 88 \n", "3 84 \n", "4 67 " ], "text/html": [ "
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Compound NameCompound Conc% Inhibition 1% Inhibition 2% Inhibition Avg
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" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 6 }, { "cell_type": "markdown", "source": [ "## Multi-Curve" ], "metadata": { "collapsed": false }, "id": "b9811c6d2cd66518" }, { "cell_type": "code", "source": [ "# Read in Dataset\n", "multi = pd.read_csv('../dataset/multiple_example.csv')\n", "\n", "# Instantiate dataframe into the PlotCurve class \n", "plot_data = PlotCurve(multi)\n", "\n", "# Optional to inspect table\n", "# plot_data.show()" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:47.903115Z", "start_time": "2026-05-21T02:43:47.885631Z" } }, "id": "f1fa99fb3d89d535", "outputs": [], "execution_count": 7 }, { "cell_type": "code", "source": [ "figure3 = plot_data.multi_curve_plot(name_col='Compound Name',\n", " concentration_col='Compound Conc',\n", " response_col='% Inhibition Avg',\n", " title='Multi-Curve Plot',\n", " xlabel='Logarithmic Concentration (nM)',\n", " ylabel='Inhibition %',\n", " legend=True,\n", " ymin=-10,\n", " markersize=10)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:48.334140Z", "start_time": "2026-05-21T02:43:48.108429Z" } }, "id": "8003f3bdeee220d5", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "cell_type": "code", "source": [ "# For negative slope\n", "# Read in Dataset\n", "multi = pd.read_csv('../dataset/multiple_example_negative.csv')\n", "\n", "# Instantiate dataframe into the PlotCurve class \n", "plot_data = PlotCurve(multi)\n", "\n", "figure4 = plot_data.multi_curve_plot(name_col='Compound Name',\n", " concentration_col='Compound Conc',\n", " response_col='% Inhibition Avg',\n", " title='Multi-Curve Plot (Negative Slope)',\n", " xlabel='Logarithmic Concentration (nM)',\n", " ylabel='Inhibition %',\n", " legend=True,\n", " ymin=-10)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:48.669614Z", "start_time": "2026-05-21T02:43:48.335035Z" } }, "id": "39108f826d584abc", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 10 }, { "cell_type": "code", "source": [ "figure5 = grid_plot.grid_curve_plot(name_col='Compound Name',\n", " concentration_col='Compound Conc',\n", " response_col='% Inhibition Avg',\n", " title='Multi-Curve Plot',\n", " xlabel='Logarithmic Concentration (nM)',\n", " ylabel='Inhibition %',\n", " conc_unit='nM',\n", " figsize=(10, 10))" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2026-05-21T02:43:49.415239Z", "start_time": "2026-05-21T02:43:48.735575Z" } }, "id": "6c76302f17e8beea", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 11 } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }