{ "cells": [ { "cell_type": "markdown", "id": "3c9f7759", "metadata": {}, "source": [ "# Plotting\n", "\n" ] }, { "cell_type": "markdown", "id": "9648748f", "metadata": {}, "source": [ "## With Interactive Web App\n", "\n", "To help with the visualization of the data, we have created an interactive web app for plotting KSTAR activities, which will take the generated 'experiment_name_mann_whitney_activities.tsv' and 'experiment_name_mann_whitney_fpr.tsv' files as input. The web app can be accessed at the following link: [KSTAR Plotting Tool](https://kstar-plotting-tool.streamlit.app/). This app is still in early stages of development, so please feel free to submit tickets for feature requests or any bugs that you encounter at the github repository: [KSTAR Plotting Tool Github](https://github.com/srcrowl/KSTAR_Plotting_Tool)." ] }, { "cell_type": "markdown", "id": "f3816948", "metadata": {}, "source": [ "## In Python\n", "\n", "Alternatively, if you would like greater flexibility in plotting the data, you can craft your own plots within python using the DotPlot class (same as used in the web app)." ] }, { "cell_type": "code", "execution_count": 1, "id": "820f2a9e", "metadata": {}, "outputs": [], "source": [ "#import necessary packages\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from kstar.plot import DotPlot\n", "from kstar import helpers, config, calculate\n", "\n", "odir = './example'\n", "logName = 'example_run'\n", "phosphomod = 'Y'\n", "logName_new = f\"{logName}_{phosphomod}\"\n", "#get activity log\n", "activity_log = helpers.get_logger(f\"activity_{logName}\", f\"{odir}/RESULTS/activity_{logName}.log\")" ] }, { "cell_type": "markdown", "id": "b20eda30", "metadata": {}, "source": [ "### Load KSTAR Results" ] }, { "cell_type": "markdown", "id": "252e85f5", "metadata": {}, "source": [ "To load a kstar_slim save, use the 'from_kstar_slim' function" ] }, { "cell_type": "code", "execution_count": 2, "id": "fd032561", "metadata": {}, "outputs": [], "source": [ "#Load kstar_slim save\n", "kinact_dict = calculate.from_kstar_slim(logName, odir, activity_log)" ] }, { "cell_type": "markdown", "id": "be3cdf31", "metadata": {}, "source": [ "If nextflow was used (see Running Large Datasets with Nextflow), there is a seperate function that will allow you to load in results from nextflow into a kinase_dict object:" ] }, { "cell_type": "code", "execution_count": 3, "id": "b90e536e", "metadata": {}, "outputs": [], "source": [ "kinact_dict = calculate.from_kstar_nextflow(name = 'example_run',odir = 'example_run')" ] }, { "cell_type": "markdown", "id": "3188b2ed", "metadata": {}, "source": [ "Lastly, you may only be concerned about the predicted activities and false positive rates. If that is the case, load these directly with pandas:" ] }, { "cell_type": "code", "execution_count": 4, "id": "3a9b3d1e", "metadata": {}, "outputs": [], "source": [ "results = pd.read_csv(f\"{odir}/RESULTS/{logName}_Y_mann_whitney_activities.tsv\", sep = '\\t', index_col = 0)\n", "fpr = pd.read_csv(f\"{odir}/RESULTS/{logName}_Y_mann_whitney_fpr.tsv\", sep = '\\t', index_col = 0)" ] }, { "cell_type": "markdown", "id": "5ade4c65", "metadata": {}, "source": [ "### Plot Results\n", "\n", "Kinase activities predicted by KSTAR can be visualized using a specialized plot called a dotplot. In these plots, the size of each \"dot\" is dictated by the -log10(p-value) and the color is dicated by the false positive rate (significance)." ] }, { "cell_type": "markdown", "id": "d8d5b97c", "metadata": {}, "source": [ "#### Plot the base dotplot\n", "\n", "In the most simple case, we can plot all kinases and samples with activity predictions, sorted in the same order as the provided activities/fpr dataframe. First, we need to extract the activity and false positive rate from the kinact_dict object." ] }, { "cell_type": "code", "execution_count": 5, "id": "524e5f1c", "metadata": {}, "outputs": [], "source": [ "#if using kinase_dict object, extract results and fpr values\n", "activities = kinact_dict['Y'].activities_mann_whitney.copy()\n", "fpr = kinact_dict['Y'].fpr_mann_whitney.copy()" ] }, { "cell_type": "markdown", "id": "afb4cc06", "metadata": {}, "source": [ "Activities first need to be transformed to activity scores, a log transformed version of the Mann Whitney p-values. Doing so makes it so that the activity score increases with increase kinase activity." ] }, { "cell_type": "code", "execution_count": 6, "id": "17063810", "metadata": {}, "outputs": [], "source": [ "#log transform the results: this will make visualization much easier\n", "log_results = -np.log10(activities)\n", "#log_results = log_results[['data:time:5','data:time:15','data:time:30', 'data:time:60']]" ] }, { "cell_type": "code", "execution_count": 7, "id": "c6091259", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#instantiate the dotplot object\n", "dots = DotPlot(log_results, \n", " fpr, \n", " figsize = (4,10),\n", " legend_title = '-log10(p-value)')\n", "\n", "\n", "#generate the dotplot\n", "dots.dotplot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f3dfc4a7", "metadata": {}, "source": [ "#### Change the axis labels and sort kinases based on activity\n", "\n", "In many cases, you may wish to plot different axis labels for each experiment or use different naming conventions then those that are defaults in NetworKIN. To adjust, you can manually update the results and fpr dataframe prior to creating the dotplot object. Or, you can pass in dictionaries to the dotplot object that will adjust the axis labels accordingly without changing the original activities/fpr dataframes.\n", "\n", "In this example, the x-axis labels are a bit wordy. Let's simplify it to just include the numeric time value. In addition, we would like to change the kinase labels so that kinases like KDR (VEGFR2) are indicated by their more well known name." ] }, { "cell_type": "code", "execution_count": 8, "id": "4a65dd8d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'data:time:15': '15',\n", " 'data:time:30': '30',\n", " 'data:time:5': '5',\n", " 'data:time:60': '60'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#create the xlabel dict to remove 'data' and 'time' from x-axis labels\n", "x_label_dict = {}\n", "for i in range(len(activities.columns)):\n", " x_label_dict[activities.columns[i]] = activities.columns[i].split(':')[2]\n", " \n", "x_label_dict" ] }, { "cell_type": "markdown", "id": "2e5b199f", "metadata": {}, "source": [ "In addition, we would like to change the kinase labels so that kinases like KDR (VEGFR2) are indicated by their more well known name." ] }, { "cell_type": "code", "execution_count": 9, "id": "2e875467", "metadata": {}, "outputs": [], "source": [ "#set preferred kinase names (make a kinase_dict)\n", "kinase_dict = {}\n", "kinase_map = pd.read_csv('globalKinaseMap.csv', index_col = 0)\n", "for kinase in activities.index:\n", " kinase_dict[kinase] = kinase_map.loc[kinase,'Preferred Name']" ] }, { "cell_type": "markdown", "id": "21341339", "metadata": {}, "source": [ "Any sorting of the results needs to be done before instantiating the dotplot. Only the activities dataframe needs to be updated, the fpr dataframe will be automatically updated in order to match the activities dataframe." ] }, { "cell_type": "code", "execution_count": 10, "id": "7cbeed7e", "metadata": {}, "outputs": [], "source": [ "#sort the data by the activities at the 30 second timepoint\n", "log_results.sort_values(by = 'data:time:30', inplace = True)\n", "#reorder axis labels to be in time order\n", "log_results = log_results[['data:time:5','data:time:15','data:time:30', 'data:time:60']]" ] }, { "cell_type": "code", "execution_count": 11, "id": "a6df79e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#reinstantiate the dotplot object\n", "dots = DotPlot(log_results, \n", " fpr, \n", " x_label_dict = x_label_dict,\n", " kinase_dict = kinase_dict,\n", " figsize = (4,10),\n", " legend_title = '-log10(p-value)')\n", "\n", "#plot\n", "dots.dotplot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3288014e", "metadata": {}, "source": [ "#### Remove kinases that never show significant activity\n", "\n", "In many cases, there will be kinases that do not show significant activity in any of the experiments. It can be advantageous to remove these kinases in order to simplify the plot." ] }, { "cell_type": "code", "execution_count": 12, "id": "d469c043", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#drop kinases with that are not significant for any of the samples (fpr <= alpha). \n", "dots.drop_kinases_with_no_significance()\n", "\n", "#generate the dotplot\n", "dots.dotplot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "71313e15", "metadata": {}, "source": [ "Specific kinases can also be removed prior to plotting. For example, say we were less interested in the activity in EPHA kinases. We can tell the dotplot object to remove these kinases specifically." ] }, { "cell_type": "code", "execution_count": 13, "id": "735ef397", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#drop kinases that are not of interest. For example, we may not be interested in visualizing EPHA kinases.\n", "eph = [kin for kin in log_results.index if 'EPHA' in kin or 'EPHB' in kin]\n", "dots.drop_kinases(eph)\n", "\n", "#generate the dotplot\n", "dots.dotplot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7153ffc3", "metadata": {}, "source": [ "#### Cluster the kinase activities" ] }, { "cell_type": "code", "execution_count": 14, "id": "12e12f8f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Setup subplots so that dendrogram are included\n", "fig, axes = plt.subplots(figsize = (4, 10), \n", " nrows = 1, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "#cluster the kinases with hierarchical clustering, sort them accordingly,and add a dendrogram to the left of the dotplot\n", "dots.cluster(orientation = 'left', ax = axes[0], method='ward')\n", "#cluster the samples with hierarchical clustering, sort them accordingly, and add a dendrogram to the top of the dotplot\n", "#dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "\n", "#generate the dotplot\n", "dots.dotplot(ax = axes[1])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5d562050", "metadata": {}, "source": [ "Notice that clustering the kinase activities resorted the y-axis, undoing the sorting from earlier." ] }, { "cell_type": "markdown", "id": "a020c6d4", "metadata": {}, "source": [ "#### Add context to dotplot" ] }, { "cell_type": "markdown", "id": "6df105e2", "metadata": {}, "source": [ "In some cases you may want to add additional context to the dotplot that indicates significant characteristics about each sample. These could include things like pre vs. post-treatment, normal vs. tumor sample, subtype of cancer, etc. \n", "\n", "To do so, you need to create a new dataframe, which contains a row for each sample in the dotplot (with an id column indicating the sample), and columns for each layer of context you want to be added. In the below example, we will add \"Context 1\" to the plot, which is either true or false. \"Context 2\" has multiple different options indicated by a number." ] }, { "cell_type": "code", "execution_count": 15, "id": "03ac2eb6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SampleContext 1Context 2
0data:time:15Yes0
1data:time:30Yes1
2data:time:5No2
3data:time:60No3
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" ], "text/plain": [ " Sample Context 1 Context 2\n", "0 data:time:15 Yes 0\n", "1 data:time:30 Yes 1\n", "2 data:time:5 No 2\n", "3 data:time:60 No 3" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#create context dataframe which indicates different information about each sample\n", "context = pd.DataFrame({'Sample': activities.columns, 'Context 1': ['Yes','Yes','No','No'], 'Context 2': ['0','1','2','3']})\n", "context" ] }, { "cell_type": "markdown", "id": "4ea0d367", "metadata": {}, "source": [ "Next to plot, with the context information above, setup your subplots as before, but this time, make sure to add another subplot row above the dotplot, which will contain the context strip." ] }, { "cell_type": "markdown", "id": "6bd5aa79", "metadata": {}, "source": [ "You can then use the 'context' function to create the strip plot. The 'info' parameter should point to the context dataframe, while the 'id_column' should list the column name that contains the sample names, and the 'context_columns' should be a list containing all column names with the desired context. If you choose to also sort your samples by hierarchical clustering, you should do this before generating your context strip (otherwise the sorted samples will not match the context). The result is below:" ] }, { "cell_type": "code", "execution_count": 16, "id": "0be59165", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Setup subplots so that dendrogram and context are included\n", "fig, axes = plt.subplots(figsize = (4, 10), \n", " nrows = 2, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[0.1, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "#cluster the kinases with hierarchical clustering, sort them accordingly,and add a dendrogram to the left of the dotplot\n", "dots.cluster(orientation = 'left', ax = axes[1,0], method='ward')\n", "\n", "#add context to plot (if clustering the experiments, this must come after clustering)\n", "dots.context(ax=axes[0,1],info = context, id_column = 'Sample', \n", " context_columns = ['Context 1', 'Context 2'], orientation = 'top', margin = 0.5)\n", "\n", "#generate the dotplot\n", "dots.dotplot(ax = axes[1,1])\n", "\n", "axes[0,0].axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3860540d", "metadata": {}, "source": [ "#### Plot dotplot with the false positive rate indicated by hue" ] }, { "cell_type": "markdown", "id": "9024e6c0", "metadata": {}, "source": [ "In some cases, the binary coloring of significance can make certain kinases appear less significant than they really are, with false positive rates hovering around 0.05. As such, it may be of interest to encode the false positive rate using a gradient hue instead. This is easy to accomplish in the dotplot class, as this is controlled by the binary_sig parameter." ] }, { "cell_type": "code", "execution_count": 17, "id": "4a0b4cce", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Setup subplots so that dendrogram and context are included\n", "fig, axes = plt.subplots(figsize = (4, 10), \n", " nrows = 2, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[0.1, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "#reinstantiate the dotplot object, this time with binary_sig set to False\n", "dots = DotPlot(log_results, \n", " fpr, \n", " binary_sig = False, #change this parameter\n", " x_label_dict = x_label_dict,\n", " kinase_dict = kinase_dict,\n", " legend_title = '-log10(p-value)')\n", "\n", "#repeat the same processing steps as before\n", "dots.drop_kinases_with_no_significance()\n", "eph = [kin for kin in log_results.index if 'EPHA' in kin or 'EPHB' in kin]\n", "dots.drop_kinases(eph)\n", "dots.cluster(orientation = 'left', ax = axes[1,0], method='ward')\n", "dots.context(ax=axes[0,1],info = context, id_column = 'Sample', \n", " context_columns = ['Context 1', 'Context 2'], orientation = 'top', margin = 0.5)\n", "\n", "\n", "#generate the dotplot\n", "dots.dotplot(ax = axes[1,1])\n", "\n", "axes[0,0].axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4919849f", "metadata": {}, "source": [ "#### Indicate evidence size for sample\n", "\n", "It can sometimes be useful to understand how many phosphorylation sites were used as evidence for each sample, as samples with too few sites may produce unhelpful/unreliable predictions. We have provided functionality to indicate the number of sites used for each sample, as well as indicate when sample size may be too low for reliable predictions. There are two versions of this annotation to choose from:\n", "- Bars: bar plot indicating size, with recommended evidence sizes shown as horizontal lines, and samples with too few sites appearing as faint gray bars.\n", "- dots: dots with increasing size for increasing number of sites used, with the dot colored based on whether their is sufficient evidence for prediction.\n", "\n", "In order to add this layer of information, we need to know the binary evidence used, so load this in, either from kinact_dict or directly from file." ] }, { "cell_type": "code", "execution_count": 18, "id": "b4af1389", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "binary_evidence = kinact_dict['Y'].evidence_binary.copy()\n", "#reinstantiate the dotplot object\n", "dots = DotPlot(log_results, \n", " fpr, \n", " x_label_dict = x_label_dict,\n", " kinase_dict = kinase_dict,\n", " legend_title = '-log10(p-value)')\n", "#repeat the same processing steps as before\n", "dots.drop_kinases_with_no_significance()\n", "eph = [kin for kin in log_results.index if 'EPHA' in kin or 'EPHB' in kin]\n", "dots.drop_kinases(eph)\n", "\n", "#set up subplots\n", "fig, axes = plt.subplots(figsize = (10, 10), \n", " nrows = 2, ncols = 3, \n", " sharex = 'col',\n", " gridspec_kw = {\n", " 'height_ratios':[1, 0.05], \n", " 'width_ratios':[1,1.5,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "###### Bars Version #######\n", "\n", "\n", "#plot evidence size\n", "dots.evidence_count(ax = axes[1,0], binary_evidence = binary_evidence, phospho_type = 'Y', plot_type = 'bars', \n", " include_recommendations = True)\n", "\n", "\n", "#generate the dotplot\n", "dots.dotplot(ax = axes[0,0])\n", "\n", "axes[1,0].set_xticks([])\n", "axes[0,0].set_title('Bars')\n", "\n", "###### Dots Version ######\n", "\n", "#plot evidence size\n", "dots.evidence_count(ax = axes[1,2], binary_evidence = binary_evidence, phospho_type = 'Y', plot_type = 'dots', \n", " include_recommendations = True)\n", "\n", "\n", "#generate the dotplot\n", "dots.dotplot(ax = axes[0,2])\n", "axes[0,2].set_title('Dots')\n", "\n", "\n", "axes[0,1].axis('off')\n", "axes[1,1].axis('off')\n", "\n", "plt.show()" ] } ], "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 5 }