{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Use Case 1: Comparing Omics Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Importing packages and setting up your notebook.\n", "\n", "This use case will guide you through basic features of our package, including importing the package and loading the data, interacting with the dataframes, and producing a basic scatterplot comparing proteomics and transcriptomics for a given gene. We will begin by importing standard data analysis libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will import the cptac package, and load the Endometrial dataset object. This dataset object includes functions that allow the user to access and perform basic operations on the data from the endometrial cancer patients." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "import cptac\n", "import cptac.utils as ut\n", "\n", "en = cptac.Ucec()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Joining dataframes\n", "\n", "Now that we've imported the package and loaded the data, we can begin to extract the data we need. In this use case, we want to compare the proteomics and transcriptomics data from the endometrial cancer patients for the A1BG gene. For a full list of available data, enter `en.list_data_sources()`. For a full list of functions available for accessing and manipulating the data, enter `help(en)`. To access documentation for a specific function, pass it to the help() function, e.g. `help(en.multi_join)`.\n", "\n", "We use the `en.multi_join()` function to join the A1BG columns from the proteomics and transcriptomics dataframes into a single dataframe. Note when we are using multi-join that you specify the datasets as a dictionary. Keys are the source and datatype, values are the gene(s) of interest. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: Your version of cptac (1.5.1) is out-of-date. Latest is 1.5.0. Please run 'pip install --upgrade cptac' to update it. (C:\\Users\\sabme\\anaconda3\\lib\\threading.py, line 910)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Name A1BG_umich_proteomics A1BG_bcm_transcriptomics\n", "Patient_ID \n", "C3L-00006 -1.121101 2.54\n", "C3L-00008 -0.798504 4.40\n", "C3L-00032 -0.577203 4.83\n", "C3L-00084 1.612713 4.73\n", "C3L-00090 -1.350755 4.14\n" ] } ], "source": [ "A1BG_cross = en.multi_join({\"umich proteomics\": \"A1BG\", \"bcm transcriptomics\": \"A1BG\"})\n", "\n", "# Use cptac.utils.reduce_multiindex to get rid of a level we don't need from the column index\n", "A1BG_cross = ut.reduce_multiindex(A1BG_cross, levels_to_drop=\"Database_ID\")\n", "\n", "print(A1BG_cross.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Plot data\n", "\n", "We then plot this data to visually explore the correlation between proteomics and transcriptomics data. For the A1BG gene, we see a positive correlation, indicating that higher transcript levels correlate with higher protein levels in the patients." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"darkgrid\")\n", "plot = sns.regplot(x=A1BG_cross.columns[0], y=A1BG_cross.columns[1], \n", " data=A1BG_cross)\n", "plot.set(xlabel='Proteomics', ylabel='Transcriptomics', \n", " title='Proteomics vs. Transcriptomics for the A1BG gene')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Plot more data\n", "\n", "We apply the same analysis to the RPL11 gene, another gene of interest in cancer research. The plot visualizes any correlation between mRNA and protein abundance for this gene in the data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gene = 'RPL11'\n", "gene_cross = en.multi_join({\"umich proteomics\": gene, \"bcm transcriptomics\": gene});\n", "# Use cptac.utils.reduce_multiindex to get rid of a level we don't need from the column index\n", "gene_cross = ut.reduce_multiindex(gene_cross, levels_to_drop=\"Database_ID\")\n", "plot = sns.regplot(x=gene_cross.columns[0], y=gene_cross.columns[1], data=gene_cross, color=\"green\")\n", "plot.set(xlabel='Proteomics', ylabel='Transcriptomics',\n", " title='Proteomics vs. Transcriptomics for the ' + gene + ' gene')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Repeat with the Ovarian Dataset\n", "\n", "The same analysis can be applied to different datasets, such as ovarian cancer data. We perform the analysis on the PTEN gene, a tumor suppressor gene often mutated in many types of cancer." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ov = cptac.Ov()\n", "ovarian_cross = ov.multi_join({\"umich proteomics\": \"PTEN\", \"bcm transcriptomics\": \"PTEN\"})\n", "\n", "# Use cptac.utils.reduce_multiindex to get rid of a level we don't need from the column index\n", "ovarian_cross = ut.reduce_multiindex(ovarian_cross, levels_to_drop=\"Database_ID\")\n", "\n", "sns.set(style=\"darkgrid\")\n", "plot = sns.regplot(x=ovarian_cross.columns[0], y=ovarian_cross.columns[1], data=ovarian_cross)\n", "plot.set(xlabel='Proteomics', ylabel='Transcriptomics', title='Proteomics vs. Transcriptomics for the PTEN gene')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Repeat with the Colon dataset\n", "\n", "We demonstrate the versatility of this analysis approach by applying it to colon cancer data and focusing on the SOX9 gene, which plays a role in cell differentiation and is implicated in many cancers." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "co = cptac.Coad()\n", "source1 = 'umich'\n", "source2 = 'bcm'\n", "colon_cross = co.join_omics_to_omics(df1_name=\"proteomics\", df2_name=\"transcriptomics\",\n", " df1_source=source1, df2_source=source2,\n", " genes1=\"SOX9\", genes2=\"SOX9\")\n", "\n", "sns.set(style=\"darkgrid\")\n", "plot = sns.regplot(x=colon_cross.columns[0], y=colon_cross.columns[1], data=colon_cross)\n", "plot.set(xlabel='Proteomics', ylabel='Transcriptomics', title='Proteomics vs. Transcriptomics for the SOX9 gene')\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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }