{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Use Case 4: How Do Mutations Affect Protein Abundance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Import Packages \n", "\n", "We commence by importing the standard data science packages for dataframe manipulation and visualizations. We also import the cptac package for accessing the cancer data and accessory functions." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import cptac\n", "import cptac.utils as ut\n", "\n", "en = cptac.Ucec()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Get Data and Find Your Gene of Interest\n", "\n", "Start by grabbing the somatic gene mutation data via en.get_somatic_mutation(), which returns a pandas dataframe. Then, choose a gene of interest to observe how mutation affects protein abundance. This example uses the TTN gene, having the highest number of mutations within our cohort." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "somatic_mutations = en.get_somatic_mutation('washu')\n", "gene = somatic_mutations[\"Gene\"].value_counts().index[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Joining dataframes\n", "\n", "The relevant data for TTN lies in two different dataframes, one for proteomics and one for the mutations. To facilitate the analysis, use en.join_omics_to_mutations function to join mutation data with molecular proteomics measurements. Specify the molecular dataframe name (\"proteomics\"), gene names for the mutation and omics data, and an empty list for the mutations_filter parameter to filter multiple mutations down to just one." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 115 samples for the TTN gene (C:\\Users\\sabme\\anaconda3\\lib\\site-packages\\cptac\\cancers\\cancer.py, line 325)\n" ] } ], "source": [ "omics_mutations = en.join_omics_to_mutations(\n", " omics_name=\"proteomics\",\n", " omics_source='umich',\n", " mutations_genes=gene,\n", " mutations_source='washu',\n", " omics_genes=gene, \n", " mutations_filter=[]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Plot data\n", "\n", "The aim is to visually inspect the protein abundance changes for patients with a mutation compared to those with the normal gene sequence. Use the Seaborn package to create the figures." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 1170x827 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a4_dims = (11.7, 8.27) \n", "fig, ax = plt.subplots(figsize=a4_dims)\n", "\n", "somatic_boxplot = sns.boxplot(\n", " data=omics_mutations, \n", " x=gene + \"_Mutation\",\n", " y=gene + \"_umich_proteomics\", \n", " ax=ax, \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"Nonsense_Mutation\", \"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"]\n", ") \n", "somatic_boxplot = sns.stripplot(\n", " data=omics_mutations, \n", " x=gene + \"_Mutation\",\n", " y=gene + \"_umich_proteomics\",\n", " jitter=True, \n", " color=\".3\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\", \"Nonsense_Mutation\",\"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"]\n", ")\n", "\n", "somatic_boxplot.set_title(\"TTN gene mutation protein abundance\")\n", "somatic_boxplot.set(xlabel=\"Somatic Gene Mutation\",ylabel=\"Proteomics\")\n", "somatic_boxplot.set_xticklabels(somatic_boxplot.get_xticklabels(),rotation=30) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Try it again\n", "\n", "Repeat the process with different genes. This time, we use the CTNNB1 gene, known as an oncogene and frequently mutated in our cohort." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 120 samples for the CTNNB1 gene (C:\\Users\\sabme\\anaconda3\\lib\\site-packages\\cptac\\cancers\\cancer.py, line 325)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gene2 = 'CTNNB1'\n", "omics_mutations2 = en.join_omics_to_mutations(\n", " omics_name=\"proteomics\",\n", " omics_source='umich',\n", " mutations_genes=gene2,\n", " mutations_source='washu',\n", " omics_genes=gene2, \n", " mutations_filter=[]\n", ")\n", "\n", "boxplot2 = sns.boxplot(\n", " data=omics_mutations2, \n", " x=gene2 + \"_Mutation\",\n", " y=gene2 + \"_umich_proteomics\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"In_Frame_Del\"]\n", ")\n", "boxplot2.set_title(\"CTNNB1 gene mutation protein abundance\")\n", "boxplot2 = sns.stripplot(\n", " data=omics_mutations2, \n", " x=gene2 + \"_Mutation\",\n", " y=gene2 + \"_umich_proteomics\",\n", " jitter=True, \n", " color=\".3\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"In_Frame_Del\"]\n", ")\n", "boxplot2.set(xlabel=\"Somatic Gene Mutation\",ylabel=\"Proteomics\")\n", "boxplot2.set_xticklabels(boxplot2.get_xticklabels(),rotation=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Repeat with Ovarian data\n", "\n", "The same process can be repeated for other datasets, like the Ovarian dataset. The function calls are consistent across different cancer types." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 26 samples for the TP53 gene (C:\\Users\\sabme\\anaconda3\\lib\\site-packages\\cptac\\cancers\\cancer.py, line 325)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 1170x827 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ov = cptac.Ov()\n", "\n", "source1 = 'umich'\n", "source2 = 'washu'\n", "somatic_mutations = ov.get_somatic_mutation(source2)\n", "\n", "gene = \"TP53\"\n", "ovarian_omics_mutations = ov.join_omics_to_mutations(\n", " omics_name=\"proteomics\",\n", " omics_source=source1,\n", " mutations_genes=gene,\n", " mutations_source=source2,\n", " omics_genes=gene, \n", " mutations_filter=[]\n", ")\n", "\n", "plt.figure(figsize=(11.7, 8.27))\n", "\n", "boxplot = sns.boxplot(\n", " data=ovarian_omics_mutations, \n", " x=gene + \"_Mutation\", \n", " y=gene + \"_\" + source1 + \"_proteomics\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"Nonsense_Mutation\", \"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"]\n", ")\n", "boxplot.set_title(\"TP53 gene mutation protein abundance\")\n", "boxplot = sns.stripplot(\n", " data=ovarian_omics_mutations, \n", " x=gene + \"_Mutation\", \n", " y=gene + \"_\" + source1 + \"_proteomics\",\n", " jitter=True, \n", " color=\".3\",\n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\", \"Nonsense_Mutation\",\"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"]\n", ")\n", "boxplot.set(xlabel=\"Somatic Gene Mutation\", ylabel=\"Proteomics\")\n", "boxplot.set_xticklabels(boxplot.get_xticklabels(),rotation=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that 'cptac' warnings inform about samples that lack mutations. These are filled with Wildtype_Tumor or Wildtype_Normal as per the default settings in the join_omics_to_mutations function." ] } ], "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 }