{ "cells": [ { "cell_type": "markdown", "id": "78d4cfb3-34c5-4392-8761-44c6c4dde8c7", "metadata": {}, "source": [ "# Visualization of Bulk RNA-seq\n", "\n", "In this part, we will introduce the tutorial of special plot of `omicverse`." ] }, { "cell_type": "code", "execution_count": 1, "id": "7f136f10-03bf-4ead-9f0d-043967c7ff64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "Version: 1.5.8, Tutorials: https://omicverse.readthedocs.io/\n" ] } ], "source": [ "import omicverse as ov\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "ov.plot_set()" ] }, { "cell_type": "markdown", "id": "80e3ae74-1ba7-4141-a62c-83a811f7e40b", "metadata": {}, "source": [ "## Venn plot\n", "\n", "In transcriptome analyses, we often have to study differential genes that are common to different groups. Here, we provide `ov.pl.venn` to draw venn plots to visualise differential genes.\n", "\n", "**Function**: `ov.pl.venn`: \n", "- sets: Subgroups requiring venn plots, Dictionary format, keys no more than 4\n", "- palette: You can also re-specify the colour bar that needs to be drawn, just set `palette=['#FFFFFF','#000000']`, we have prepared `ov.pl.red_color`,`ov.pl.blue_color`,`ov.pl.green_color`,`ov.pl.orange_color`, by default.\n", "- fontsize: the fontsize and linewidth to visualize, fontsize will be multiplied by 2" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd5f63ff-abb4-408d-b9ab-e8cd758f57b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, -100, 'gene1,gene2')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 317, "width": 265 } }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(figsize = (4,4))\n", "#dict of sets\n", "sets = {\n", " 'Set1:name': {1,2,3},\n", " 'Set2': {1,2,3,4},\n", " 'Set3': {3,4},\n", " 'Set4': {5,6}\n", "}\n", "#plot venn \n", "ov.pl.venn(sets=sets,palette=ov.pl.sc_color,\n", " fontsize=5.5,ax=ax,\n", " )\n", "\n", "\n", "#If we need to annotate genes, we can use plt.annotate for this purpose, \n", "#we need to modify the text content, xy and xytext parameters.\n", "plt.annotate('gene1,gene2', xy=(50,30), xytext=(0,-100),\n", " ha='center', textcoords='offset points', \n", " bbox=dict(boxstyle='round,pad=0.5', fc='gray', alpha=0.1),\n", " arrowprops=dict(arrowstyle='->', color='gray'),size=12)\n", "\n", "#Set the title\n", "plt.title('Venn4',fontsize=13)\n", "\n", "#save figure\n", "fig.savefig(\"figures/bulk_venn4.png\",dpi=300,bbox_inches = 'tight')" ] }, { "cell_type": "code", "execution_count": 9, "id": "ed35cdb1-e50d-4ec5-ac0d-41692d2583b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Venn3')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 276, "width": 265 } }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(figsize = (4,4))\n", "#dict of sets\n", "sets = {\n", " 'Set1:name': {1,2,3},\n", " 'Set2': {1,2,3,4},\n", " 'Set3': {3,4},\n", "}\n", " \n", "ov.pl.venn(sets=sets,ax=ax,fontsize=5.5,\n", " palette=ov.pl.red_color)\n", "\n", "plt.title('Venn3',fontsize=13)" ] }, { "cell_type": "markdown", "id": "89eedf09-1a7a-47dd-8377-8ee40071e51d", "metadata": {}, "source": [ "## Volcano plot\n", "\n", "For differentially expressed genes, we tend to visualise them only with volcano plots. Here, we present a method for mapping volcanoes using Python `ov.pl.volcano`.\n", "\n", "**Function**: `ov.pl.venn`: \n", "\n", "main argument\n", "- result: the DEGs result\n", "- pval_name: the names of the columns whose vertical coordinates need to be plotted, stored in result.columns. In Bulk RNA-seq experiments, we usually set this to qvalue.\n", "- fc_name: The names of the columns for which you need to plot the horizontal coordinates, stored in result.columns. In Bulk RNA-seq experiments, we typically set this to log2FC.\n", "- fc_max: We need to set the threshold for the difference foldchange\n", "- fc_min: We need to set the threshold for the difference foldchange\n", "- pval_threshold: We need to set the threshold for the qvalue\n", "- pval_max: We also need to set boundary values so that the data is not too large to affect the visualisation\n", "- FC_max: We also need to set boundary values so that the data is not too large to affect the visualisation\n", "\n", "plot argument\n", "- figsize: The size of the generated figure, by default (4,4).\n", "- title: The title of the plot, by default ''.\n", "- titlefont: A dictionary of font properties for the plot title, by default {'weight':'normal','size':14,}.\n", "- up_color: The color of the up-regulated genes in the plot, by default '#e25d5d'.\n", "- down_color: The color of the down-regulated genes in the plot, by default '#7388c1'.\n", "- normal_color: The color of the non-significant genes in the plot, by default '#d7d7d7'.\n", "- legend_bbox: A tuple containing the coordinates of the legend's bounding box, by default (0.8, -0.2).\n", "- legend_ncol: The number of columns in the legend, by default 2.\n", "- legend_fontsize: The font size of the legend, by default 12.\n", "- plot_genes: A list of genes to be plotted on the volcano plot, by default None.\n", "- plot_genes_num: The number of genes to be plotted on the volcano plot, by default 10.\n", "- plot_genes_fontsize: The font size of the genes to be plotted on the volcano plot, by default 10.\n", "- ticks_fontsize: The font size of the ticks, by default 12." ] }, { "cell_type": "code", "execution_count": 3, "id": "1e8d653c-06a9-4690-8287-d0dca43127d3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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baseMeanlog2FoldChangelfcSEstatpvaluepadjqvalue-log(pvalue)-log(qvalue)BaseMeanlog2(BaseMean)log2FCabs(log2FC)sig
4931428F04Rik44.747673-0.5927380.680476-0.8710630.3837200.6508100.6508100.4159860.18654544.7476735.515626-0.5927380.592738normal
Fam135a1679.2725000.0653580.2691880.2427970.8081630.9221220.9221220.0925010.0352111679.27250010.7144790.0653580.065358normal
Cxcl518.1941100.3912430.9548360.4097490.6819900.8596390.8596390.1662220.06568418.1941104.2625920.3912430.391243normal
Gm283085.2570000.9600270.3631692.6434720.0082060.0478280.0478282.0858661.32031485.2570006.4305700.9600270.960027normal
Stat2821.361600-0.4091150.448145-0.9129070.3612920.6304160.6304160.4421420.200373821.3616009.683629-0.4091150.409115normal
\n", "
" ], "text/plain": [ " baseMean log2FoldChange lfcSE stat pvalue \\\n", "4931428F04Rik 44.747673 -0.592738 0.680476 -0.871063 0.383720 \n", "Fam135a 1679.272500 0.065358 0.269188 0.242797 0.808163 \n", "Cxcl5 18.194110 0.391243 0.954836 0.409749 0.681990 \n", "Gm2830 85.257000 0.960027 0.363169 2.643472 0.008206 \n", "Stat2 821.361600 -0.409115 0.448145 -0.912907 0.361292 \n", "\n", " padj qvalue -log(pvalue) -log(qvalue) BaseMean \\\n", "4931428F04Rik 0.650810 0.650810 0.415986 0.186545 44.747673 \n", "Fam135a 0.922122 0.922122 0.092501 0.035211 1679.272500 \n", "Cxcl5 0.859639 0.859639 0.166222 0.065684 18.194110 \n", "Gm2830 0.047828 0.047828 2.085866 1.320314 85.257000 \n", "Stat2 0.630416 0.630416 0.442142 0.200373 821.361600 \n", "\n", " log2(BaseMean) log2FC abs(log2FC) sig \n", "4931428F04Rik 5.515626 -0.592738 0.592738 normal \n", "Fam135a 10.714479 0.065358 0.065358 normal \n", "Cxcl5 4.262592 0.391243 0.391243 normal \n", "Gm2830 6.430570 0.960027 0.960027 normal \n", "Stat2 9.683629 -0.409115 0.409115 normal " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result=ov.read('data/dds_result.csv',index_col=0)\n", "result.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "ee2ff38b-9fd8-4ce6-99a1-0c8b7eac82f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 355, "width": 322 } }, "output_type": "display_data" } ], "source": [ "ov.pl.volcano(result,pval_name='qvalue',fc_name='log2FoldChange',\n", " pval_threshold=0.05,fc_max=1.5,fc_min=-1.5,\n", " pval_max=10,FC_max=10,\n", " figsize=(4,4),title='DEGs in Bulk',titlefont={'weight':'normal','size':14,},\n", " up_color='#e25d5d',down_color='#7388c1',normal_color='#d7d7d7',\n", " up_fontcolor='#e25d5d',down_fontcolor='#7388c1',normal_fontcolor='#d7d7d7',\n", " legend_bbox=(0.8, -0.2),legend_ncol=2,legend_fontsize=12,\n", " plot_genes=None,plot_genes_num=10,plot_genes_fontsize=11,\n", " ticks_fontsize=12,)" ] }, { "cell_type": "markdown", "id": "2ce93b87-d829-4d67-9328-cbd6c9ead327", "metadata": {}, "source": [ "## Box plot\n", "\n", "For differentially expressed genes in different groups, we sometimes need to compare the differences between different groups, and this is when we need to use box-and-line plots to do the comparison\n", "\n", "**Function**: `ov.pl.boxplot`: \n", "\n", "- data: the data to visualize the boxplt example could be found in `seaborn.load_dataset(\"tips\")`\n", "- x_value, y_value, hue: Inputs for plotting long-form data. See examples for interpretation.\n", "- figsize: The size of the generated figure, by default (4,4).\n", "- fontsize: The font size of the tick and labels, by default 12.\n", "- title: The title of the plot, by default ''.\n", "\n", "\n", "**Function**: `ov.pl.add_palue`: \n", "- ax: the axes of bardotplot\n", "- line_x1: The left side of the p-value line to be plotted\n", "- line_x2: The right side of the p-value line to be plotted|\n", "- line_y: The height of the p-value line to be plotted\n", "- text_y: How much above the p-value line is plotted text\n", "- text: the text of p-value, you can set `***` to instead `p<0.001`\n", "- fontsize: the fontsize of text\n", "- fontcolor: the color of text\n", "- horizontalalignment: the location of text" ] }, { "cell_type": "code", "execution_count": 3, "id": "be2e82ba-9ee1-48fe-bf78-94a182891b25", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import seaborn as sns\n", "data = sns.load_dataset(\"tips\")\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 7, "id": "0585ac86-518e-477e-89c1-5dd26a764da5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 188, "width": 388 } }, "output_type": "display_data" } ], "source": [ "fig,ax=ov.pl.boxplot(data,hue='sex',x_value='day',y_value='total_bill',\n", " palette=ov.pl.red_color,\n", " figsize=(4,2),fontsize=12,title='Tips',)\n", "\n", "ov.pl.add_palue(ax,line_x1=-0.5,line_x2=0.5,line_y=40,\n", " text_y=0.2,\n", " text='$p={}$'.format(round(0.001,3)),\n", " fontsize=11,fontcolor='#000000',\n", " horizontalalignment='center',)" ] } ], "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 5 }